Gene transcription in the zebrafish embryo: regulators and networks
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Transcript of Gene transcription in the zebrafish embryo: regulators and networks
Gene transcription in the zebrafishembryo regulators and networksMarco Ferg Olivier Armant LixinYang Thomas Dickmeis Sepand Rastegar and Uwe Stralaquo hle
AbstractThe precise spatial and temporal control of gene expression is a key process in the development maintenance andregeneration of the vertebrate body A substantial proportion of vertebrate genomes encode genes that controlthe transcription of the genetic information into mRNA The zebrafish is particularly well suited to investigategene regulatory networks underlying the control of gene expression during development due to the external devel-opment of its transparent embryos and the increasingly sophisticated tools for genetic manipulation available forthis model systemWe review here recent data on the analysis of cis-regulatory modules transcriptional regulatorsand their integration into gene regulatory networks in the zebrafish using the developing spinal cord as example
Keywords zebrafish transcription regulator gene regulatory network cis-regulatory element genomics
INTRODUCTIONThe first step of gene expression is transcription
Differential gene transcription plays a crucial role in
the development of the vertebrate body plan Also
many homoeostatic processes and responses in the
adult organism are regulated by transcription
Thus misexpression of genes due to deregulated
transcription can lead to a variety of diseases includ-
ing cancer and type II diabetes [1ndash3] The import-
ance of differential transcriptional regulation as a
means to correctly express the information encoded
in the genome is further underscored by the fact that
a substantial proportion of genes in the genomes
code for proteins that are involved in the control
of transcription such as transcription factors (TFs)
chromatin-remodelling factors and proteins of the
basic transcription machinery [4 5] Complex gene
regulatory networks (GRNs) form the basis of
cell differentiation during development of multicel-
lular organisms and can control entire batteries
of genes coordinately In GRNs specific combin-
ations of transcriptional regulators (TRs) interact
with cis-regulatory modules (CRMs) of responsive
genes [6ndash8]
CRMs can be functionally subdivided into two
groups activating modules (promoter enhancer
locus control region [LCR]) and repressive modules
(silencer insulator) Silencers inhibit gene expression
through the interaction with repressor proteins
that in turn initiate heterochromatin formation by
recruiting histone-modifying enzyme complexes
Insulators confine the activity of an enhancer or
Marco Ferg is a post-doctoral fellow at the Institute of Toxicology and Genetics (ITG) His research interest lies in the transcriptional
regulation of genes by cis-regulatory elements
Olivier Armant is a scientist at the ITG The research he is interested in concerns early patterning mechanism in the developing
zebrafish brain
LixinYang is a project leader at the ITG His main research topic concerns the identification of gene regulatory networks in the
developing neural tube of the zebrafish
Thomas Dickmeis is a group leader at the ITG His group is interested in transcriptional regulatory mechanisms at the interface
between metabolism endocrine signalling and the circadian clock
Sepand Rastegar is a project leader at the ITG His work is focused on the identification and functional analysis of cis-regulatory
elements active in the midline of developing zebrafish embryos He is also interested in the molecular mechanisms controlling zebrafish
neurogenesis
UweStralaquo hle professor at the University of Heidelberg is interested in the molecular mechanisms controlling vertebrate development
He is director of the ITG and established the European Zebrafish Resource Centre
Corresponding author Sepand Rastegar Institute of Toxicology and Genetics Karlsruhe Institute of Technology (KIT) Postfach
3640 76021 Karlsruhe Germany Tel thorn49-721-608-22886 Fax thorn49-721-608-23354 E-mail SepandRastegarkitedu
BRIEFINGS IN FUNCTIONAL GENOMICS page 1 of 13 doi101093bfgpelt044
The Author 2013 Published by Oxford University Press All rights reserved For permissions please email journalspermissionsoupcom
Briefings in Functional Genomics Advance Access published October 22 2013
silencer to its cognate gene promoter and interaction
of CCCTC-binding factor (CTCF) with insulators
has been demonstrated to be crucial to shield distal
enhancerssilencers [9] This classical view of CTCF
being a major marker for insulator elements has been
questioned by 4C experiments showing that many
of the CTCF-mediated long range interacting sites
correlate with enhancerndashpromoter interactions
Further experiments showed that CTCF facilitates
enhancerndashpromoter interactions directly through
cohesin-mediated DNA looping [10ndash12]
Enhancers have been traditionally defined as a
class of cis-regulatory elements that are able to acti-
vate and maintain gene expression in a location- and
orientation-independent manner [13 14] They are
found in the up- and downstream regions as well as
in introns of the regulated gene However enhancers
can also overlap with coding exons [15] or the
50-untranslated region (UTR) [16] They may be
located as far as 1 megabase from the target gene
as has been shown for example for a limb-specific
enhancer of the sonic hedgehog gene [17]
Enhancers are thought to represent islands of open
chromatin that act as docking stations for TFs [18]
By a combination of distinct TFs that bind to the
same enhancer various signalling inputs can be inte-
grated and interpreted thereby leading to specific
gene expression outputs In the prevailing model
the physical interaction of enhancers with their
target promoters is facilitated by a decondensation
of the chromatin structure enabling the DNA to
loop out from the nuclear periphery to the centre
to form enhancerpromoter interactions [19ndash21]
A recent publication suggests CTCFcohesin-
mediated DNA looping is a determinant for pro-
moter choice [22] However not all loci require
looping-out for transcriptional activity [23]
Promoters can be functionally subdivided into the
proximal promoter and the core promoter Proximal
promoters are located in the immediate vicinity of
the transcription start site (TSS) and contain like
enhancers or silencers recognition sites for DNA-
binding factors that are involved in transcriptional
regulation The core promoter is usually defined as
a 100ndash150 bp stretch of DNA encompassing the TSS
that is sufficient to direct initiation of transcription by
the RNA polymerase II machinery [24] Core pro-
moters can differ considerably in motif composition
(reviewed in [25ndash27]) and can be bound by a multi-
tude of promoter recognition complexes [28 29]
Not all enhancers are able to interact with every
type of core promoter [18 30 31] providing
another level of regulatory control
LCRs are like enhancers activating CRMs They
possess chromatin domain-opening activity and are
able to confer lsquocopy number-dependentrsquo expression
on a linked gene ie the number of integrated trans-
genes determines the expression level and not the
influence of the chromatin surrounding the trans-
genes (reviewed eg in [32 33])
Interestingly enhancers and silencers share im-
portant properties such as DNase I hypersensitivity
active chromatin marks and interaction with tran-
scription factors and RNA polymerase II It has
therefore been proposed that it depends on the
gene target and the developmental stage whether a
given CRM activates or represses gene transcription
[34]
CRMs contain the information required for
precise transcriptional regulation The implementa-
tion of this information is carried out by TRs
through sequence-specific interactions with CRMs
of their target genes As described above TFs activate
or repress gene transcription by binding to enhancers
or silencers respectively In addition general TFs
are involved in the basic processes of transcription
such as initiation elongation and termination of
transcription However they may be less lsquogeneralrsquo
than previously thought as recent evidence suggests
gene-specific employment of these factors [35 36]
Finally chromatin remodelling proteins alter the
state of the chromatin and thereby affect transcrip-
tion by regulating access to the CRMs
In summary GRNs can be defined as the imple-
mentation of the regulatory information encoded
in the DNA of CRMs via their interactions with
TRs Modelling a GRN related to any development
process requires knowledge of which TFs and signal-
ling molecules are involved when and where the
genes are expressed and how these factors interact
with each other and with CRMs [8] The zebrafish
is an ideal model to study the components and com-
position of GRNs Its fast and external development
and the high number of transparent embryos obtain-
able have proven very useful to address questions in
transcriptional regulation Zebrafish and other fish
species have been utilized to analyse developmental
GRNs [37 38] and promoterenhancer interactions
[31] to validate and analyse enhancer function on
a large scale [39ndash44] to address the regulatory
potential of short sequences [45] and to identify
regulatory regions driving tissue-specific expression
page 2 of 13 Ferg et al
in enhancer trap assays [46 47] Furthermore recent
progress in defining gene expression profiles on a
global scale [4] demonstrates that zebrafish is a
highly useful organism to comprehensively study
GRNs in a vertebrate organism
In this review we will illustrate how zebrafish can
be used to understand the regulatory logic of the
vertebrate genome We will summarize the current
knowledge on specific aspects of CRMs regarding
their distribution and the genomic features that
have been associated with CRMs examine the rep-
ertoire of TRs in the zebrafish genome and discuss
one example of a transcriptional regulatory network
that is well analysed in both zebrafish and mice
SEQUENCE CONSERVATIONANDHISTONEMODIFICATIONSIDENTIFYCRMSCRMs are frequently characterized by conservation
of sequence across species DNA sequences with
regulatory functions exhibit a lower mutation rate
than non-functional DNA and therefore like pro-
tein coding sequences show significant sequence
similarity across species The Fugu rubripes genome
was the first vertebrate genome to be assembled
[48] after sequencing of the human genome [49
50] Comparative studies of the human and Fugu
genomes established the presence of a large number
of highly conserved non-coding elements (HCNEs)
[51ndash54] Since then the growing number of whole-
genome sequences from various organisms and the
development of bioinformatic tools [55ndash59] have
made comparative genomics a powerful means to
identify putative CRMs [60ndash63]
The binding of TRs to CRMs provides one
mechanism of transcriptional regulation Another
level is introduced by the structure of the chromatin
which can control the accessibility of the CRMs
The fact that active regulatory CRMs are in an
open chromatin state forms the basis of large-scale
mapping of CRMs by DNAse I hypersensitivity
assays [64] DNAse I hypersensitivity provides a
comprehensive picture of the active regulatory land-
scape of the genome in a particular cell because it is a
key feature of all classes of CRMs [65 66] Specific
post-translational modifications of histones such as
methylation and acetylation at particular positions
are further landmarks of active and inactive chroma-
tin structure of CRMs For example active enhan-
cers have been shown to be marked by
monomethylation of H3K4 (H3K4me1) [67ndash69]
However this chromatin modification is not limited
only to active enhancers Several studies suggested
the existence of both active and poised classes of
enhancer elements Active enhancers in a cell are
engaged in the regulation of transcription whereas
poised enhancers are not actively regulating tran-
scription but can be rapidly converted to active
enhancers eg by external stimuli to the cell or in
the course of differentiation [70] The histone marks
associated with poised enhancers contain both the
H3K4me1 mark and trimethylation at K27 of his-
tone H3 (H3K27me3) Active enhancers are distin-
guished from poised enhancers by the presence of
acetylation of histone H3 at lysine 27 (H3K27ac)
and by the absence of H3K27me3 [70ndash72] Besides
these post-translational modifications of histones
binding of chromatin remodelling enzymes has
been shown to designate active enhancer modules
Binding of the acetyltransferase and transcriptional
co-activator p300 for example predicted with
high accuracy where active enhancers are located
in the genome in neural limb and heart tissue [69
73 74] Furthermore the chromatin remodelling
enzymes CHD7 and BRG1 appear to be present at
active enhancers [71 72]
CRMS IN THE ZEBRAFISHGENOMEMost genome-wide studies of the regulatory land-
scape have focused on mammalian cell line while
the dynamic changes of the histone code and TF
occupancy of CRMs on a global scale during onto-
genesis of a vertebrate are still unresolved The zeb-
rafish with its experimentally easily accessible early
stages of development has a great potential to address
these questions ChIP (chromatin immunoprecipita-
tion) on chip experiments confirmed enrichment of
the histone mark H3K4me3 found in active pro-
moters [75] also near the TSS in zebrafish [76]
Interestingly many inactive developmental regula-
tory genes are marked by the repressive mark
H3K27me3 while at the same time containing the
activating chromatin modification H3K4me3 thus
showing the characteristic signature of poised genes
that is also found in developmental regulators in
mouse embryonic stem cells [77 78] This lsquobivalentrsquo
signature was not detected before midblastula transi-
tion when the activation of the zygotic genome
occurs [79] It was suggested that such marks might
Gene regulatory networks and control of gene expression page 3 of 13
secure precise timing of the activation of develop-
mental regulators [80]
Combining H3K4me1 and H3K4me3 profiles
signatures of active enhancers (H3K4me1) and
active promoters (H3K4me3) in combination with
the readily available expression data in zebrafish
helped to computationally identify putative cis-regulatory sequences [39] The generation of gen-
omic tracks of H3K4me3 H3K4me1 and H3K27ac
histone modifications at four developmental time-
points of zebrafish embryogenesis lead to the
identification of 50 000 potential cis-regulatory
elements operating during the first 48 h of zebrafish
development a wealth of data that will help to
deduce regulatory networks on the DNA sequence
level [81]
Although many data are now available on
the location of putative CRMs involved in embry-
onic development a systematic analysis of the func-
tion of CRMs has not yet been carried out on a large
scale in zebrafish One crucial question is how con-
served the functions of the CRMs encoded in
HCNEs are Case studies illustrated several possibili-
ties For example the lateral stripe enhancer of the
neurogenin1 gene retained its function for about 395
million years of evolution as it drives expression in
the dorsal telencephalon of both mouse and zebrafish
[82] In contrast the function of CRMs in the shhgene that are conserved between mouse and zebra-
fish seems to have changed the zebrafish sonic hedge-hog (shh) enhancer ar-C directs mainly notochord
expression in zebrafish embryos and also functions
in the midline of mouse embryos However the
mouse enhancer SFPE2 which exhibits sequence
similarity with zebrafish ar-C is floor plate-specific
in the mouse and not functional in zebrafish
Another important question is why CRMs of
developmental regulators show higher sequence
conservation than CRMs of other genes why do
not all conserved sequences have an obvious
function Why are not all functional CRMs highly
conserved Moreover it is more than questionable
whether up to 90 conservation is necessary to
maintain the binding of the same TFs given the
degeneracy of the recognition sequences of many
TFs In fact functional dissection of five notochord
enhancers with evolutionarily conserved sequences
revealed two short DNA elements mediating noto-
chord expression However these elements were
embedded within the conserved sequences of
the five enhancers in an almost random fashion
suggesting that the conservation of the sequence is
only indirectly linked to binding of TFs [83] The
findings that non-coding RNAs bi-directionally
transcribed on enhancers (eRNAs) [84] significantly
increase promoterndashenhancer interactions [85] and
that activating ncRNAs (ncRNA-a) play an import-
ant role in establishing and maintaining chromatin
structure [86 87] opened up a new chapter in cis-regulation of gene expression and might help to
answer some of these questions
Taken together analysis of CRMs of the zebrafish
genome now provides a framework to understand
precisely how classes of CRMs are composed how
they interact with epigenetic marks and why some
of them are conserved across large evolutionary
distances More functional analyses will be required
and one important element of these is knowledge
about which transcriptional regulators interact with
the CRMs
CHARACTERIZATIONOF THETRANSCRIPTIONALREGULATORYREPERTOIREOFTHE ZEBRAFISH GENOMEThe availability of the entire zebrafish genome
sequence [88] and the elucidation of its gene struc-
tures by computational means to identify or predict
TSSs exonintron structure UTRs protein
domains and regulatory elements provides a rich
resource to mine genomes for genes involved in
transcriptional regulation The InterPro database
provides a resource of functional annotation on pro-
teins by classifying them into families It compiles
protein signatures from a number of databases
thereby integrating all data into a unique searchable
resource [89] A thorough search of the InterPro
protein domains led to the selection of 483 domains
associated with transcriptional regulation activities
(Figure 1A) Mining the zebrafish genome for
genes encoding at least one protein domain linked
to transcriptional regulation revealed 3302 genes
including TFs with specific DNA binding domains
genes involved in chromatin modification and factors
of the general transcriptional machinery (Figure 1B)
Of these 2488 TR genes can be detected reliably by
deep sequencing (349 million 76 bp long paired-end
reads) of mRNA isolated from 24 h post-fertilization
(hpf) embryos This suggests that nearly 75 of the
TR gene repertoire of the zebrafish is expressed at a
significant level at 24 hpf [4] a stage of particular
page 4 of 13 Ferg et al
importance as it represents the evolutionarily con-
served phylotypic stage of this model organism
[90] The remaining TR genes may be expressed at
very low levels below the detection limit or at later
stages or only under certain physiological conditions
Of the 3302 TR genes detected in the zebrafish
genome 2677 genes can be assigned to the TF sub-
class of TRs Precedent analysis of human and mouse
genomes suggested that 1500ndash2000 genomic loci
encode DNA-binding TFs [5] roughly 10 times
Figure 1 Zebrafish transcriptional regulators (A) InterPro protein domains specific to transcriptional regulationThe number of protein domains specific for each category of TR (transcription factor chromatin remodellingbasal transcriptional machinery) is indicated (InterPro release 19) (B) The number of genomic loci encoding geneswith at least one domain functionally linked to transcriptional control are indicated for each category (Zv9 assemblyEnsembl version 60 annotation) (C) Expression patterns of chromatin remodellers of the BTBPOZ family in24 hpf embryos bach2 and zbtb46 are expressed in the telencephalon the zbtb16 homologue is expressed in thewhole spinal cord and the posterior tuberculum in the diencephalon zbtb43 is expressed in the retina and thetectum and btbd6a is expressed in the epiphysis the telencephalon the hindbrain and the spinal cord while its para-logue btbd6b is expressed in the somites the telencephalon and other parts of the fore- and midbrain hic1 andbcl6b are expressed in the vascular system of the trunk and the head whereas the bcl6b homologue is expressedonly in the vascular system of the head
Gene regulatory networks and control of gene expression page 5 of 13
the size of the TF repertoire of the yeast Saccharomycescerevisiae (200ndash350 loci) [91] However the fraction
of the total number of genes that encode TFs does
not increase that much as only a 2-fold increase is
observed from yeast (4 TF genes) to human (8)
In zebrafish 9 of all genes encode TFs slightly
more compared with other vertebrates This might
be due to the additional genome duplication during
the evolution of teleost fishes [92] The increased
number of encoded TF genes alone cannot explain
the enormous complexity of the vertebrate body
with many distinct cell types and complex body
functions compared to unicellular organisms such
as yeast The differences seem to lie mainly in the
combinatorial action of TRs as well as in specific
post-transcriptional and post-translational modifica-
tions that will give alternative outputs in different
cellular contexts [93ndash95]
The precise spatiotemporal expression of many
TR genes is essential for normal vertebrate develop-
ment In a systematic analysis of expression of 1711
TR genes in the 24 hpf zebrafish embryo around
200 TR genes were found to be expressed in a single
tissue whereas the vast majority of TRs (nfrac14 1504)
were detected either in multiple tissues or ubiqui-
tously The highly restricted expression pattern of
these 200 TR genes makes them prime candidates
for functional studies This group of tissue-specific
genes is highly enriched for TFs (82 nfrac14 207) [4]
The central nervous system and specifically the
spinal cord and telencephalon express a majority of
the TR genes (60 of the TRs analysed by in situhybridization) A significant correlation of genes co-
expressed in different tissues was observed in a few
brain regions including the ectodermally derived
cranial sensory ganglia (otic vesicle and olfactory
bulb) and several forebrain structures as well as the
retina and the tectum [4] Interestingly retina and
tectum are functionally coupled by topographical
projections of retinal axons into the tectum
However at a global level there was no extensive
co-expression of specific TRs in multiple tissues at 24
hpf This is in contrast to the components of cell
signalling pathways which are frequently organized
into synexpression groups [96 97] Together these
results show that there is no extensive overlap be-
tween the TR expression patterns This suggests a
high flexibility in the combination of different factors
in order to generate alternative regulatory outputs
Genes encoding general TFs and chromatin
remodelling proteins are usually ubiquitously
expressed at 24 hpf with the exception of the
BTBndashPOZ family (named after Broad complex
Tramtrack and Bric a bracpoxviruses and zinc
finger) A significant proportion of these genes (38
out of the 118 mapped genes) have expression pat-
terns restricted to the somites and the central nervous
system The BTBPOZ domain is an evolutionary
conserved domain involved in proteinndashprotein inter-
actions leading to dimerization Proteins containing
both the BTBPOZ domain and C2H2 zinc finger
DNA-binding domain have been shown to promote
transcriptional repression through the recruitment of
co-repressor proteins such as histone deacetylase
(HDAC) N-CoR and SMRT [98ndash100] Six genes
of the BTBPOZ family are expressed in parts of the
nervous system of the 24 hpf zebrafish embryos
(Figure 1C) The tissue-restricted expression of these
TR genes suggests that some members of the BTB
POZmdashzinc finger family may control cellular differ-
entiation during embryogenesis possibly by the re-
cruitment of transcriptional repressors such as HDACs
Functions of ubiquitously expressed genes can still
vary dramatically from one tissue to another For
example brg1 (alias smarca4) a protein associated
with the SwiSnf-like Brg1Brm-associated factors
(BAF) chromatin remodelling complex is expressed
in a broad range of tissues during development and
in the adult zebrafish However mutation of brg1leads to specific defects in the zebrafish heart [101]
and in retinal neurogenesis [102 103] Furthermore
disrupting the dosage balance between Brg1 and the
cardiac TF Tbx5 led to impaired heart development
in the mouse indicating that normal formation of
this tissue relies on precise levels of functional BAF
complexes These results highlight the importance of
ubiquitous chromatin remodelers in the acquisition
of specific cellular fates The fact that most TRs are
expressed ubiquitously emphasizes the importance of
combinatorial action with tissue-restricted factors as
well as that of post-translational and post-transcrip-
tional regulation
Thus data on the global repertoire of TRs and on
their expression during development are now com-
plementing the CRM and epigenetic modification
data In order to be able to model transcriptional
regulation during development these data will
have to be assembled into a global GRN This will
require large-scale functional analysis by perturbing
normal networks eg by creating mutants or other
loss of function phenotypes for particular regulators
or even for CRMs Such large-scale efforts might be
page 6 of 13 Ferg et al
built on smaller scale studies that were aimed at
understanding particular subprocesses of develop-
ment In the next paragraph we will discuss an
example of such a study that illustrates the experi-
mental advantages of the zebrafish model
GENEREGULATORYNETWORKSSPECIFYING ZEBRAFISHVENTRAL SPINALCORDNEURONSMany TFs act in specific cellular contexts thereby
addressing distinct downstream genes or GRNs
Frequently TFs are organized in pathways which
form a hierarchy of TF gene interactions The chal-
lenge is to understand these cascades and to link
the action of TFs to specific cellular outcomes The
vertebrate spinal cord offers well-studied examples
of how different cell types are specified by combin-
ations of TFs
The spinal cord is patterned along its dorsoventral
axis by antagonistic signalling interactions of the Shh
the bone morphogenetic protein and the Wnt path-
ways [104] In the ventral spinal cord the morpho-
gen Shh which is secreted from the underlying
notochord and the floor plate of the spinal cord
induces five distinct ventral neuronal subtypes via a
concentration gradient [105] Distinct concentrations
of Shh induce or repress the spatial expression of TFs
which belong predominantly to the homoeodomain
protein (HD) or basic helixndashloopndashhelix (bHLH)
families (Figure 2 [105]) Class II TFs are induced
while class I TFs are repressed by Shh (Figure 2C)
As a consequence of this Shh activity the five ventral
neural progenitor domains express each a specific
combination of TF genes (Figure 2A and B)
Further cross-repressive interactions between these
TF proteins sharply delineate the boundaries
between the ventral neuronal domains [106] These
progenitor domains will give rise to distinct popula-
tions of neuronal subtypes (Figure 2B) Close to the
ventral source of Shh V3 interneurons form fol-
lowed at a more dorsal position by motoneurons
(MNs) and then by V2 V1 and V0 interneurons
further dorsally (Figure 2B)
The Gli family of zinc finger transcription factors
mediates Hedgehog (Hh) signalling in all vertebrates
by activating or repressing the expression of down-
stream target genes [108] As is the case for mammals
zebrafish Shh is expressed in the notochord and floor
plate and specifies ventral spinal cord fates [109]
Most of the TFs expressed in the spinal cord of the
mouse that mark its distinct domains are expressed in
the zebrafish spinal cord in a similar dorsoventral
pattern (Figure 2A) It was therefore proposed that
gene regulatory networks underlying spinal cord
patterning are highly conserved during vertebrate
evolution [109]
One of the advantages of the zebrafish model
organism is the existence of a huge collection of
mutants for all major signalling pathways For
instance more than 10 zebrafish mutations have
been shown to affect different components of the
Shh signalling cascade [110] Analysis of zebrafish
mutants in Hh pathway components as well as
over-expression of Shh highlighted differences in
the requirement of Shh signalling in spinal cord
development in mouse and zebrafish embryos in
contrast to mouse Shh signalling zebrafish Hh
signalling appears to be partially dispensable for the
specification of some of the ventral neuronal sub-
types [106 111] In the total absence of Hh signalling
in maternal and zygotic smu mutants motoneuron
progenitors (pMN) are strongly reduced in numbers
and p3 progenitors are totally absent In contrast p2
p1 and p0 progenitors as well as the post-mitotic V2
V1 and V0v interneurons that develop from these
progenitor domains are present [111] These results
suggest that the activity of this signalling pathway in
zebrafish is primarily required for the specification of
the p3 progenitor domains As in mouse the expres-
sion of nkx22 and nkx29 genes in the p3 domain is
dependent on Hh signals secreted from the floor
plate and the notochord [111ndash115] The expression
of mouse Nkx22 and 29 and zebrafish nkx 22a and
29 is driven by conserved Shh responsive CRMs
which are bound by Gli factors [115ndash118] suggest-
ing that Hh directly regulates the expression of these
transcription factors In line with this hypothesis in
gli1(dtr) mutants the expression of the nkx2 genes is
greatly reduced while misexpression of Gli1 results
in ectopic induction of nkx29 Furthermore a con-
struct containing the Gli consensus binding site of
the nkx29 enhancer drives green fluorescent protein
(GFP) expression in the ventral neural tube and mu-
tation of this Gli-binding site abolishes GFP expres-
sion [115] In addition morpholino-mediated
knockdown of nkx2ab and nkx29 genes leads to an
expansion of olig2 expression which is a marker of
pMN into the p3 domain and abolishes the expres-
sion of the V3 marker sim1 (leucine zipperPAS
domain) [38] Thus zebrafish nkx2ab and nkx29
Gene regulatory networks and control of gene expression page 7 of 13
genes are required downstream of the Hh pathway
for the specification of the p3 domain and the pro-
duction of V3 interneurons and they contribute to
the correct dorsoventral positioning of the pMN
domain by repressing olig2 expression in a negative
cross-regulatory interaction similar as in the mouse
[105]
Taken together it appears that the transcription
factors and their role in the specification of different
progenitor domains and of post-mitotic interneurons
are largely conserved between mammals and zebra-
fish but that the signals required for the correct
spatial and temporal expression of these factors are
only partially maintained It has still to be determined
which other signals are required for the early expres-
sion of pMN p2 p1 and p0 progenitor domain
genes in the zebrafish [111]
Thus the patterns of expression of the TFs in the
mouse and zebrafish spinal cord are very similar and
the mechanisms underlying neuronal differentiation
appear to be conserved a conclusion also supported
by other studies [112 119 120] However expres-
sion of TFs is not necessarily always an indicator
of maintained function This is exemplified by the
GRNs controlling differentiation of two closely
related types of GABAergic interneurons the
KolmerndashAgdhur neurons KA0 and KA00 [38]
Homologues of these cells have so far not been
described in the mouse spinal cord In contrast to
other neurons in the spinal cord the cell bodies of
both KA interneuron types are positioned close to
the central canal into which they extend cilia [121]
KA0 cells are required for spontaneous free
swimming while the function of KA00 neurons is
unknown [122] The KA00 interneurons occupy a
ventral position and develop from the lateral floor
plate next to the progenitors of V3 interneurons
The KA0 cells reside at a more dorsal position and
arise from the motoneuron progenitor domain [38
123ndash125] The specification and formation of KA
interneurons involve the Notch and Hh signalling
pathways [38 123ndash125] KA00 interneurons in the
lateral floor express the TFs nkx22a nkx22bnkx29 tal2 gata2 and gata3 (Figure 3) The expres-
sion of tal2 gata2 and gata3 as well as of the GABA-
synthesizing enzyme glutamic acid decarboxylase 67(gad67) is shared between KA0 and KA00 cells
(Figure 3 [38 119]) The functional relationships
Figure 2 Schematic representation of the ventral spinal cord of mouse and zebrafish (A) TF genes expressedin the progenitor domains (p) of mouse (left) and zebrafish (right) The expression patterns of the TF genes in theprogenitors and post-mitotic interneurons of mouse and zebrafish are almost identical (B) Ventral progenitordomains and their corresponding post-mitotic neurons (C) Distinct concentrations of Shh induce the spatialexpression of class II genes or repress class I gene expression (left) Progenitor domain borders are refined andmaintained by negative cross-regulatory interactions among proteins which share common boundaries Negativecross-regulatory interaction can take place between class I and class II proteins or between proteins of the sameclass (centre) Specific combinations of homoeodomain transcription factor proteins in each progenitor domaindetermine the neuronal subtype (right) Figure modified from a previous study [107]
page 8 of 13 Ferg et al
of these factors and their role in the specification of
the two distinct KA interneuron subtypes were
investigated in a systematic knockdown approach
using morpholinos designed against each one of
these TFs [38] Differentiation of the correct
number of KA00 cells depends on the activity of
Nkx29 that acts in cooperation with Nkx22a and
b All three of these nkx2 genes are necessary for the
expression of the zinc finger transcription factor gata2and gata3 in KA00 cells Gata2 but not Gata3 is neces-
sary for expression of the bHLH transcription factor
tal2 that acts upstream of gad67 in KA00 cells
(Figure 3) The four genes tal2 gata2 gata3 gad67 are
also expressed in KA0 cells and they depend on the
bHLH transcription factor Olig2 rather than on
Nkx2 genes in these cells Curiously knock-down
of gata2 does not affect tal2 or gad67 expression in
KA0 cells (Figure 3) suggesting different functional
connections Expression of tal2 and gad67 is rather
dependent on Gata3 in these cells Moreover tal2although like gata2 it is expressed in KA0 inter-
neurons is not required for gad67 expression in
these cells (Figure 3) Hence the functional connec-
tions between the different regulatory genes differ in
the two KA cell types although gata2 and tal2 are
also expressed in KA0 cells they are dispensable for
gad67 expression in these cells Instead olig2 and
gata3 are required for the differentiation of gad67-expressing KA0 cells (Figure 3 [38])
These data suggest that the expression state of TFs
per se is not sufficient to determine the cell fate or
differentiation status of cells and that one would
need to know the complete expression repertoire
of TRs to predict the fate of a cell Also the post-
transcriptional and post-translational modifications of
the TRs might play a role as for instance the phos-
phorylation state of the Olig2 protein determines the
choice between the MN and the oligodendrocyte
cell fate [126 127] Even this information might
not be enough as the epigenetic history of the cell
might also play a role by determining which CRMs
are accessible to the TR combination present in it
CONCLUSIONSANDPERSPECTIVESOver the last 20 years zebrafish has become a valu-
able model organism to address questions of gene
regulation and regulatory networks This model has
been shown to be advantageous in reverse and
forward genetic screens in reporter assays to study
enhancerpromoter function as well as in ChIP
studies targeting histone modifications and TRs
thereby delivering the resources for an in-depth
analysis of GRNs The above described analysis of
KolmerndashAgdhur interneuron differentiation demon-
strated that although TFs can be expressed in two
specific cell types they do not necessarily have the
same regulatory function in both cell types It
simultaneously underlines the major advantage of
zebrafish the potential to easily and rapidly address
complex questions where the questions were actually
phrasedmdashin the organism The examples of cell
specification in a single organ which have been
presented here also demonstrate what would be
required to investigate the mechanisms underlying
TR on a global scale throughout development
A systematic knock out of TRs by the transcription
activator-like effector (TALE) [128] or CRISPR
CAS9 [129] systems would help to understand
their integration in GRNs TALEs could also be
utilized to identify and characterize CRMs
Depending on the fused effector nucleases can
excise CRMs while repressors and activators could
temporarily change the activity of the targeted
CRM(s) [130] Experiments like this could help to
Figure 3 Scheme outlining the regulatory inter-actions in KA00 and KA0 interneurons In KA0 cells(right) tal2 and gata2 are expressed but not requiredfor gad67 expression In contrast these two genes arenecessary for gad67 expression in KA00 cells In KA00
cells on the other hand gata3 is expressed but notfunctionally linked to gad67 The expression of TF genesin different cells does not necessarily reflect conservedfunction even in a case as described here where thesame downstream gene (gad67) is expressed in bothcell types
Gene regulatory networks and control of gene expression page 9 of 13
resolve how multiple CRM modules work together
to define the expression domains of a gene and
would demonstrate if a CRM identified in reporter
assays is actually required for accurate expression in a
given context The ENCODE project demonstrated
that functional enhancers can be identified by bind-
ing of TRs at distinct loci in multiple cell lines
A similarly systematic ChIP-seq study in zebrafish
might shed light on the changes of CRM TR occu-
pancy over time in development Provided the
availability of good antibodies TF-binding sites
could be discovered rapidly in fish In summary
the time is ready for a zebrafish ENCODE project
to systematically mine the embryo of this animal
system for regulatory interactions and to combine
these with expression states and systematic functional
studies of TRs
Key Points
CRMs are DNA sequences that regulate gene expression TRs modulate gene expression on the protein level by
interactionwith CRMs Gene regulatory networks are formed by a multi-layered
interaction of TRs with CRMs resulting in the precise regulationof gene expression
The midline composed of notochord and floor plate is anorganizing centre for the specification of neuronal fate in thespinal cord controlling complex gene regulatory networks
FUNDINGThe work in our laboratory was supported by
the EU IP ZF-Health FP7-Health-2009-242048
NeuroXsys Health-F4-2009 No 223262 the
Interreg network for synthetic biology in the
Upper Rhine valley (NSB-Upper Rhine) the
BMBF funded network Erasys Bio BMBF KZ
0315716 and the BioInterfaces programme of the
Helmholtz association
References1 Ghiasvand NM Rudolph DD Mashayekhi M et al
Deletion of a remote enhancer near ATOH7 disrupts retinalneurogenesis causing NCRNA disease Nat Neurosci 201114578ndash86
2 Lee TI Young RA Transcriptional regulation and itsmisregulation in disease Cell 20131521237ndash51
3 Lettice LA Horikoshi T Heaney SJ et al Disruption ofa long-range cis-acting regulator for Shh causes preaxialpolydactyly Proc Natl Acad Sci USA 2002997548ndash53
4 Armant O Marz M Schmidt R et al Genome-widewhole mount in situ analysis of transcriptional regulatorsin zebrafish embryos Dev Biol 2013380(2)351ndash62
5 Vaquerizas JM Kummerfeld SK Teichmann SA et alA census of human transcription factors function expres-sion and evolution Nat Rev Genet 200910252ndash63
6 Davidson EH Emerging properties of animal gene regula-tory networks Nature 2010468911ndash20
7 Ettensohn CA Encoding anatomy Developmental generegulatory networks and morphogenesis Genesis 201351383ndash409
8 Peter IS Davidson EH Evolution of gene regulatorynetworks controlling body plan development Cell 2011144970ndash85
9 Bell AC West AG Felsenfeld G The protein CTCF isrequired for the enhancer blocking activity of vertebrateinsulators Cell 199998387ndash96
10 Handoko L Xu H Li G et al CTCF-mediated functionalchromatin interactome in pluripotent cells NatGenet 201143630ndash8
11 Parelho V Hadjur S Spivakov M et al Cohesins function-ally associate with CTCF on mammalian chromosomearms Cell 2008132422ndash33
12 Rubio ED Reiss DJ Welcsh PL et al CTCF physicallylinks cohesin to chromatin Proc Natl Acad Sci USA 20081058309ndash14
13 Banerji J Olson L Schaffner W A lymphocyte-specific cel-lular enhancer is located downstream of the joining region inimmunoglobulin heavy chain genes Cell 198333729ndash40
14 Banerji J Rusconi S Schaffner W Expression of a beta-globin gene is enhanced by remote SV40 DNA sequencesCell 198127299ndash308
15 Tumpel S Cambronero F Sims C et al A regulatorymodule embedded in the coding region of Hoxa2 controlsexpression in rhombomere 2 Proc Natl Acad Sci USA 200810520077ndash82
16 McLellan AS Kealey T Langlands K An E box in the exon1 promoter regulates insulin-like growth factor-I expressionin differentiating muscle cells AmJPhysiol Cell Physiol 2006291C300ndash7
17 Lettice LA Heaney SJ Purdie LA et al A long-range Shhenhancer regulates expression in the developing limb andfin and is associated with preaxial polydactyly Hum MolGenet 2003121725ndash35
18 Li Q Barkess G Qian H Chromatin looping and theprobability of transcription Trends Genet 200622197ndash202
19 Carter D Chakalova L Osborne CS et al Long-rangechromatin regulatory interactions in vivo Nat Genet 200232623ndash6
20 Chambeyron S Bickmore WA Chromatin decondensationand nuclear reorganization of the HoxB locus upon induc-tion of transcription Genes Dev 2004181119ndash30
21 Su W Porter S Kustu S et al DNA-looping and enhanceractivity association between DNA-bound NtrC activatorand RNA polymerase at the bacterial glnA promoterProc Natl Acad Sci USA 1990875504ndash8
22 Guo Y Monahan K Wu H etal CTCFcohesin-mediatedDNA looping is required for protocadherin alpha promoterchoice Proc Natl Acad Sci USA 201210921081ndash6
23 Morey C Da Silva NR Perry P et al Nuclear reorganisa-tion and chromatin decondensation are conserved but
page 10 of 13 Ferg et al
distinct mechanisms linked to Hox gene activationDevelopment 2007134909ndash19
24 Butler JE Kadonaga JT The RNA polymerase II corepromoter a key component in the regulation of geneexpression Genes Dev 2002162583ndash92
25 Kadonaga JT Perspectives on the RNA polymerase II corepromoter Wiley Interdiscip Rev Dev Biol 2012140ndash51
26 Juven-Gershon T Kadonaga JT Regulation of geneexpression via the core promoter and the basal transcrip-tional machinery Dev Biol 2010339225ndash9
27 Thomas MC Chiang CM The general transcriptionmachinery and general cofactors Crit Rev Biochem Mol Biol200641105ndash78
28 Muller F Tora L The multicoloured world of promoterrecognition complexes EMBOJ 2004232ndash8
29 Goodrich JA Tjian R Unexpected roles for core promoterrecognition factors in cell-type-specific transcription andgene regulation Nat Rev Genet 201011549ndash58
30 Espinosa JM Verdun RE Emerson BM p53 functionsthrough stress- and promoter-specific recruitment oftranscription initiation components before and after DNAdamage Mol Cell 2003121015ndash27
31 Gehrig J Reischl M Kalmar E et al Automated high-throughput mapping of promoter-enhancer interactions inzebrafish embryos NatMethods 20096911ndash6
32 Maston GA Evans SK Green MR Transcriptional regula-tory elements in the human genome Annu Rev GenomicsHumGenet 2006729ndash59
33 Raab JR Kamakaka RT Insulators and promoters closerthan we think Nat RevGenet 201011439ndash46
34 Kolovos P Knoch TA Grosveld FG et al Enhancers andsilencers an integrated and simple model for their functionEpigenetics Chromatin 201251
35 Ferg M Sanges R Gehrig J et al The TATA-bindingprotein regulates maternal mRNA degradation and differ-ential zygotic transcription in zebrafish EMBO J 2007263945ndash56
36 Guo S Yamaguchi Y Schilbach S et al A regulator oftranscriptional elongation controls vertebrate neuronaldevelopment Nature 2000408366ndash9
37 Morley RH Lachani K Keefe D et al A gene regulatorynetwork directed by zebrafish No tail accounts for its rolesin mesoderm formation Proc Natl Acad Sci USA 20091063829ndash34
38 Yang L Rastegar S Strahle U Regulatory interactionsspecifying Kolmer-Agduhr interneurons Development20101372713ndash22
39 Aday AW Zhu LJ Lakshmanan A etal Identification of cisregulatory features in the embryonic zebrafish genomethrough large-scale profiling of H3K4me1 and H3K4me3binding sites Dev Biol 2011357450ndash62
40 Ariza-Cosano A Visel A Pennacchio LA et al Differencesin enhancer activity in mouse and zebrafish reporter assaysare often associated with changes in gene expression BMCGenomics 201213713
41 Chatterjee S Bourque G Lufkin T Conserved and non-conserved enhancers direct tissue specific transcription inancient germ layer specific developmental control genesBMCDev Biol 20111163
42 Yip KY Cheng C Bhardwaj N et al Classification ofhuman genomic regions based on experimentally
determined binding sites of more than 100 transcription-related factors Genome Biol 201213R48
43 Tamplin OJ Cox BJ Rossant J Integrated microarray andChIP analysis identifies multiple Foxa2 dependent targetgenes in the notochord Dev Biol 2011360415ndash25
44 Ritter DI Dong Z Guo S et al Transcriptional enhancersin protein-coding exons of vertebrate developmental genesPLoSOne 20127e35202
45 Smith RP Riesenfeld SJ Holloway AK et al A compactin vivo screen of all 6-mers reveals drivers of tissue-specificexpression and guides synthetic regulatory element designGenome Biol 201314R72
46 Ellingsen S Laplante MA Konig M et al Large-scaleenhancer detection in the zebrafish genome Development20051323799ndash811
47 Levesque MP Krauss J Koehler C et al New tools forthe identification of developmentally regulated enhancerregions in embryonic and adult zebrafish Zebrafish 20131021ndash9
48 Aparicio S Chapman J Stupka E et al Whole-genomeshotgun assembly and analysis of the genome of Fugurubripes Science 20022971301ndash10
49 Lander ES Linton LM Birren B et al Initial sequenc-ing and analysis of the human genome Nature 2001409860ndash921
50 Venter JC Adams MD Myers EW et al The sequence ofthe human genome Science 20012911304ndash51
51 Pennacchio LA Rubin EM Genomic strategies to identifymammalian regulatory sequences Nat Rev Genet 20012100ndash9
52 Plessy C Dickmeis T Chalmel F et al Enhancersequence conservation between vertebrates is favouredin developmental regulator genes Trends Genet 200521207ndash10
53 Sandelin A Bailey P Bruce S et al Arrays of ultra-conserved non-coding regions span the loci of key devel-opmental genes in vertebrate genomes BMC Genomics2004599
54 Woolfe A Goodson M Goode DK et al Highly conservednon-coding sequences are associated with vertebrate devel-opment PLoS Biol 20053e7
55 Bray N Dubchak I Pachter L AVID A global alignmentprogram GenomeRes 20031397ndash102
56 Brudno M Do CB Cooper GM et al LAGAN and Multi-LAGAN efficient tools for large-scale multiple alignment ofgenomic DNA Genome Res 200313721ndash31
57 Dubchak I Poliakov A Kislyuk A et al Multiple whole-genome alignments without a reference organism GenomeRes 200919682ndash9
58 Schwartz S Zhang Z Frazer KA et al PipMakerndasha webserver for aligning two genomic DNA sequences GenomeRes 200010577ndash86
59 Sanges R Kalmar E Claudiani P et al Shuffling of cis-regulatory elements is a pervasive feature of the vertebratelineage Genome Biol 20067R56
60 Kuntz SG Schwarz EM DeModena JA etal MultigenomeDNA sequence conservation identifies Hox cis-regulatoryelements GenomeRes 2008181955ndash68
61 Li Q Ritter D Yang N et al A systematic approach toidentify functional motifs within vertebrate developmentalenhancers Dev Biol 2010337484ndash95
Gene regulatory networks and control of gene expression page 11 of 13
62 Pennacchio LA Ahituv N Moses AM et al In vivo enhan-cer analysis of human conserved non-coding sequencesNature 2006444499ndash502
63 Sanges R Hadzhiev Y Gueroult-Bellone M et al Highlyconserved elements discovered in vertebrates are presentin non-syntenic loci of tunicates act as enhancers andcan be transcribed during development Nucleic Acids Res2013413600ndash18
64 Gross DS Garrard WT Nuclease hypersensitive sites inchromatin Annu Rev Biochem 198857159ndash97
65 Crawford GE Davis S Scacheri PC et al DNase-chip ahigh-resolution method to identify DNase I hypersensitivesites using tiled microarrays NatMethods 20063503ndash9
66 Song L Crawford GE DNase-seq a high-resolutiontechnique for mapping active gene regulatory elementsacross the genome from mammalian cells Cold Spring HarbProtoc 20102010pdb prot5384
67 Barski A Cuddapah S Cui K et al High-resolution profil-ing of histone methylations in the human genome Cell2007129823ndash37
68 Bernstein BE Kamal M Lindblad-Toh K et al Genomicmaps and comparative analysis of histone modifications inhuman and mouse Cell 2005120169ndash81
69 Heintzman ND Stuart RK Hon G et al Distinct andpredictive chromatin signatures of transcriptional promotersand enhancers in the human genome Nat Genet 200739311ndash8
70 Creyghton MP Cheng AW Welstead GG et al HistoneH3K27ac separates active from poised enhancers andpredicts developmental state Proc Natl Acad Sci USA 201010721931ndash6
71 Rada-Iglesias A Bajpai R Swigut T et al A uniquechromatin signature uncovers early developmental enhan-cers in humans Nature 2011470279ndash83
72 Zentner GE Tesar PJ Scacheri PC Epigenetic signaturesdistinguish multiple classes of enhancers with distinctcellular functions Genome Res 2011211273ndash83
73 Blow MJ McCulley DJ Li Z et al ChIP-Seq identificationof weakly conserved heart enhancers Nat Genet 201042806ndash10
74 Visel A Blow MJ Li Z et al ChIP-seq accurately predictstissue-specific activity of enhancers Nature 2009457854ndash8
75 Santos-Rosa H Schneider R Bannister AJ et al Activegenes are tri-methylated at K4 of histone H3 Nature2002419407ndash11
76 Wardle FC Odom DT Bell GW et al Zebrafish promotermicroarrays identify actively transcribed embryonic genesGenome Biol 20067R71
77 Bernstein BE Mikkelsen TS Xie X et al A bivalentchromatin structure marks key developmental genes inembryonic stem cells Cell 2006125315ndash26
78 Pan G Tian S Nie J et al Whole-genome analysis ofhistone H3 lysine 4 and lysine 27 methylation in humanembryonic stem cells Cell Stem Cell 20071299ndash312
79 Kane DA Kimmel CB The zebrafish midblastula transitionDevelopment 1993119447ndash56
80 Vastenhouw NL Zhang Y Woods IG et al Chromatinsignature of embryonic pluripotency is established duringgenome activation Nature 2010464922ndash6
81 Bogdanovic O Fernandez-Minan A Tena JJ et alDynamics of enhancer chromatin signatures mark the
transition from pluripotency to cell specification duringembryogenesis Genome Res 2012222043ndash53
82 Blader P Lam CS Rastegar S et al Conserved andacquired features of neurogenin1 regulation Development20041315627ndash37
83 Rastegar S Hess I Dickmeis T et al The words of theregulatory code are arranged in a variable manner in highlyconserved enhancers Dev Biol 2008318366ndash77
84 Kim TK Hemberg M Gray JM et al Widespreadtranscription at neuronal activity-regulated enhancersNature 2010465182ndash7
85 Li W Notani D Ma Q et al Functional roles of enhancerRNAs for oestrogen-dependent transcriptional activationNature 2013498516ndash20
86 Lai F Orom UA Cesaroni M et al Activating RNAsassociate with Mediator to enhance chromatin architectureand transcription Nature 2013494497ndash501
87 Wang KC Yang YW Liu B etal A long noncoding RNAmaintains active chromatin to coordinate homeotic geneexpression Nature 2011472120ndash4
88 Howe K Clark MD Torroja CF et al The zebrafishreference genome sequence and its relationship to thehuman genome Nature 2013496498ndash503
89 Hunter S Apweiler R Attwood TK et al InterPro theintegrative protein signature database Nucleic Acids Res200937D211ndash5
90 Domazet-Loso T Tautz D A phylogenetically basedtranscriptome age index mirrors ontogenetic divergencepatterns Nature 2010468815ndash8
91 Gordan R Murphy KF McCord RP et al Curatedcollection of yeast transcription factor DNA bindingspecificity data reveals novel structural and gene regulatoryinsights Genome Biol 201112R125
92 Taylor JS Braasch I Frickey T et al Genome duplicationa trait shared by 22000 species of ray-finned fish GenomeRes 200313382ndash90
93 Naef F Huelsken J Cell-type-specific transcriptomics inchimeric models using transcriptome-based masks NucleicAcids Res 200533e111
94 Ravasi T Suzuki H Cannistraci CV et al An atlas ofcombinatorial transcriptional regulation in mouse andman Cell 2010140744ndash52
95 Zhang W Morris QD Chang R et al The functionallandscape of mouse gene expression J Biol 2004321
96 Niehrs C Pollet N Synexpression groups in eukaryotesNature 1999402483ndash7
97 Karaulanov E Knochel W Niehrs C Transcriptionalregulation of BMP4 synexpression in transgenicXenopus EMBOJ 200423844ndash56
98 Albagli O Dhordain P Deweindt C et al The BTBPOZdomain a new protein-protein interaction motif commonto DNA- and actin-binding proteins Cell Growth Differ199561193ndash8
99 Kelly KF Daniel JM POZ for effectndashPOZ-ZF transcrip-tion factors in cancer and development Trends Cell Biol200616578ndash87
100 Stogios PJ Downs GS Jauhal JJ et al Sequence andstructural analysis of BTB domain proteins Genome Biol20056R82
101 Takeuchi JK Lou X Alexander JM et al Chromatinremodelling complex dosage modulates transcription
page 12 of 13 Ferg et al
factor function in heart development NatCommun 20112187
102 Link BA Fadool JM Malicki J et al The zebrafish youngmutation acts non-cell-autonomously to uncouple differ-entiation from specification for all retinal cells Development20001272177ndash88
103 Gregg RG Willer GB Fadool JM et al Positional cloningof the young mutation identifies an essential role for theBrahma chromatin remodeling complex in mediatingretinal cell differentiation Proc Natl Acad Sci USA 20031006535ndash40
104 Le Dreau G Marti E Dorsal-ventral patterning of theneural tube a tale of three signals Dev Neurobiol 2012721471ndash81
105 Dessaud E McMahon AP Briscoe J Pattern formation inthe vertebrate neural tube a sonic hedgehog morphogen-regulated transcriptional network Development 20081352489ndash503
106 Briscoe J Ericson J Specification of neuronal fates in theventral neural tube Curr Opin Neurobiol 20011143ndash9
107 Jacob J Briscoe J Gli proteins and the control of spinal-cord patterning EMBORep 20034761ndash5
108 Hui CC Angers S Gli proteins in development anddisease Annu RevCell Dev Biol 201127513ndash37
109 Lewis KE How do genes regulate simple behavioursUnderstanding how different neurons in the vertebratespinal cord are genetically specified PhilosTrans RSoc LondB Biol Sci 200636145ndash66
110 Koudijs MJ den Broeder MJ Groot E et al Geneticanalysis of the two zebrafish patched homologues identifiesnovel roles for the hedgehog signaling pathway BMCDevBiol 2008815
111 England S Batista MF Mich JK et al Roles of Hedgehogpathway components and retinoic acid signalling in spe-cifying zebrafish ventral spinal cord neurons Development20111385121ndash34
112 Barth KA Wilson SW Expression of zebrafish nk22 isinfluenced by sonic hedgehogvertebrate hedgehog-1and demarcates a zone of neuronal differentiation in theembryonic forebrain Development 19951211755ndash68
113 Guner B Karlstrom RO Cloning of zebrafish nkx62 anda comprehensive analysis of the conserved transcriptionalresponse to HedgehogGli signaling in the zebrafish neuraltube Gene Expr Patterns 20077596ndash605
114 Schafer M Kinzel D Neuner C et al Hedgehog andretinoid signalling confines nkx22b expression to thelateral floor plate of the zebrafish trunk Mech Dev 200512243ndash56
115 Xu J Srinivas BP Tay SY et al Genomewide expressionprofiling in the zebrafish embryo identifies target genes
regulated by Hedgehog signaling during vertebratedevelopment Genetics 2006174735ndash52
116 Oosterveen T Kurdija S Alekseenko Z et al Mechanisticdifferences in the transcriptional interpretation of localand long-range Shh morphogen signaling Dev Cell 2012231006ndash19
117 Peterson KA Nishi Y Ma W et al Neural-specific Sox2input and differential Gli-binding affinity provide contextand positional information in Shh-directed neural pattern-ing Genes Dev 2012262802ndash16
118 Vokes SA Ji H McCuine S et al Genomic characteriza-tion of Gli-activator targets in sonic hedgehog-mediatedneural patterning Development 20071341977ndash89
119 Batista MF Jacobstein J Lewis KE Zebrafish V2 cellsdevelop into excitatory CiD and Notch signallingdependent inhibitory VeLD interneurons Dev Biol 2008322263ndash75
120 Kimura Y Satou C Higashijima S V2a and V2b neuronsare generated by the final divisions of pair-producingprogenitors in the zebrafish spinal cord Development20081353001ndash5
121 Park HC Shin J Appel B Spatial and temporal regulationof ventral spinal cord precursor specification by Hedgehogsignaling Development 20041315959ndash69
122 Wyart C Del Bene F Warp E etal Optogenetic dissectionof a behavioural module in the vertebrate spinal cordNature 2009461407ndash10
123 Schafer M Kinzel D Winkler C Discontinuous organiza-tion and specification of the lateral floor plate in zebrafishDev Biol 2007301117ndash29
124 Shin J Park HC Topczewska JM et al Neural cell fateanalysis in zebrafish using olig2 BAC transgenics MethodsCell Sci 2003257ndash14
125 Huang P Xiong F Megason SG et al Attenuationof Notch and Hedgehog signaling is required for fate spe-cification in the spinal cord PLoSGenet 20128e1002762
126 Li H de Faria JP Andrew P et al Phosphorylationregulates OLIG2 cofactor choice and the motor neuron-oligodendrocyte fate switch Neuron 201169918ndash29
127 Sun Y Meijer DH Alberta JA et al Phosphorylation stateof Olig2 regulates proliferation of neural progenitorsNeuron 201169906ndash17
128 Christian M Cermak T Doyle EL et al Targeting DNAdouble-strand breaks with TAL effector nucleases Genetics2010186757ndash61
129 Jinek M Chylinski K Fonfara I et al A programmabledual-RNA-guided DNA endonuclease in adaptive bacter-ial immunity Science 2012337816ndash21
130 Crocker J Stern DL TALE-mediated modulation of tran-scriptional enhancers in vivo NatMethods 201310762ndash7
Gene regulatory networks and control of gene expression page 13 of 13
silencer to its cognate gene promoter and interaction
of CCCTC-binding factor (CTCF) with insulators
has been demonstrated to be crucial to shield distal
enhancerssilencers [9] This classical view of CTCF
being a major marker for insulator elements has been
questioned by 4C experiments showing that many
of the CTCF-mediated long range interacting sites
correlate with enhancerndashpromoter interactions
Further experiments showed that CTCF facilitates
enhancerndashpromoter interactions directly through
cohesin-mediated DNA looping [10ndash12]
Enhancers have been traditionally defined as a
class of cis-regulatory elements that are able to acti-
vate and maintain gene expression in a location- and
orientation-independent manner [13 14] They are
found in the up- and downstream regions as well as
in introns of the regulated gene However enhancers
can also overlap with coding exons [15] or the
50-untranslated region (UTR) [16] They may be
located as far as 1 megabase from the target gene
as has been shown for example for a limb-specific
enhancer of the sonic hedgehog gene [17]
Enhancers are thought to represent islands of open
chromatin that act as docking stations for TFs [18]
By a combination of distinct TFs that bind to the
same enhancer various signalling inputs can be inte-
grated and interpreted thereby leading to specific
gene expression outputs In the prevailing model
the physical interaction of enhancers with their
target promoters is facilitated by a decondensation
of the chromatin structure enabling the DNA to
loop out from the nuclear periphery to the centre
to form enhancerpromoter interactions [19ndash21]
A recent publication suggests CTCFcohesin-
mediated DNA looping is a determinant for pro-
moter choice [22] However not all loci require
looping-out for transcriptional activity [23]
Promoters can be functionally subdivided into the
proximal promoter and the core promoter Proximal
promoters are located in the immediate vicinity of
the transcription start site (TSS) and contain like
enhancers or silencers recognition sites for DNA-
binding factors that are involved in transcriptional
regulation The core promoter is usually defined as
a 100ndash150 bp stretch of DNA encompassing the TSS
that is sufficient to direct initiation of transcription by
the RNA polymerase II machinery [24] Core pro-
moters can differ considerably in motif composition
(reviewed in [25ndash27]) and can be bound by a multi-
tude of promoter recognition complexes [28 29]
Not all enhancers are able to interact with every
type of core promoter [18 30 31] providing
another level of regulatory control
LCRs are like enhancers activating CRMs They
possess chromatin domain-opening activity and are
able to confer lsquocopy number-dependentrsquo expression
on a linked gene ie the number of integrated trans-
genes determines the expression level and not the
influence of the chromatin surrounding the trans-
genes (reviewed eg in [32 33])
Interestingly enhancers and silencers share im-
portant properties such as DNase I hypersensitivity
active chromatin marks and interaction with tran-
scription factors and RNA polymerase II It has
therefore been proposed that it depends on the
gene target and the developmental stage whether a
given CRM activates or represses gene transcription
[34]
CRMs contain the information required for
precise transcriptional regulation The implementa-
tion of this information is carried out by TRs
through sequence-specific interactions with CRMs
of their target genes As described above TFs activate
or repress gene transcription by binding to enhancers
or silencers respectively In addition general TFs
are involved in the basic processes of transcription
such as initiation elongation and termination of
transcription However they may be less lsquogeneralrsquo
than previously thought as recent evidence suggests
gene-specific employment of these factors [35 36]
Finally chromatin remodelling proteins alter the
state of the chromatin and thereby affect transcrip-
tion by regulating access to the CRMs
In summary GRNs can be defined as the imple-
mentation of the regulatory information encoded
in the DNA of CRMs via their interactions with
TRs Modelling a GRN related to any development
process requires knowledge of which TFs and signal-
ling molecules are involved when and where the
genes are expressed and how these factors interact
with each other and with CRMs [8] The zebrafish
is an ideal model to study the components and com-
position of GRNs Its fast and external development
and the high number of transparent embryos obtain-
able have proven very useful to address questions in
transcriptional regulation Zebrafish and other fish
species have been utilized to analyse developmental
GRNs [37 38] and promoterenhancer interactions
[31] to validate and analyse enhancer function on
a large scale [39ndash44] to address the regulatory
potential of short sequences [45] and to identify
regulatory regions driving tissue-specific expression
page 2 of 13 Ferg et al
in enhancer trap assays [46 47] Furthermore recent
progress in defining gene expression profiles on a
global scale [4] demonstrates that zebrafish is a
highly useful organism to comprehensively study
GRNs in a vertebrate organism
In this review we will illustrate how zebrafish can
be used to understand the regulatory logic of the
vertebrate genome We will summarize the current
knowledge on specific aspects of CRMs regarding
their distribution and the genomic features that
have been associated with CRMs examine the rep-
ertoire of TRs in the zebrafish genome and discuss
one example of a transcriptional regulatory network
that is well analysed in both zebrafish and mice
SEQUENCE CONSERVATIONANDHISTONEMODIFICATIONSIDENTIFYCRMSCRMs are frequently characterized by conservation
of sequence across species DNA sequences with
regulatory functions exhibit a lower mutation rate
than non-functional DNA and therefore like pro-
tein coding sequences show significant sequence
similarity across species The Fugu rubripes genome
was the first vertebrate genome to be assembled
[48] after sequencing of the human genome [49
50] Comparative studies of the human and Fugu
genomes established the presence of a large number
of highly conserved non-coding elements (HCNEs)
[51ndash54] Since then the growing number of whole-
genome sequences from various organisms and the
development of bioinformatic tools [55ndash59] have
made comparative genomics a powerful means to
identify putative CRMs [60ndash63]
The binding of TRs to CRMs provides one
mechanism of transcriptional regulation Another
level is introduced by the structure of the chromatin
which can control the accessibility of the CRMs
The fact that active regulatory CRMs are in an
open chromatin state forms the basis of large-scale
mapping of CRMs by DNAse I hypersensitivity
assays [64] DNAse I hypersensitivity provides a
comprehensive picture of the active regulatory land-
scape of the genome in a particular cell because it is a
key feature of all classes of CRMs [65 66] Specific
post-translational modifications of histones such as
methylation and acetylation at particular positions
are further landmarks of active and inactive chroma-
tin structure of CRMs For example active enhan-
cers have been shown to be marked by
monomethylation of H3K4 (H3K4me1) [67ndash69]
However this chromatin modification is not limited
only to active enhancers Several studies suggested
the existence of both active and poised classes of
enhancer elements Active enhancers in a cell are
engaged in the regulation of transcription whereas
poised enhancers are not actively regulating tran-
scription but can be rapidly converted to active
enhancers eg by external stimuli to the cell or in
the course of differentiation [70] The histone marks
associated with poised enhancers contain both the
H3K4me1 mark and trimethylation at K27 of his-
tone H3 (H3K27me3) Active enhancers are distin-
guished from poised enhancers by the presence of
acetylation of histone H3 at lysine 27 (H3K27ac)
and by the absence of H3K27me3 [70ndash72] Besides
these post-translational modifications of histones
binding of chromatin remodelling enzymes has
been shown to designate active enhancer modules
Binding of the acetyltransferase and transcriptional
co-activator p300 for example predicted with
high accuracy where active enhancers are located
in the genome in neural limb and heart tissue [69
73 74] Furthermore the chromatin remodelling
enzymes CHD7 and BRG1 appear to be present at
active enhancers [71 72]
CRMS IN THE ZEBRAFISHGENOMEMost genome-wide studies of the regulatory land-
scape have focused on mammalian cell line while
the dynamic changes of the histone code and TF
occupancy of CRMs on a global scale during onto-
genesis of a vertebrate are still unresolved The zeb-
rafish with its experimentally easily accessible early
stages of development has a great potential to address
these questions ChIP (chromatin immunoprecipita-
tion) on chip experiments confirmed enrichment of
the histone mark H3K4me3 found in active pro-
moters [75] also near the TSS in zebrafish [76]
Interestingly many inactive developmental regula-
tory genes are marked by the repressive mark
H3K27me3 while at the same time containing the
activating chromatin modification H3K4me3 thus
showing the characteristic signature of poised genes
that is also found in developmental regulators in
mouse embryonic stem cells [77 78] This lsquobivalentrsquo
signature was not detected before midblastula transi-
tion when the activation of the zygotic genome
occurs [79] It was suggested that such marks might
Gene regulatory networks and control of gene expression page 3 of 13
secure precise timing of the activation of develop-
mental regulators [80]
Combining H3K4me1 and H3K4me3 profiles
signatures of active enhancers (H3K4me1) and
active promoters (H3K4me3) in combination with
the readily available expression data in zebrafish
helped to computationally identify putative cis-regulatory sequences [39] The generation of gen-
omic tracks of H3K4me3 H3K4me1 and H3K27ac
histone modifications at four developmental time-
points of zebrafish embryogenesis lead to the
identification of 50 000 potential cis-regulatory
elements operating during the first 48 h of zebrafish
development a wealth of data that will help to
deduce regulatory networks on the DNA sequence
level [81]
Although many data are now available on
the location of putative CRMs involved in embry-
onic development a systematic analysis of the func-
tion of CRMs has not yet been carried out on a large
scale in zebrafish One crucial question is how con-
served the functions of the CRMs encoded in
HCNEs are Case studies illustrated several possibili-
ties For example the lateral stripe enhancer of the
neurogenin1 gene retained its function for about 395
million years of evolution as it drives expression in
the dorsal telencephalon of both mouse and zebrafish
[82] In contrast the function of CRMs in the shhgene that are conserved between mouse and zebra-
fish seems to have changed the zebrafish sonic hedge-hog (shh) enhancer ar-C directs mainly notochord
expression in zebrafish embryos and also functions
in the midline of mouse embryos However the
mouse enhancer SFPE2 which exhibits sequence
similarity with zebrafish ar-C is floor plate-specific
in the mouse and not functional in zebrafish
Another important question is why CRMs of
developmental regulators show higher sequence
conservation than CRMs of other genes why do
not all conserved sequences have an obvious
function Why are not all functional CRMs highly
conserved Moreover it is more than questionable
whether up to 90 conservation is necessary to
maintain the binding of the same TFs given the
degeneracy of the recognition sequences of many
TFs In fact functional dissection of five notochord
enhancers with evolutionarily conserved sequences
revealed two short DNA elements mediating noto-
chord expression However these elements were
embedded within the conserved sequences of
the five enhancers in an almost random fashion
suggesting that the conservation of the sequence is
only indirectly linked to binding of TFs [83] The
findings that non-coding RNAs bi-directionally
transcribed on enhancers (eRNAs) [84] significantly
increase promoterndashenhancer interactions [85] and
that activating ncRNAs (ncRNA-a) play an import-
ant role in establishing and maintaining chromatin
structure [86 87] opened up a new chapter in cis-regulation of gene expression and might help to
answer some of these questions
Taken together analysis of CRMs of the zebrafish
genome now provides a framework to understand
precisely how classes of CRMs are composed how
they interact with epigenetic marks and why some
of them are conserved across large evolutionary
distances More functional analyses will be required
and one important element of these is knowledge
about which transcriptional regulators interact with
the CRMs
CHARACTERIZATIONOF THETRANSCRIPTIONALREGULATORYREPERTOIREOFTHE ZEBRAFISH GENOMEThe availability of the entire zebrafish genome
sequence [88] and the elucidation of its gene struc-
tures by computational means to identify or predict
TSSs exonintron structure UTRs protein
domains and regulatory elements provides a rich
resource to mine genomes for genes involved in
transcriptional regulation The InterPro database
provides a resource of functional annotation on pro-
teins by classifying them into families It compiles
protein signatures from a number of databases
thereby integrating all data into a unique searchable
resource [89] A thorough search of the InterPro
protein domains led to the selection of 483 domains
associated with transcriptional regulation activities
(Figure 1A) Mining the zebrafish genome for
genes encoding at least one protein domain linked
to transcriptional regulation revealed 3302 genes
including TFs with specific DNA binding domains
genes involved in chromatin modification and factors
of the general transcriptional machinery (Figure 1B)
Of these 2488 TR genes can be detected reliably by
deep sequencing (349 million 76 bp long paired-end
reads) of mRNA isolated from 24 h post-fertilization
(hpf) embryos This suggests that nearly 75 of the
TR gene repertoire of the zebrafish is expressed at a
significant level at 24 hpf [4] a stage of particular
page 4 of 13 Ferg et al
importance as it represents the evolutionarily con-
served phylotypic stage of this model organism
[90] The remaining TR genes may be expressed at
very low levels below the detection limit or at later
stages or only under certain physiological conditions
Of the 3302 TR genes detected in the zebrafish
genome 2677 genes can be assigned to the TF sub-
class of TRs Precedent analysis of human and mouse
genomes suggested that 1500ndash2000 genomic loci
encode DNA-binding TFs [5] roughly 10 times
Figure 1 Zebrafish transcriptional regulators (A) InterPro protein domains specific to transcriptional regulationThe number of protein domains specific for each category of TR (transcription factor chromatin remodellingbasal transcriptional machinery) is indicated (InterPro release 19) (B) The number of genomic loci encoding geneswith at least one domain functionally linked to transcriptional control are indicated for each category (Zv9 assemblyEnsembl version 60 annotation) (C) Expression patterns of chromatin remodellers of the BTBPOZ family in24 hpf embryos bach2 and zbtb46 are expressed in the telencephalon the zbtb16 homologue is expressed in thewhole spinal cord and the posterior tuberculum in the diencephalon zbtb43 is expressed in the retina and thetectum and btbd6a is expressed in the epiphysis the telencephalon the hindbrain and the spinal cord while its para-logue btbd6b is expressed in the somites the telencephalon and other parts of the fore- and midbrain hic1 andbcl6b are expressed in the vascular system of the trunk and the head whereas the bcl6b homologue is expressedonly in the vascular system of the head
Gene regulatory networks and control of gene expression page 5 of 13
the size of the TF repertoire of the yeast Saccharomycescerevisiae (200ndash350 loci) [91] However the fraction
of the total number of genes that encode TFs does
not increase that much as only a 2-fold increase is
observed from yeast (4 TF genes) to human (8)
In zebrafish 9 of all genes encode TFs slightly
more compared with other vertebrates This might
be due to the additional genome duplication during
the evolution of teleost fishes [92] The increased
number of encoded TF genes alone cannot explain
the enormous complexity of the vertebrate body
with many distinct cell types and complex body
functions compared to unicellular organisms such
as yeast The differences seem to lie mainly in the
combinatorial action of TRs as well as in specific
post-transcriptional and post-translational modifica-
tions that will give alternative outputs in different
cellular contexts [93ndash95]
The precise spatiotemporal expression of many
TR genes is essential for normal vertebrate develop-
ment In a systematic analysis of expression of 1711
TR genes in the 24 hpf zebrafish embryo around
200 TR genes were found to be expressed in a single
tissue whereas the vast majority of TRs (nfrac14 1504)
were detected either in multiple tissues or ubiqui-
tously The highly restricted expression pattern of
these 200 TR genes makes them prime candidates
for functional studies This group of tissue-specific
genes is highly enriched for TFs (82 nfrac14 207) [4]
The central nervous system and specifically the
spinal cord and telencephalon express a majority of
the TR genes (60 of the TRs analysed by in situhybridization) A significant correlation of genes co-
expressed in different tissues was observed in a few
brain regions including the ectodermally derived
cranial sensory ganglia (otic vesicle and olfactory
bulb) and several forebrain structures as well as the
retina and the tectum [4] Interestingly retina and
tectum are functionally coupled by topographical
projections of retinal axons into the tectum
However at a global level there was no extensive
co-expression of specific TRs in multiple tissues at 24
hpf This is in contrast to the components of cell
signalling pathways which are frequently organized
into synexpression groups [96 97] Together these
results show that there is no extensive overlap be-
tween the TR expression patterns This suggests a
high flexibility in the combination of different factors
in order to generate alternative regulatory outputs
Genes encoding general TFs and chromatin
remodelling proteins are usually ubiquitously
expressed at 24 hpf with the exception of the
BTBndashPOZ family (named after Broad complex
Tramtrack and Bric a bracpoxviruses and zinc
finger) A significant proportion of these genes (38
out of the 118 mapped genes) have expression pat-
terns restricted to the somites and the central nervous
system The BTBPOZ domain is an evolutionary
conserved domain involved in proteinndashprotein inter-
actions leading to dimerization Proteins containing
both the BTBPOZ domain and C2H2 zinc finger
DNA-binding domain have been shown to promote
transcriptional repression through the recruitment of
co-repressor proteins such as histone deacetylase
(HDAC) N-CoR and SMRT [98ndash100] Six genes
of the BTBPOZ family are expressed in parts of the
nervous system of the 24 hpf zebrafish embryos
(Figure 1C) The tissue-restricted expression of these
TR genes suggests that some members of the BTB
POZmdashzinc finger family may control cellular differ-
entiation during embryogenesis possibly by the re-
cruitment of transcriptional repressors such as HDACs
Functions of ubiquitously expressed genes can still
vary dramatically from one tissue to another For
example brg1 (alias smarca4) a protein associated
with the SwiSnf-like Brg1Brm-associated factors
(BAF) chromatin remodelling complex is expressed
in a broad range of tissues during development and
in the adult zebrafish However mutation of brg1leads to specific defects in the zebrafish heart [101]
and in retinal neurogenesis [102 103] Furthermore
disrupting the dosage balance between Brg1 and the
cardiac TF Tbx5 led to impaired heart development
in the mouse indicating that normal formation of
this tissue relies on precise levels of functional BAF
complexes These results highlight the importance of
ubiquitous chromatin remodelers in the acquisition
of specific cellular fates The fact that most TRs are
expressed ubiquitously emphasizes the importance of
combinatorial action with tissue-restricted factors as
well as that of post-translational and post-transcrip-
tional regulation
Thus data on the global repertoire of TRs and on
their expression during development are now com-
plementing the CRM and epigenetic modification
data In order to be able to model transcriptional
regulation during development these data will
have to be assembled into a global GRN This will
require large-scale functional analysis by perturbing
normal networks eg by creating mutants or other
loss of function phenotypes for particular regulators
or even for CRMs Such large-scale efforts might be
page 6 of 13 Ferg et al
built on smaller scale studies that were aimed at
understanding particular subprocesses of develop-
ment In the next paragraph we will discuss an
example of such a study that illustrates the experi-
mental advantages of the zebrafish model
GENEREGULATORYNETWORKSSPECIFYING ZEBRAFISHVENTRAL SPINALCORDNEURONSMany TFs act in specific cellular contexts thereby
addressing distinct downstream genes or GRNs
Frequently TFs are organized in pathways which
form a hierarchy of TF gene interactions The chal-
lenge is to understand these cascades and to link
the action of TFs to specific cellular outcomes The
vertebrate spinal cord offers well-studied examples
of how different cell types are specified by combin-
ations of TFs
The spinal cord is patterned along its dorsoventral
axis by antagonistic signalling interactions of the Shh
the bone morphogenetic protein and the Wnt path-
ways [104] In the ventral spinal cord the morpho-
gen Shh which is secreted from the underlying
notochord and the floor plate of the spinal cord
induces five distinct ventral neuronal subtypes via a
concentration gradient [105] Distinct concentrations
of Shh induce or repress the spatial expression of TFs
which belong predominantly to the homoeodomain
protein (HD) or basic helixndashloopndashhelix (bHLH)
families (Figure 2 [105]) Class II TFs are induced
while class I TFs are repressed by Shh (Figure 2C)
As a consequence of this Shh activity the five ventral
neural progenitor domains express each a specific
combination of TF genes (Figure 2A and B)
Further cross-repressive interactions between these
TF proteins sharply delineate the boundaries
between the ventral neuronal domains [106] These
progenitor domains will give rise to distinct popula-
tions of neuronal subtypes (Figure 2B) Close to the
ventral source of Shh V3 interneurons form fol-
lowed at a more dorsal position by motoneurons
(MNs) and then by V2 V1 and V0 interneurons
further dorsally (Figure 2B)
The Gli family of zinc finger transcription factors
mediates Hedgehog (Hh) signalling in all vertebrates
by activating or repressing the expression of down-
stream target genes [108] As is the case for mammals
zebrafish Shh is expressed in the notochord and floor
plate and specifies ventral spinal cord fates [109]
Most of the TFs expressed in the spinal cord of the
mouse that mark its distinct domains are expressed in
the zebrafish spinal cord in a similar dorsoventral
pattern (Figure 2A) It was therefore proposed that
gene regulatory networks underlying spinal cord
patterning are highly conserved during vertebrate
evolution [109]
One of the advantages of the zebrafish model
organism is the existence of a huge collection of
mutants for all major signalling pathways For
instance more than 10 zebrafish mutations have
been shown to affect different components of the
Shh signalling cascade [110] Analysis of zebrafish
mutants in Hh pathway components as well as
over-expression of Shh highlighted differences in
the requirement of Shh signalling in spinal cord
development in mouse and zebrafish embryos in
contrast to mouse Shh signalling zebrafish Hh
signalling appears to be partially dispensable for the
specification of some of the ventral neuronal sub-
types [106 111] In the total absence of Hh signalling
in maternal and zygotic smu mutants motoneuron
progenitors (pMN) are strongly reduced in numbers
and p3 progenitors are totally absent In contrast p2
p1 and p0 progenitors as well as the post-mitotic V2
V1 and V0v interneurons that develop from these
progenitor domains are present [111] These results
suggest that the activity of this signalling pathway in
zebrafish is primarily required for the specification of
the p3 progenitor domains As in mouse the expres-
sion of nkx22 and nkx29 genes in the p3 domain is
dependent on Hh signals secreted from the floor
plate and the notochord [111ndash115] The expression
of mouse Nkx22 and 29 and zebrafish nkx 22a and
29 is driven by conserved Shh responsive CRMs
which are bound by Gli factors [115ndash118] suggest-
ing that Hh directly regulates the expression of these
transcription factors In line with this hypothesis in
gli1(dtr) mutants the expression of the nkx2 genes is
greatly reduced while misexpression of Gli1 results
in ectopic induction of nkx29 Furthermore a con-
struct containing the Gli consensus binding site of
the nkx29 enhancer drives green fluorescent protein
(GFP) expression in the ventral neural tube and mu-
tation of this Gli-binding site abolishes GFP expres-
sion [115] In addition morpholino-mediated
knockdown of nkx2ab and nkx29 genes leads to an
expansion of olig2 expression which is a marker of
pMN into the p3 domain and abolishes the expres-
sion of the V3 marker sim1 (leucine zipperPAS
domain) [38] Thus zebrafish nkx2ab and nkx29
Gene regulatory networks and control of gene expression page 7 of 13
genes are required downstream of the Hh pathway
for the specification of the p3 domain and the pro-
duction of V3 interneurons and they contribute to
the correct dorsoventral positioning of the pMN
domain by repressing olig2 expression in a negative
cross-regulatory interaction similar as in the mouse
[105]
Taken together it appears that the transcription
factors and their role in the specification of different
progenitor domains and of post-mitotic interneurons
are largely conserved between mammals and zebra-
fish but that the signals required for the correct
spatial and temporal expression of these factors are
only partially maintained It has still to be determined
which other signals are required for the early expres-
sion of pMN p2 p1 and p0 progenitor domain
genes in the zebrafish [111]
Thus the patterns of expression of the TFs in the
mouse and zebrafish spinal cord are very similar and
the mechanisms underlying neuronal differentiation
appear to be conserved a conclusion also supported
by other studies [112 119 120] However expres-
sion of TFs is not necessarily always an indicator
of maintained function This is exemplified by the
GRNs controlling differentiation of two closely
related types of GABAergic interneurons the
KolmerndashAgdhur neurons KA0 and KA00 [38]
Homologues of these cells have so far not been
described in the mouse spinal cord In contrast to
other neurons in the spinal cord the cell bodies of
both KA interneuron types are positioned close to
the central canal into which they extend cilia [121]
KA0 cells are required for spontaneous free
swimming while the function of KA00 neurons is
unknown [122] The KA00 interneurons occupy a
ventral position and develop from the lateral floor
plate next to the progenitors of V3 interneurons
The KA0 cells reside at a more dorsal position and
arise from the motoneuron progenitor domain [38
123ndash125] The specification and formation of KA
interneurons involve the Notch and Hh signalling
pathways [38 123ndash125] KA00 interneurons in the
lateral floor express the TFs nkx22a nkx22bnkx29 tal2 gata2 and gata3 (Figure 3) The expres-
sion of tal2 gata2 and gata3 as well as of the GABA-
synthesizing enzyme glutamic acid decarboxylase 67(gad67) is shared between KA0 and KA00 cells
(Figure 3 [38 119]) The functional relationships
Figure 2 Schematic representation of the ventral spinal cord of mouse and zebrafish (A) TF genes expressedin the progenitor domains (p) of mouse (left) and zebrafish (right) The expression patterns of the TF genes in theprogenitors and post-mitotic interneurons of mouse and zebrafish are almost identical (B) Ventral progenitordomains and their corresponding post-mitotic neurons (C) Distinct concentrations of Shh induce the spatialexpression of class II genes or repress class I gene expression (left) Progenitor domain borders are refined andmaintained by negative cross-regulatory interactions among proteins which share common boundaries Negativecross-regulatory interaction can take place between class I and class II proteins or between proteins of the sameclass (centre) Specific combinations of homoeodomain transcription factor proteins in each progenitor domaindetermine the neuronal subtype (right) Figure modified from a previous study [107]
page 8 of 13 Ferg et al
of these factors and their role in the specification of
the two distinct KA interneuron subtypes were
investigated in a systematic knockdown approach
using morpholinos designed against each one of
these TFs [38] Differentiation of the correct
number of KA00 cells depends on the activity of
Nkx29 that acts in cooperation with Nkx22a and
b All three of these nkx2 genes are necessary for the
expression of the zinc finger transcription factor gata2and gata3 in KA00 cells Gata2 but not Gata3 is neces-
sary for expression of the bHLH transcription factor
tal2 that acts upstream of gad67 in KA00 cells
(Figure 3) The four genes tal2 gata2 gata3 gad67 are
also expressed in KA0 cells and they depend on the
bHLH transcription factor Olig2 rather than on
Nkx2 genes in these cells Curiously knock-down
of gata2 does not affect tal2 or gad67 expression in
KA0 cells (Figure 3) suggesting different functional
connections Expression of tal2 and gad67 is rather
dependent on Gata3 in these cells Moreover tal2although like gata2 it is expressed in KA0 inter-
neurons is not required for gad67 expression in
these cells (Figure 3) Hence the functional connec-
tions between the different regulatory genes differ in
the two KA cell types although gata2 and tal2 are
also expressed in KA0 cells they are dispensable for
gad67 expression in these cells Instead olig2 and
gata3 are required for the differentiation of gad67-expressing KA0 cells (Figure 3 [38])
These data suggest that the expression state of TFs
per se is not sufficient to determine the cell fate or
differentiation status of cells and that one would
need to know the complete expression repertoire
of TRs to predict the fate of a cell Also the post-
transcriptional and post-translational modifications of
the TRs might play a role as for instance the phos-
phorylation state of the Olig2 protein determines the
choice between the MN and the oligodendrocyte
cell fate [126 127] Even this information might
not be enough as the epigenetic history of the cell
might also play a role by determining which CRMs
are accessible to the TR combination present in it
CONCLUSIONSANDPERSPECTIVESOver the last 20 years zebrafish has become a valu-
able model organism to address questions of gene
regulation and regulatory networks This model has
been shown to be advantageous in reverse and
forward genetic screens in reporter assays to study
enhancerpromoter function as well as in ChIP
studies targeting histone modifications and TRs
thereby delivering the resources for an in-depth
analysis of GRNs The above described analysis of
KolmerndashAgdhur interneuron differentiation demon-
strated that although TFs can be expressed in two
specific cell types they do not necessarily have the
same regulatory function in both cell types It
simultaneously underlines the major advantage of
zebrafish the potential to easily and rapidly address
complex questions where the questions were actually
phrasedmdashin the organism The examples of cell
specification in a single organ which have been
presented here also demonstrate what would be
required to investigate the mechanisms underlying
TR on a global scale throughout development
A systematic knock out of TRs by the transcription
activator-like effector (TALE) [128] or CRISPR
CAS9 [129] systems would help to understand
their integration in GRNs TALEs could also be
utilized to identify and characterize CRMs
Depending on the fused effector nucleases can
excise CRMs while repressors and activators could
temporarily change the activity of the targeted
CRM(s) [130] Experiments like this could help to
Figure 3 Scheme outlining the regulatory inter-actions in KA00 and KA0 interneurons In KA0 cells(right) tal2 and gata2 are expressed but not requiredfor gad67 expression In contrast these two genes arenecessary for gad67 expression in KA00 cells In KA00
cells on the other hand gata3 is expressed but notfunctionally linked to gad67 The expression of TF genesin different cells does not necessarily reflect conservedfunction even in a case as described here where thesame downstream gene (gad67) is expressed in bothcell types
Gene regulatory networks and control of gene expression page 9 of 13
resolve how multiple CRM modules work together
to define the expression domains of a gene and
would demonstrate if a CRM identified in reporter
assays is actually required for accurate expression in a
given context The ENCODE project demonstrated
that functional enhancers can be identified by bind-
ing of TRs at distinct loci in multiple cell lines
A similarly systematic ChIP-seq study in zebrafish
might shed light on the changes of CRM TR occu-
pancy over time in development Provided the
availability of good antibodies TF-binding sites
could be discovered rapidly in fish In summary
the time is ready for a zebrafish ENCODE project
to systematically mine the embryo of this animal
system for regulatory interactions and to combine
these with expression states and systematic functional
studies of TRs
Key Points
CRMs are DNA sequences that regulate gene expression TRs modulate gene expression on the protein level by
interactionwith CRMs Gene regulatory networks are formed by a multi-layered
interaction of TRs with CRMs resulting in the precise regulationof gene expression
The midline composed of notochord and floor plate is anorganizing centre for the specification of neuronal fate in thespinal cord controlling complex gene regulatory networks
FUNDINGThe work in our laboratory was supported by
the EU IP ZF-Health FP7-Health-2009-242048
NeuroXsys Health-F4-2009 No 223262 the
Interreg network for synthetic biology in the
Upper Rhine valley (NSB-Upper Rhine) the
BMBF funded network Erasys Bio BMBF KZ
0315716 and the BioInterfaces programme of the
Helmholtz association
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4 Armant O Marz M Schmidt R et al Genome-widewhole mount in situ analysis of transcriptional regulatorsin zebrafish embryos Dev Biol 2013380(2)351ndash62
5 Vaquerizas JM Kummerfeld SK Teichmann SA et alA census of human transcription factors function expres-sion and evolution Nat Rev Genet 200910252ndash63
6 Davidson EH Emerging properties of animal gene regula-tory networks Nature 2010468911ndash20
7 Ettensohn CA Encoding anatomy Developmental generegulatory networks and morphogenesis Genesis 201351383ndash409
8 Peter IS Davidson EH Evolution of gene regulatorynetworks controlling body plan development Cell 2011144970ndash85
9 Bell AC West AG Felsenfeld G The protein CTCF isrequired for the enhancer blocking activity of vertebrateinsulators Cell 199998387ndash96
10 Handoko L Xu H Li G et al CTCF-mediated functionalchromatin interactome in pluripotent cells NatGenet 201143630ndash8
11 Parelho V Hadjur S Spivakov M et al Cohesins function-ally associate with CTCF on mammalian chromosomearms Cell 2008132422ndash33
12 Rubio ED Reiss DJ Welcsh PL et al CTCF physicallylinks cohesin to chromatin Proc Natl Acad Sci USA 20081058309ndash14
13 Banerji J Olson L Schaffner W A lymphocyte-specific cel-lular enhancer is located downstream of the joining region inimmunoglobulin heavy chain genes Cell 198333729ndash40
14 Banerji J Rusconi S Schaffner W Expression of a beta-globin gene is enhanced by remote SV40 DNA sequencesCell 198127299ndash308
15 Tumpel S Cambronero F Sims C et al A regulatorymodule embedded in the coding region of Hoxa2 controlsexpression in rhombomere 2 Proc Natl Acad Sci USA 200810520077ndash82
16 McLellan AS Kealey T Langlands K An E box in the exon1 promoter regulates insulin-like growth factor-I expressionin differentiating muscle cells AmJPhysiol Cell Physiol 2006291C300ndash7
17 Lettice LA Heaney SJ Purdie LA et al A long-range Shhenhancer regulates expression in the developing limb andfin and is associated with preaxial polydactyly Hum MolGenet 2003121725ndash35
18 Li Q Barkess G Qian H Chromatin looping and theprobability of transcription Trends Genet 200622197ndash202
19 Carter D Chakalova L Osborne CS et al Long-rangechromatin regulatory interactions in vivo Nat Genet 200232623ndash6
20 Chambeyron S Bickmore WA Chromatin decondensationand nuclear reorganization of the HoxB locus upon induc-tion of transcription Genes Dev 2004181119ndash30
21 Su W Porter S Kustu S et al DNA-looping and enhanceractivity association between DNA-bound NtrC activatorand RNA polymerase at the bacterial glnA promoterProc Natl Acad Sci USA 1990875504ndash8
22 Guo Y Monahan K Wu H etal CTCFcohesin-mediatedDNA looping is required for protocadherin alpha promoterchoice Proc Natl Acad Sci USA 201210921081ndash6
23 Morey C Da Silva NR Perry P et al Nuclear reorganisa-tion and chromatin decondensation are conserved but
page 10 of 13 Ferg et al
distinct mechanisms linked to Hox gene activationDevelopment 2007134909ndash19
24 Butler JE Kadonaga JT The RNA polymerase II corepromoter a key component in the regulation of geneexpression Genes Dev 2002162583ndash92
25 Kadonaga JT Perspectives on the RNA polymerase II corepromoter Wiley Interdiscip Rev Dev Biol 2012140ndash51
26 Juven-Gershon T Kadonaga JT Regulation of geneexpression via the core promoter and the basal transcrip-tional machinery Dev Biol 2010339225ndash9
27 Thomas MC Chiang CM The general transcriptionmachinery and general cofactors Crit Rev Biochem Mol Biol200641105ndash78
28 Muller F Tora L The multicoloured world of promoterrecognition complexes EMBOJ 2004232ndash8
29 Goodrich JA Tjian R Unexpected roles for core promoterrecognition factors in cell-type-specific transcription andgene regulation Nat Rev Genet 201011549ndash58
30 Espinosa JM Verdun RE Emerson BM p53 functionsthrough stress- and promoter-specific recruitment oftranscription initiation components before and after DNAdamage Mol Cell 2003121015ndash27
31 Gehrig J Reischl M Kalmar E et al Automated high-throughput mapping of promoter-enhancer interactions inzebrafish embryos NatMethods 20096911ndash6
32 Maston GA Evans SK Green MR Transcriptional regula-tory elements in the human genome Annu Rev GenomicsHumGenet 2006729ndash59
33 Raab JR Kamakaka RT Insulators and promoters closerthan we think Nat RevGenet 201011439ndash46
34 Kolovos P Knoch TA Grosveld FG et al Enhancers andsilencers an integrated and simple model for their functionEpigenetics Chromatin 201251
35 Ferg M Sanges R Gehrig J et al The TATA-bindingprotein regulates maternal mRNA degradation and differ-ential zygotic transcription in zebrafish EMBO J 2007263945ndash56
36 Guo S Yamaguchi Y Schilbach S et al A regulator oftranscriptional elongation controls vertebrate neuronaldevelopment Nature 2000408366ndash9
37 Morley RH Lachani K Keefe D et al A gene regulatorynetwork directed by zebrafish No tail accounts for its rolesin mesoderm formation Proc Natl Acad Sci USA 20091063829ndash34
38 Yang L Rastegar S Strahle U Regulatory interactionsspecifying Kolmer-Agduhr interneurons Development20101372713ndash22
39 Aday AW Zhu LJ Lakshmanan A etal Identification of cisregulatory features in the embryonic zebrafish genomethrough large-scale profiling of H3K4me1 and H3K4me3binding sites Dev Biol 2011357450ndash62
40 Ariza-Cosano A Visel A Pennacchio LA et al Differencesin enhancer activity in mouse and zebrafish reporter assaysare often associated with changes in gene expression BMCGenomics 201213713
41 Chatterjee S Bourque G Lufkin T Conserved and non-conserved enhancers direct tissue specific transcription inancient germ layer specific developmental control genesBMCDev Biol 20111163
42 Yip KY Cheng C Bhardwaj N et al Classification ofhuman genomic regions based on experimentally
determined binding sites of more than 100 transcription-related factors Genome Biol 201213R48
43 Tamplin OJ Cox BJ Rossant J Integrated microarray andChIP analysis identifies multiple Foxa2 dependent targetgenes in the notochord Dev Biol 2011360415ndash25
44 Ritter DI Dong Z Guo S et al Transcriptional enhancersin protein-coding exons of vertebrate developmental genesPLoSOne 20127e35202
45 Smith RP Riesenfeld SJ Holloway AK et al A compactin vivo screen of all 6-mers reveals drivers of tissue-specificexpression and guides synthetic regulatory element designGenome Biol 201314R72
46 Ellingsen S Laplante MA Konig M et al Large-scaleenhancer detection in the zebrafish genome Development20051323799ndash811
47 Levesque MP Krauss J Koehler C et al New tools forthe identification of developmentally regulated enhancerregions in embryonic and adult zebrafish Zebrafish 20131021ndash9
48 Aparicio S Chapman J Stupka E et al Whole-genomeshotgun assembly and analysis of the genome of Fugurubripes Science 20022971301ndash10
49 Lander ES Linton LM Birren B et al Initial sequenc-ing and analysis of the human genome Nature 2001409860ndash921
50 Venter JC Adams MD Myers EW et al The sequence ofthe human genome Science 20012911304ndash51
51 Pennacchio LA Rubin EM Genomic strategies to identifymammalian regulatory sequences Nat Rev Genet 20012100ndash9
52 Plessy C Dickmeis T Chalmel F et al Enhancersequence conservation between vertebrates is favouredin developmental regulator genes Trends Genet 200521207ndash10
53 Sandelin A Bailey P Bruce S et al Arrays of ultra-conserved non-coding regions span the loci of key devel-opmental genes in vertebrate genomes BMC Genomics2004599
54 Woolfe A Goodson M Goode DK et al Highly conservednon-coding sequences are associated with vertebrate devel-opment PLoS Biol 20053e7
55 Bray N Dubchak I Pachter L AVID A global alignmentprogram GenomeRes 20031397ndash102
56 Brudno M Do CB Cooper GM et al LAGAN and Multi-LAGAN efficient tools for large-scale multiple alignment ofgenomic DNA Genome Res 200313721ndash31
57 Dubchak I Poliakov A Kislyuk A et al Multiple whole-genome alignments without a reference organism GenomeRes 200919682ndash9
58 Schwartz S Zhang Z Frazer KA et al PipMakerndasha webserver for aligning two genomic DNA sequences GenomeRes 200010577ndash86
59 Sanges R Kalmar E Claudiani P et al Shuffling of cis-regulatory elements is a pervasive feature of the vertebratelineage Genome Biol 20067R56
60 Kuntz SG Schwarz EM DeModena JA etal MultigenomeDNA sequence conservation identifies Hox cis-regulatoryelements GenomeRes 2008181955ndash68
61 Li Q Ritter D Yang N et al A systematic approach toidentify functional motifs within vertebrate developmentalenhancers Dev Biol 2010337484ndash95
Gene regulatory networks and control of gene expression page 11 of 13
62 Pennacchio LA Ahituv N Moses AM et al In vivo enhan-cer analysis of human conserved non-coding sequencesNature 2006444499ndash502
63 Sanges R Hadzhiev Y Gueroult-Bellone M et al Highlyconserved elements discovered in vertebrates are presentin non-syntenic loci of tunicates act as enhancers andcan be transcribed during development Nucleic Acids Res2013413600ndash18
64 Gross DS Garrard WT Nuclease hypersensitive sites inchromatin Annu Rev Biochem 198857159ndash97
65 Crawford GE Davis S Scacheri PC et al DNase-chip ahigh-resolution method to identify DNase I hypersensitivesites using tiled microarrays NatMethods 20063503ndash9
66 Song L Crawford GE DNase-seq a high-resolutiontechnique for mapping active gene regulatory elementsacross the genome from mammalian cells Cold Spring HarbProtoc 20102010pdb prot5384
67 Barski A Cuddapah S Cui K et al High-resolution profil-ing of histone methylations in the human genome Cell2007129823ndash37
68 Bernstein BE Kamal M Lindblad-Toh K et al Genomicmaps and comparative analysis of histone modifications inhuman and mouse Cell 2005120169ndash81
69 Heintzman ND Stuart RK Hon G et al Distinct andpredictive chromatin signatures of transcriptional promotersand enhancers in the human genome Nat Genet 200739311ndash8
70 Creyghton MP Cheng AW Welstead GG et al HistoneH3K27ac separates active from poised enhancers andpredicts developmental state Proc Natl Acad Sci USA 201010721931ndash6
71 Rada-Iglesias A Bajpai R Swigut T et al A uniquechromatin signature uncovers early developmental enhan-cers in humans Nature 2011470279ndash83
72 Zentner GE Tesar PJ Scacheri PC Epigenetic signaturesdistinguish multiple classes of enhancers with distinctcellular functions Genome Res 2011211273ndash83
73 Blow MJ McCulley DJ Li Z et al ChIP-Seq identificationof weakly conserved heart enhancers Nat Genet 201042806ndash10
74 Visel A Blow MJ Li Z et al ChIP-seq accurately predictstissue-specific activity of enhancers Nature 2009457854ndash8
75 Santos-Rosa H Schneider R Bannister AJ et al Activegenes are tri-methylated at K4 of histone H3 Nature2002419407ndash11
76 Wardle FC Odom DT Bell GW et al Zebrafish promotermicroarrays identify actively transcribed embryonic genesGenome Biol 20067R71
77 Bernstein BE Mikkelsen TS Xie X et al A bivalentchromatin structure marks key developmental genes inembryonic stem cells Cell 2006125315ndash26
78 Pan G Tian S Nie J et al Whole-genome analysis ofhistone H3 lysine 4 and lysine 27 methylation in humanembryonic stem cells Cell Stem Cell 20071299ndash312
79 Kane DA Kimmel CB The zebrafish midblastula transitionDevelopment 1993119447ndash56
80 Vastenhouw NL Zhang Y Woods IG et al Chromatinsignature of embryonic pluripotency is established duringgenome activation Nature 2010464922ndash6
81 Bogdanovic O Fernandez-Minan A Tena JJ et alDynamics of enhancer chromatin signatures mark the
transition from pluripotency to cell specification duringembryogenesis Genome Res 2012222043ndash53
82 Blader P Lam CS Rastegar S et al Conserved andacquired features of neurogenin1 regulation Development20041315627ndash37
83 Rastegar S Hess I Dickmeis T et al The words of theregulatory code are arranged in a variable manner in highlyconserved enhancers Dev Biol 2008318366ndash77
84 Kim TK Hemberg M Gray JM et al Widespreadtranscription at neuronal activity-regulated enhancersNature 2010465182ndash7
85 Li W Notani D Ma Q et al Functional roles of enhancerRNAs for oestrogen-dependent transcriptional activationNature 2013498516ndash20
86 Lai F Orom UA Cesaroni M et al Activating RNAsassociate with Mediator to enhance chromatin architectureand transcription Nature 2013494497ndash501
87 Wang KC Yang YW Liu B etal A long noncoding RNAmaintains active chromatin to coordinate homeotic geneexpression Nature 2011472120ndash4
88 Howe K Clark MD Torroja CF et al The zebrafishreference genome sequence and its relationship to thehuman genome Nature 2013496498ndash503
89 Hunter S Apweiler R Attwood TK et al InterPro theintegrative protein signature database Nucleic Acids Res200937D211ndash5
90 Domazet-Loso T Tautz D A phylogenetically basedtranscriptome age index mirrors ontogenetic divergencepatterns Nature 2010468815ndash8
91 Gordan R Murphy KF McCord RP et al Curatedcollection of yeast transcription factor DNA bindingspecificity data reveals novel structural and gene regulatoryinsights Genome Biol 201112R125
92 Taylor JS Braasch I Frickey T et al Genome duplicationa trait shared by 22000 species of ray-finned fish GenomeRes 200313382ndash90
93 Naef F Huelsken J Cell-type-specific transcriptomics inchimeric models using transcriptome-based masks NucleicAcids Res 200533e111
94 Ravasi T Suzuki H Cannistraci CV et al An atlas ofcombinatorial transcriptional regulation in mouse andman Cell 2010140744ndash52
95 Zhang W Morris QD Chang R et al The functionallandscape of mouse gene expression J Biol 2004321
96 Niehrs C Pollet N Synexpression groups in eukaryotesNature 1999402483ndash7
97 Karaulanov E Knochel W Niehrs C Transcriptionalregulation of BMP4 synexpression in transgenicXenopus EMBOJ 200423844ndash56
98 Albagli O Dhordain P Deweindt C et al The BTBPOZdomain a new protein-protein interaction motif commonto DNA- and actin-binding proteins Cell Growth Differ199561193ndash8
99 Kelly KF Daniel JM POZ for effectndashPOZ-ZF transcrip-tion factors in cancer and development Trends Cell Biol200616578ndash87
100 Stogios PJ Downs GS Jauhal JJ et al Sequence andstructural analysis of BTB domain proteins Genome Biol20056R82
101 Takeuchi JK Lou X Alexander JM et al Chromatinremodelling complex dosage modulates transcription
page 12 of 13 Ferg et al
factor function in heart development NatCommun 20112187
102 Link BA Fadool JM Malicki J et al The zebrafish youngmutation acts non-cell-autonomously to uncouple differ-entiation from specification for all retinal cells Development20001272177ndash88
103 Gregg RG Willer GB Fadool JM et al Positional cloningof the young mutation identifies an essential role for theBrahma chromatin remodeling complex in mediatingretinal cell differentiation Proc Natl Acad Sci USA 20031006535ndash40
104 Le Dreau G Marti E Dorsal-ventral patterning of theneural tube a tale of three signals Dev Neurobiol 2012721471ndash81
105 Dessaud E McMahon AP Briscoe J Pattern formation inthe vertebrate neural tube a sonic hedgehog morphogen-regulated transcriptional network Development 20081352489ndash503
106 Briscoe J Ericson J Specification of neuronal fates in theventral neural tube Curr Opin Neurobiol 20011143ndash9
107 Jacob J Briscoe J Gli proteins and the control of spinal-cord patterning EMBORep 20034761ndash5
108 Hui CC Angers S Gli proteins in development anddisease Annu RevCell Dev Biol 201127513ndash37
109 Lewis KE How do genes regulate simple behavioursUnderstanding how different neurons in the vertebratespinal cord are genetically specified PhilosTrans RSoc LondB Biol Sci 200636145ndash66
110 Koudijs MJ den Broeder MJ Groot E et al Geneticanalysis of the two zebrafish patched homologues identifiesnovel roles for the hedgehog signaling pathway BMCDevBiol 2008815
111 England S Batista MF Mich JK et al Roles of Hedgehogpathway components and retinoic acid signalling in spe-cifying zebrafish ventral spinal cord neurons Development20111385121ndash34
112 Barth KA Wilson SW Expression of zebrafish nk22 isinfluenced by sonic hedgehogvertebrate hedgehog-1and demarcates a zone of neuronal differentiation in theembryonic forebrain Development 19951211755ndash68
113 Guner B Karlstrom RO Cloning of zebrafish nkx62 anda comprehensive analysis of the conserved transcriptionalresponse to HedgehogGli signaling in the zebrafish neuraltube Gene Expr Patterns 20077596ndash605
114 Schafer M Kinzel D Neuner C et al Hedgehog andretinoid signalling confines nkx22b expression to thelateral floor plate of the zebrafish trunk Mech Dev 200512243ndash56
115 Xu J Srinivas BP Tay SY et al Genomewide expressionprofiling in the zebrafish embryo identifies target genes
regulated by Hedgehog signaling during vertebratedevelopment Genetics 2006174735ndash52
116 Oosterveen T Kurdija S Alekseenko Z et al Mechanisticdifferences in the transcriptional interpretation of localand long-range Shh morphogen signaling Dev Cell 2012231006ndash19
117 Peterson KA Nishi Y Ma W et al Neural-specific Sox2input and differential Gli-binding affinity provide contextand positional information in Shh-directed neural pattern-ing Genes Dev 2012262802ndash16
118 Vokes SA Ji H McCuine S et al Genomic characteriza-tion of Gli-activator targets in sonic hedgehog-mediatedneural patterning Development 20071341977ndash89
119 Batista MF Jacobstein J Lewis KE Zebrafish V2 cellsdevelop into excitatory CiD and Notch signallingdependent inhibitory VeLD interneurons Dev Biol 2008322263ndash75
120 Kimura Y Satou C Higashijima S V2a and V2b neuronsare generated by the final divisions of pair-producingprogenitors in the zebrafish spinal cord Development20081353001ndash5
121 Park HC Shin J Appel B Spatial and temporal regulationof ventral spinal cord precursor specification by Hedgehogsignaling Development 20041315959ndash69
122 Wyart C Del Bene F Warp E etal Optogenetic dissectionof a behavioural module in the vertebrate spinal cordNature 2009461407ndash10
123 Schafer M Kinzel D Winkler C Discontinuous organiza-tion and specification of the lateral floor plate in zebrafishDev Biol 2007301117ndash29
124 Shin J Park HC Topczewska JM et al Neural cell fateanalysis in zebrafish using olig2 BAC transgenics MethodsCell Sci 2003257ndash14
125 Huang P Xiong F Megason SG et al Attenuationof Notch and Hedgehog signaling is required for fate spe-cification in the spinal cord PLoSGenet 20128e1002762
126 Li H de Faria JP Andrew P et al Phosphorylationregulates OLIG2 cofactor choice and the motor neuron-oligodendrocyte fate switch Neuron 201169918ndash29
127 Sun Y Meijer DH Alberta JA et al Phosphorylation stateof Olig2 regulates proliferation of neural progenitorsNeuron 201169906ndash17
128 Christian M Cermak T Doyle EL et al Targeting DNAdouble-strand breaks with TAL effector nucleases Genetics2010186757ndash61
129 Jinek M Chylinski K Fonfara I et al A programmabledual-RNA-guided DNA endonuclease in adaptive bacter-ial immunity Science 2012337816ndash21
130 Crocker J Stern DL TALE-mediated modulation of tran-scriptional enhancers in vivo NatMethods 201310762ndash7
Gene regulatory networks and control of gene expression page 13 of 13
in enhancer trap assays [46 47] Furthermore recent
progress in defining gene expression profiles on a
global scale [4] demonstrates that zebrafish is a
highly useful organism to comprehensively study
GRNs in a vertebrate organism
In this review we will illustrate how zebrafish can
be used to understand the regulatory logic of the
vertebrate genome We will summarize the current
knowledge on specific aspects of CRMs regarding
their distribution and the genomic features that
have been associated with CRMs examine the rep-
ertoire of TRs in the zebrafish genome and discuss
one example of a transcriptional regulatory network
that is well analysed in both zebrafish and mice
SEQUENCE CONSERVATIONANDHISTONEMODIFICATIONSIDENTIFYCRMSCRMs are frequently characterized by conservation
of sequence across species DNA sequences with
regulatory functions exhibit a lower mutation rate
than non-functional DNA and therefore like pro-
tein coding sequences show significant sequence
similarity across species The Fugu rubripes genome
was the first vertebrate genome to be assembled
[48] after sequencing of the human genome [49
50] Comparative studies of the human and Fugu
genomes established the presence of a large number
of highly conserved non-coding elements (HCNEs)
[51ndash54] Since then the growing number of whole-
genome sequences from various organisms and the
development of bioinformatic tools [55ndash59] have
made comparative genomics a powerful means to
identify putative CRMs [60ndash63]
The binding of TRs to CRMs provides one
mechanism of transcriptional regulation Another
level is introduced by the structure of the chromatin
which can control the accessibility of the CRMs
The fact that active regulatory CRMs are in an
open chromatin state forms the basis of large-scale
mapping of CRMs by DNAse I hypersensitivity
assays [64] DNAse I hypersensitivity provides a
comprehensive picture of the active regulatory land-
scape of the genome in a particular cell because it is a
key feature of all classes of CRMs [65 66] Specific
post-translational modifications of histones such as
methylation and acetylation at particular positions
are further landmarks of active and inactive chroma-
tin structure of CRMs For example active enhan-
cers have been shown to be marked by
monomethylation of H3K4 (H3K4me1) [67ndash69]
However this chromatin modification is not limited
only to active enhancers Several studies suggested
the existence of both active and poised classes of
enhancer elements Active enhancers in a cell are
engaged in the regulation of transcription whereas
poised enhancers are not actively regulating tran-
scription but can be rapidly converted to active
enhancers eg by external stimuli to the cell or in
the course of differentiation [70] The histone marks
associated with poised enhancers contain both the
H3K4me1 mark and trimethylation at K27 of his-
tone H3 (H3K27me3) Active enhancers are distin-
guished from poised enhancers by the presence of
acetylation of histone H3 at lysine 27 (H3K27ac)
and by the absence of H3K27me3 [70ndash72] Besides
these post-translational modifications of histones
binding of chromatin remodelling enzymes has
been shown to designate active enhancer modules
Binding of the acetyltransferase and transcriptional
co-activator p300 for example predicted with
high accuracy where active enhancers are located
in the genome in neural limb and heart tissue [69
73 74] Furthermore the chromatin remodelling
enzymes CHD7 and BRG1 appear to be present at
active enhancers [71 72]
CRMS IN THE ZEBRAFISHGENOMEMost genome-wide studies of the regulatory land-
scape have focused on mammalian cell line while
the dynamic changes of the histone code and TF
occupancy of CRMs on a global scale during onto-
genesis of a vertebrate are still unresolved The zeb-
rafish with its experimentally easily accessible early
stages of development has a great potential to address
these questions ChIP (chromatin immunoprecipita-
tion) on chip experiments confirmed enrichment of
the histone mark H3K4me3 found in active pro-
moters [75] also near the TSS in zebrafish [76]
Interestingly many inactive developmental regula-
tory genes are marked by the repressive mark
H3K27me3 while at the same time containing the
activating chromatin modification H3K4me3 thus
showing the characteristic signature of poised genes
that is also found in developmental regulators in
mouse embryonic stem cells [77 78] This lsquobivalentrsquo
signature was not detected before midblastula transi-
tion when the activation of the zygotic genome
occurs [79] It was suggested that such marks might
Gene regulatory networks and control of gene expression page 3 of 13
secure precise timing of the activation of develop-
mental regulators [80]
Combining H3K4me1 and H3K4me3 profiles
signatures of active enhancers (H3K4me1) and
active promoters (H3K4me3) in combination with
the readily available expression data in zebrafish
helped to computationally identify putative cis-regulatory sequences [39] The generation of gen-
omic tracks of H3K4me3 H3K4me1 and H3K27ac
histone modifications at four developmental time-
points of zebrafish embryogenesis lead to the
identification of 50 000 potential cis-regulatory
elements operating during the first 48 h of zebrafish
development a wealth of data that will help to
deduce regulatory networks on the DNA sequence
level [81]
Although many data are now available on
the location of putative CRMs involved in embry-
onic development a systematic analysis of the func-
tion of CRMs has not yet been carried out on a large
scale in zebrafish One crucial question is how con-
served the functions of the CRMs encoded in
HCNEs are Case studies illustrated several possibili-
ties For example the lateral stripe enhancer of the
neurogenin1 gene retained its function for about 395
million years of evolution as it drives expression in
the dorsal telencephalon of both mouse and zebrafish
[82] In contrast the function of CRMs in the shhgene that are conserved between mouse and zebra-
fish seems to have changed the zebrafish sonic hedge-hog (shh) enhancer ar-C directs mainly notochord
expression in zebrafish embryos and also functions
in the midline of mouse embryos However the
mouse enhancer SFPE2 which exhibits sequence
similarity with zebrafish ar-C is floor plate-specific
in the mouse and not functional in zebrafish
Another important question is why CRMs of
developmental regulators show higher sequence
conservation than CRMs of other genes why do
not all conserved sequences have an obvious
function Why are not all functional CRMs highly
conserved Moreover it is more than questionable
whether up to 90 conservation is necessary to
maintain the binding of the same TFs given the
degeneracy of the recognition sequences of many
TFs In fact functional dissection of five notochord
enhancers with evolutionarily conserved sequences
revealed two short DNA elements mediating noto-
chord expression However these elements were
embedded within the conserved sequences of
the five enhancers in an almost random fashion
suggesting that the conservation of the sequence is
only indirectly linked to binding of TFs [83] The
findings that non-coding RNAs bi-directionally
transcribed on enhancers (eRNAs) [84] significantly
increase promoterndashenhancer interactions [85] and
that activating ncRNAs (ncRNA-a) play an import-
ant role in establishing and maintaining chromatin
structure [86 87] opened up a new chapter in cis-regulation of gene expression and might help to
answer some of these questions
Taken together analysis of CRMs of the zebrafish
genome now provides a framework to understand
precisely how classes of CRMs are composed how
they interact with epigenetic marks and why some
of them are conserved across large evolutionary
distances More functional analyses will be required
and one important element of these is knowledge
about which transcriptional regulators interact with
the CRMs
CHARACTERIZATIONOF THETRANSCRIPTIONALREGULATORYREPERTOIREOFTHE ZEBRAFISH GENOMEThe availability of the entire zebrafish genome
sequence [88] and the elucidation of its gene struc-
tures by computational means to identify or predict
TSSs exonintron structure UTRs protein
domains and regulatory elements provides a rich
resource to mine genomes for genes involved in
transcriptional regulation The InterPro database
provides a resource of functional annotation on pro-
teins by classifying them into families It compiles
protein signatures from a number of databases
thereby integrating all data into a unique searchable
resource [89] A thorough search of the InterPro
protein domains led to the selection of 483 domains
associated with transcriptional regulation activities
(Figure 1A) Mining the zebrafish genome for
genes encoding at least one protein domain linked
to transcriptional regulation revealed 3302 genes
including TFs with specific DNA binding domains
genes involved in chromatin modification and factors
of the general transcriptional machinery (Figure 1B)
Of these 2488 TR genes can be detected reliably by
deep sequencing (349 million 76 bp long paired-end
reads) of mRNA isolated from 24 h post-fertilization
(hpf) embryos This suggests that nearly 75 of the
TR gene repertoire of the zebrafish is expressed at a
significant level at 24 hpf [4] a stage of particular
page 4 of 13 Ferg et al
importance as it represents the evolutionarily con-
served phylotypic stage of this model organism
[90] The remaining TR genes may be expressed at
very low levels below the detection limit or at later
stages or only under certain physiological conditions
Of the 3302 TR genes detected in the zebrafish
genome 2677 genes can be assigned to the TF sub-
class of TRs Precedent analysis of human and mouse
genomes suggested that 1500ndash2000 genomic loci
encode DNA-binding TFs [5] roughly 10 times
Figure 1 Zebrafish transcriptional regulators (A) InterPro protein domains specific to transcriptional regulationThe number of protein domains specific for each category of TR (transcription factor chromatin remodellingbasal transcriptional machinery) is indicated (InterPro release 19) (B) The number of genomic loci encoding geneswith at least one domain functionally linked to transcriptional control are indicated for each category (Zv9 assemblyEnsembl version 60 annotation) (C) Expression patterns of chromatin remodellers of the BTBPOZ family in24 hpf embryos bach2 and zbtb46 are expressed in the telencephalon the zbtb16 homologue is expressed in thewhole spinal cord and the posterior tuberculum in the diencephalon zbtb43 is expressed in the retina and thetectum and btbd6a is expressed in the epiphysis the telencephalon the hindbrain and the spinal cord while its para-logue btbd6b is expressed in the somites the telencephalon and other parts of the fore- and midbrain hic1 andbcl6b are expressed in the vascular system of the trunk and the head whereas the bcl6b homologue is expressedonly in the vascular system of the head
Gene regulatory networks and control of gene expression page 5 of 13
the size of the TF repertoire of the yeast Saccharomycescerevisiae (200ndash350 loci) [91] However the fraction
of the total number of genes that encode TFs does
not increase that much as only a 2-fold increase is
observed from yeast (4 TF genes) to human (8)
In zebrafish 9 of all genes encode TFs slightly
more compared with other vertebrates This might
be due to the additional genome duplication during
the evolution of teleost fishes [92] The increased
number of encoded TF genes alone cannot explain
the enormous complexity of the vertebrate body
with many distinct cell types and complex body
functions compared to unicellular organisms such
as yeast The differences seem to lie mainly in the
combinatorial action of TRs as well as in specific
post-transcriptional and post-translational modifica-
tions that will give alternative outputs in different
cellular contexts [93ndash95]
The precise spatiotemporal expression of many
TR genes is essential for normal vertebrate develop-
ment In a systematic analysis of expression of 1711
TR genes in the 24 hpf zebrafish embryo around
200 TR genes were found to be expressed in a single
tissue whereas the vast majority of TRs (nfrac14 1504)
were detected either in multiple tissues or ubiqui-
tously The highly restricted expression pattern of
these 200 TR genes makes them prime candidates
for functional studies This group of tissue-specific
genes is highly enriched for TFs (82 nfrac14 207) [4]
The central nervous system and specifically the
spinal cord and telencephalon express a majority of
the TR genes (60 of the TRs analysed by in situhybridization) A significant correlation of genes co-
expressed in different tissues was observed in a few
brain regions including the ectodermally derived
cranial sensory ganglia (otic vesicle and olfactory
bulb) and several forebrain structures as well as the
retina and the tectum [4] Interestingly retina and
tectum are functionally coupled by topographical
projections of retinal axons into the tectum
However at a global level there was no extensive
co-expression of specific TRs in multiple tissues at 24
hpf This is in contrast to the components of cell
signalling pathways which are frequently organized
into synexpression groups [96 97] Together these
results show that there is no extensive overlap be-
tween the TR expression patterns This suggests a
high flexibility in the combination of different factors
in order to generate alternative regulatory outputs
Genes encoding general TFs and chromatin
remodelling proteins are usually ubiquitously
expressed at 24 hpf with the exception of the
BTBndashPOZ family (named after Broad complex
Tramtrack and Bric a bracpoxviruses and zinc
finger) A significant proportion of these genes (38
out of the 118 mapped genes) have expression pat-
terns restricted to the somites and the central nervous
system The BTBPOZ domain is an evolutionary
conserved domain involved in proteinndashprotein inter-
actions leading to dimerization Proteins containing
both the BTBPOZ domain and C2H2 zinc finger
DNA-binding domain have been shown to promote
transcriptional repression through the recruitment of
co-repressor proteins such as histone deacetylase
(HDAC) N-CoR and SMRT [98ndash100] Six genes
of the BTBPOZ family are expressed in parts of the
nervous system of the 24 hpf zebrafish embryos
(Figure 1C) The tissue-restricted expression of these
TR genes suggests that some members of the BTB
POZmdashzinc finger family may control cellular differ-
entiation during embryogenesis possibly by the re-
cruitment of transcriptional repressors such as HDACs
Functions of ubiquitously expressed genes can still
vary dramatically from one tissue to another For
example brg1 (alias smarca4) a protein associated
with the SwiSnf-like Brg1Brm-associated factors
(BAF) chromatin remodelling complex is expressed
in a broad range of tissues during development and
in the adult zebrafish However mutation of brg1leads to specific defects in the zebrafish heart [101]
and in retinal neurogenesis [102 103] Furthermore
disrupting the dosage balance between Brg1 and the
cardiac TF Tbx5 led to impaired heart development
in the mouse indicating that normal formation of
this tissue relies on precise levels of functional BAF
complexes These results highlight the importance of
ubiquitous chromatin remodelers in the acquisition
of specific cellular fates The fact that most TRs are
expressed ubiquitously emphasizes the importance of
combinatorial action with tissue-restricted factors as
well as that of post-translational and post-transcrip-
tional regulation
Thus data on the global repertoire of TRs and on
their expression during development are now com-
plementing the CRM and epigenetic modification
data In order to be able to model transcriptional
regulation during development these data will
have to be assembled into a global GRN This will
require large-scale functional analysis by perturbing
normal networks eg by creating mutants or other
loss of function phenotypes for particular regulators
or even for CRMs Such large-scale efforts might be
page 6 of 13 Ferg et al
built on smaller scale studies that were aimed at
understanding particular subprocesses of develop-
ment In the next paragraph we will discuss an
example of such a study that illustrates the experi-
mental advantages of the zebrafish model
GENEREGULATORYNETWORKSSPECIFYING ZEBRAFISHVENTRAL SPINALCORDNEURONSMany TFs act in specific cellular contexts thereby
addressing distinct downstream genes or GRNs
Frequently TFs are organized in pathways which
form a hierarchy of TF gene interactions The chal-
lenge is to understand these cascades and to link
the action of TFs to specific cellular outcomes The
vertebrate spinal cord offers well-studied examples
of how different cell types are specified by combin-
ations of TFs
The spinal cord is patterned along its dorsoventral
axis by antagonistic signalling interactions of the Shh
the bone morphogenetic protein and the Wnt path-
ways [104] In the ventral spinal cord the morpho-
gen Shh which is secreted from the underlying
notochord and the floor plate of the spinal cord
induces five distinct ventral neuronal subtypes via a
concentration gradient [105] Distinct concentrations
of Shh induce or repress the spatial expression of TFs
which belong predominantly to the homoeodomain
protein (HD) or basic helixndashloopndashhelix (bHLH)
families (Figure 2 [105]) Class II TFs are induced
while class I TFs are repressed by Shh (Figure 2C)
As a consequence of this Shh activity the five ventral
neural progenitor domains express each a specific
combination of TF genes (Figure 2A and B)
Further cross-repressive interactions between these
TF proteins sharply delineate the boundaries
between the ventral neuronal domains [106] These
progenitor domains will give rise to distinct popula-
tions of neuronal subtypes (Figure 2B) Close to the
ventral source of Shh V3 interneurons form fol-
lowed at a more dorsal position by motoneurons
(MNs) and then by V2 V1 and V0 interneurons
further dorsally (Figure 2B)
The Gli family of zinc finger transcription factors
mediates Hedgehog (Hh) signalling in all vertebrates
by activating or repressing the expression of down-
stream target genes [108] As is the case for mammals
zebrafish Shh is expressed in the notochord and floor
plate and specifies ventral spinal cord fates [109]
Most of the TFs expressed in the spinal cord of the
mouse that mark its distinct domains are expressed in
the zebrafish spinal cord in a similar dorsoventral
pattern (Figure 2A) It was therefore proposed that
gene regulatory networks underlying spinal cord
patterning are highly conserved during vertebrate
evolution [109]
One of the advantages of the zebrafish model
organism is the existence of a huge collection of
mutants for all major signalling pathways For
instance more than 10 zebrafish mutations have
been shown to affect different components of the
Shh signalling cascade [110] Analysis of zebrafish
mutants in Hh pathway components as well as
over-expression of Shh highlighted differences in
the requirement of Shh signalling in spinal cord
development in mouse and zebrafish embryos in
contrast to mouse Shh signalling zebrafish Hh
signalling appears to be partially dispensable for the
specification of some of the ventral neuronal sub-
types [106 111] In the total absence of Hh signalling
in maternal and zygotic smu mutants motoneuron
progenitors (pMN) are strongly reduced in numbers
and p3 progenitors are totally absent In contrast p2
p1 and p0 progenitors as well as the post-mitotic V2
V1 and V0v interneurons that develop from these
progenitor domains are present [111] These results
suggest that the activity of this signalling pathway in
zebrafish is primarily required for the specification of
the p3 progenitor domains As in mouse the expres-
sion of nkx22 and nkx29 genes in the p3 domain is
dependent on Hh signals secreted from the floor
plate and the notochord [111ndash115] The expression
of mouse Nkx22 and 29 and zebrafish nkx 22a and
29 is driven by conserved Shh responsive CRMs
which are bound by Gli factors [115ndash118] suggest-
ing that Hh directly regulates the expression of these
transcription factors In line with this hypothesis in
gli1(dtr) mutants the expression of the nkx2 genes is
greatly reduced while misexpression of Gli1 results
in ectopic induction of nkx29 Furthermore a con-
struct containing the Gli consensus binding site of
the nkx29 enhancer drives green fluorescent protein
(GFP) expression in the ventral neural tube and mu-
tation of this Gli-binding site abolishes GFP expres-
sion [115] In addition morpholino-mediated
knockdown of nkx2ab and nkx29 genes leads to an
expansion of olig2 expression which is a marker of
pMN into the p3 domain and abolishes the expres-
sion of the V3 marker sim1 (leucine zipperPAS
domain) [38] Thus zebrafish nkx2ab and nkx29
Gene regulatory networks and control of gene expression page 7 of 13
genes are required downstream of the Hh pathway
for the specification of the p3 domain and the pro-
duction of V3 interneurons and they contribute to
the correct dorsoventral positioning of the pMN
domain by repressing olig2 expression in a negative
cross-regulatory interaction similar as in the mouse
[105]
Taken together it appears that the transcription
factors and their role in the specification of different
progenitor domains and of post-mitotic interneurons
are largely conserved between mammals and zebra-
fish but that the signals required for the correct
spatial and temporal expression of these factors are
only partially maintained It has still to be determined
which other signals are required for the early expres-
sion of pMN p2 p1 and p0 progenitor domain
genes in the zebrafish [111]
Thus the patterns of expression of the TFs in the
mouse and zebrafish spinal cord are very similar and
the mechanisms underlying neuronal differentiation
appear to be conserved a conclusion also supported
by other studies [112 119 120] However expres-
sion of TFs is not necessarily always an indicator
of maintained function This is exemplified by the
GRNs controlling differentiation of two closely
related types of GABAergic interneurons the
KolmerndashAgdhur neurons KA0 and KA00 [38]
Homologues of these cells have so far not been
described in the mouse spinal cord In contrast to
other neurons in the spinal cord the cell bodies of
both KA interneuron types are positioned close to
the central canal into which they extend cilia [121]
KA0 cells are required for spontaneous free
swimming while the function of KA00 neurons is
unknown [122] The KA00 interneurons occupy a
ventral position and develop from the lateral floor
plate next to the progenitors of V3 interneurons
The KA0 cells reside at a more dorsal position and
arise from the motoneuron progenitor domain [38
123ndash125] The specification and formation of KA
interneurons involve the Notch and Hh signalling
pathways [38 123ndash125] KA00 interneurons in the
lateral floor express the TFs nkx22a nkx22bnkx29 tal2 gata2 and gata3 (Figure 3) The expres-
sion of tal2 gata2 and gata3 as well as of the GABA-
synthesizing enzyme glutamic acid decarboxylase 67(gad67) is shared between KA0 and KA00 cells
(Figure 3 [38 119]) The functional relationships
Figure 2 Schematic representation of the ventral spinal cord of mouse and zebrafish (A) TF genes expressedin the progenitor domains (p) of mouse (left) and zebrafish (right) The expression patterns of the TF genes in theprogenitors and post-mitotic interneurons of mouse and zebrafish are almost identical (B) Ventral progenitordomains and their corresponding post-mitotic neurons (C) Distinct concentrations of Shh induce the spatialexpression of class II genes or repress class I gene expression (left) Progenitor domain borders are refined andmaintained by negative cross-regulatory interactions among proteins which share common boundaries Negativecross-regulatory interaction can take place between class I and class II proteins or between proteins of the sameclass (centre) Specific combinations of homoeodomain transcription factor proteins in each progenitor domaindetermine the neuronal subtype (right) Figure modified from a previous study [107]
page 8 of 13 Ferg et al
of these factors and their role in the specification of
the two distinct KA interneuron subtypes were
investigated in a systematic knockdown approach
using morpholinos designed against each one of
these TFs [38] Differentiation of the correct
number of KA00 cells depends on the activity of
Nkx29 that acts in cooperation with Nkx22a and
b All three of these nkx2 genes are necessary for the
expression of the zinc finger transcription factor gata2and gata3 in KA00 cells Gata2 but not Gata3 is neces-
sary for expression of the bHLH transcription factor
tal2 that acts upstream of gad67 in KA00 cells
(Figure 3) The four genes tal2 gata2 gata3 gad67 are
also expressed in KA0 cells and they depend on the
bHLH transcription factor Olig2 rather than on
Nkx2 genes in these cells Curiously knock-down
of gata2 does not affect tal2 or gad67 expression in
KA0 cells (Figure 3) suggesting different functional
connections Expression of tal2 and gad67 is rather
dependent on Gata3 in these cells Moreover tal2although like gata2 it is expressed in KA0 inter-
neurons is not required for gad67 expression in
these cells (Figure 3) Hence the functional connec-
tions between the different regulatory genes differ in
the two KA cell types although gata2 and tal2 are
also expressed in KA0 cells they are dispensable for
gad67 expression in these cells Instead olig2 and
gata3 are required for the differentiation of gad67-expressing KA0 cells (Figure 3 [38])
These data suggest that the expression state of TFs
per se is not sufficient to determine the cell fate or
differentiation status of cells and that one would
need to know the complete expression repertoire
of TRs to predict the fate of a cell Also the post-
transcriptional and post-translational modifications of
the TRs might play a role as for instance the phos-
phorylation state of the Olig2 protein determines the
choice between the MN and the oligodendrocyte
cell fate [126 127] Even this information might
not be enough as the epigenetic history of the cell
might also play a role by determining which CRMs
are accessible to the TR combination present in it
CONCLUSIONSANDPERSPECTIVESOver the last 20 years zebrafish has become a valu-
able model organism to address questions of gene
regulation and regulatory networks This model has
been shown to be advantageous in reverse and
forward genetic screens in reporter assays to study
enhancerpromoter function as well as in ChIP
studies targeting histone modifications and TRs
thereby delivering the resources for an in-depth
analysis of GRNs The above described analysis of
KolmerndashAgdhur interneuron differentiation demon-
strated that although TFs can be expressed in two
specific cell types they do not necessarily have the
same regulatory function in both cell types It
simultaneously underlines the major advantage of
zebrafish the potential to easily and rapidly address
complex questions where the questions were actually
phrasedmdashin the organism The examples of cell
specification in a single organ which have been
presented here also demonstrate what would be
required to investigate the mechanisms underlying
TR on a global scale throughout development
A systematic knock out of TRs by the transcription
activator-like effector (TALE) [128] or CRISPR
CAS9 [129] systems would help to understand
their integration in GRNs TALEs could also be
utilized to identify and characterize CRMs
Depending on the fused effector nucleases can
excise CRMs while repressors and activators could
temporarily change the activity of the targeted
CRM(s) [130] Experiments like this could help to
Figure 3 Scheme outlining the regulatory inter-actions in KA00 and KA0 interneurons In KA0 cells(right) tal2 and gata2 are expressed but not requiredfor gad67 expression In contrast these two genes arenecessary for gad67 expression in KA00 cells In KA00
cells on the other hand gata3 is expressed but notfunctionally linked to gad67 The expression of TF genesin different cells does not necessarily reflect conservedfunction even in a case as described here where thesame downstream gene (gad67) is expressed in bothcell types
Gene regulatory networks and control of gene expression page 9 of 13
resolve how multiple CRM modules work together
to define the expression domains of a gene and
would demonstrate if a CRM identified in reporter
assays is actually required for accurate expression in a
given context The ENCODE project demonstrated
that functional enhancers can be identified by bind-
ing of TRs at distinct loci in multiple cell lines
A similarly systematic ChIP-seq study in zebrafish
might shed light on the changes of CRM TR occu-
pancy over time in development Provided the
availability of good antibodies TF-binding sites
could be discovered rapidly in fish In summary
the time is ready for a zebrafish ENCODE project
to systematically mine the embryo of this animal
system for regulatory interactions and to combine
these with expression states and systematic functional
studies of TRs
Key Points
CRMs are DNA sequences that regulate gene expression TRs modulate gene expression on the protein level by
interactionwith CRMs Gene regulatory networks are formed by a multi-layered
interaction of TRs with CRMs resulting in the precise regulationof gene expression
The midline composed of notochord and floor plate is anorganizing centre for the specification of neuronal fate in thespinal cord controlling complex gene regulatory networks
FUNDINGThe work in our laboratory was supported by
the EU IP ZF-Health FP7-Health-2009-242048
NeuroXsys Health-F4-2009 No 223262 the
Interreg network for synthetic biology in the
Upper Rhine valley (NSB-Upper Rhine) the
BMBF funded network Erasys Bio BMBF KZ
0315716 and the BioInterfaces programme of the
Helmholtz association
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4 Armant O Marz M Schmidt R et al Genome-widewhole mount in situ analysis of transcriptional regulatorsin zebrafish embryos Dev Biol 2013380(2)351ndash62
5 Vaquerizas JM Kummerfeld SK Teichmann SA et alA census of human transcription factors function expres-sion and evolution Nat Rev Genet 200910252ndash63
6 Davidson EH Emerging properties of animal gene regula-tory networks Nature 2010468911ndash20
7 Ettensohn CA Encoding anatomy Developmental generegulatory networks and morphogenesis Genesis 201351383ndash409
8 Peter IS Davidson EH Evolution of gene regulatorynetworks controlling body plan development Cell 2011144970ndash85
9 Bell AC West AG Felsenfeld G The protein CTCF isrequired for the enhancer blocking activity of vertebrateinsulators Cell 199998387ndash96
10 Handoko L Xu H Li G et al CTCF-mediated functionalchromatin interactome in pluripotent cells NatGenet 201143630ndash8
11 Parelho V Hadjur S Spivakov M et al Cohesins function-ally associate with CTCF on mammalian chromosomearms Cell 2008132422ndash33
12 Rubio ED Reiss DJ Welcsh PL et al CTCF physicallylinks cohesin to chromatin Proc Natl Acad Sci USA 20081058309ndash14
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16 McLellan AS Kealey T Langlands K An E box in the exon1 promoter regulates insulin-like growth factor-I expressionin differentiating muscle cells AmJPhysiol Cell Physiol 2006291C300ndash7
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23 Morey C Da Silva NR Perry P et al Nuclear reorganisa-tion and chromatin decondensation are conserved but
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distinct mechanisms linked to Hox gene activationDevelopment 2007134909ndash19
24 Butler JE Kadonaga JT The RNA polymerase II corepromoter a key component in the regulation of geneexpression Genes Dev 2002162583ndash92
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29 Goodrich JA Tjian R Unexpected roles for core promoterrecognition factors in cell-type-specific transcription andgene regulation Nat Rev Genet 201011549ndash58
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41 Chatterjee S Bourque G Lufkin T Conserved and non-conserved enhancers direct tissue specific transcription inancient germ layer specific developmental control genesBMCDev Biol 20111163
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determined binding sites of more than 100 transcription-related factors Genome Biol 201213R48
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46 Ellingsen S Laplante MA Konig M et al Large-scaleenhancer detection in the zebrafish genome Development20051323799ndash811
47 Levesque MP Krauss J Koehler C et al New tools forthe identification of developmentally regulated enhancerregions in embryonic and adult zebrafish Zebrafish 20131021ndash9
48 Aparicio S Chapman J Stupka E et al Whole-genomeshotgun assembly and analysis of the genome of Fugurubripes Science 20022971301ndash10
49 Lander ES Linton LM Birren B et al Initial sequenc-ing and analysis of the human genome Nature 2001409860ndash921
50 Venter JC Adams MD Myers EW et al The sequence ofthe human genome Science 20012911304ndash51
51 Pennacchio LA Rubin EM Genomic strategies to identifymammalian regulatory sequences Nat Rev Genet 20012100ndash9
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53 Sandelin A Bailey P Bruce S et al Arrays of ultra-conserved non-coding regions span the loci of key devel-opmental genes in vertebrate genomes BMC Genomics2004599
54 Woolfe A Goodson M Goode DK et al Highly conservednon-coding sequences are associated with vertebrate devel-opment PLoS Biol 20053e7
55 Bray N Dubchak I Pachter L AVID A global alignmentprogram GenomeRes 20031397ndash102
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68 Bernstein BE Kamal M Lindblad-Toh K et al Genomicmaps and comparative analysis of histone modifications inhuman and mouse Cell 2005120169ndash81
69 Heintzman ND Stuart RK Hon G et al Distinct andpredictive chromatin signatures of transcriptional promotersand enhancers in the human genome Nat Genet 200739311ndash8
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71 Rada-Iglesias A Bajpai R Swigut T et al A uniquechromatin signature uncovers early developmental enhan-cers in humans Nature 2011470279ndash83
72 Zentner GE Tesar PJ Scacheri PC Epigenetic signaturesdistinguish multiple classes of enhancers with distinctcellular functions Genome Res 2011211273ndash83
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74 Visel A Blow MJ Li Z et al ChIP-seq accurately predictstissue-specific activity of enhancers Nature 2009457854ndash8
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76 Wardle FC Odom DT Bell GW et al Zebrafish promotermicroarrays identify actively transcribed embryonic genesGenome Biol 20067R71
77 Bernstein BE Mikkelsen TS Xie X et al A bivalentchromatin structure marks key developmental genes inembryonic stem cells Cell 2006125315ndash26
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79 Kane DA Kimmel CB The zebrafish midblastula transitionDevelopment 1993119447ndash56
80 Vastenhouw NL Zhang Y Woods IG et al Chromatinsignature of embryonic pluripotency is established duringgenome activation Nature 2010464922ndash6
81 Bogdanovic O Fernandez-Minan A Tena JJ et alDynamics of enhancer chromatin signatures mark the
transition from pluripotency to cell specification duringembryogenesis Genome Res 2012222043ndash53
82 Blader P Lam CS Rastegar S et al Conserved andacquired features of neurogenin1 regulation Development20041315627ndash37
83 Rastegar S Hess I Dickmeis T et al The words of theregulatory code are arranged in a variable manner in highlyconserved enhancers Dev Biol 2008318366ndash77
84 Kim TK Hemberg M Gray JM et al Widespreadtranscription at neuronal activity-regulated enhancersNature 2010465182ndash7
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87 Wang KC Yang YW Liu B etal A long noncoding RNAmaintains active chromatin to coordinate homeotic geneexpression Nature 2011472120ndash4
88 Howe K Clark MD Torroja CF et al The zebrafishreference genome sequence and its relationship to thehuman genome Nature 2013496498ndash503
89 Hunter S Apweiler R Attwood TK et al InterPro theintegrative protein signature database Nucleic Acids Res200937D211ndash5
90 Domazet-Loso T Tautz D A phylogenetically basedtranscriptome age index mirrors ontogenetic divergencepatterns Nature 2010468815ndash8
91 Gordan R Murphy KF McCord RP et al Curatedcollection of yeast transcription factor DNA bindingspecificity data reveals novel structural and gene regulatoryinsights Genome Biol 201112R125
92 Taylor JS Braasch I Frickey T et al Genome duplicationa trait shared by 22000 species of ray-finned fish GenomeRes 200313382ndash90
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99 Kelly KF Daniel JM POZ for effectndashPOZ-ZF transcrip-tion factors in cancer and development Trends Cell Biol200616578ndash87
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101 Takeuchi JK Lou X Alexander JM et al Chromatinremodelling complex dosage modulates transcription
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factor function in heart development NatCommun 20112187
102 Link BA Fadool JM Malicki J et al The zebrafish youngmutation acts non-cell-autonomously to uncouple differ-entiation from specification for all retinal cells Development20001272177ndash88
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104 Le Dreau G Marti E Dorsal-ventral patterning of theneural tube a tale of three signals Dev Neurobiol 2012721471ndash81
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106 Briscoe J Ericson J Specification of neuronal fates in theventral neural tube Curr Opin Neurobiol 20011143ndash9
107 Jacob J Briscoe J Gli proteins and the control of spinal-cord patterning EMBORep 20034761ndash5
108 Hui CC Angers S Gli proteins in development anddisease Annu RevCell Dev Biol 201127513ndash37
109 Lewis KE How do genes regulate simple behavioursUnderstanding how different neurons in the vertebratespinal cord are genetically specified PhilosTrans RSoc LondB Biol Sci 200636145ndash66
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111 England S Batista MF Mich JK et al Roles of Hedgehogpathway components and retinoic acid signalling in spe-cifying zebrafish ventral spinal cord neurons Development20111385121ndash34
112 Barth KA Wilson SW Expression of zebrafish nk22 isinfluenced by sonic hedgehogvertebrate hedgehog-1and demarcates a zone of neuronal differentiation in theembryonic forebrain Development 19951211755ndash68
113 Guner B Karlstrom RO Cloning of zebrafish nkx62 anda comprehensive analysis of the conserved transcriptionalresponse to HedgehogGli signaling in the zebrafish neuraltube Gene Expr Patterns 20077596ndash605
114 Schafer M Kinzel D Neuner C et al Hedgehog andretinoid signalling confines nkx22b expression to thelateral floor plate of the zebrafish trunk Mech Dev 200512243ndash56
115 Xu J Srinivas BP Tay SY et al Genomewide expressionprofiling in the zebrafish embryo identifies target genes
regulated by Hedgehog signaling during vertebratedevelopment Genetics 2006174735ndash52
116 Oosterveen T Kurdija S Alekseenko Z et al Mechanisticdifferences in the transcriptional interpretation of localand long-range Shh morphogen signaling Dev Cell 2012231006ndash19
117 Peterson KA Nishi Y Ma W et al Neural-specific Sox2input and differential Gli-binding affinity provide contextand positional information in Shh-directed neural pattern-ing Genes Dev 2012262802ndash16
118 Vokes SA Ji H McCuine S et al Genomic characteriza-tion of Gli-activator targets in sonic hedgehog-mediatedneural patterning Development 20071341977ndash89
119 Batista MF Jacobstein J Lewis KE Zebrafish V2 cellsdevelop into excitatory CiD and Notch signallingdependent inhibitory VeLD interneurons Dev Biol 2008322263ndash75
120 Kimura Y Satou C Higashijima S V2a and V2b neuronsare generated by the final divisions of pair-producingprogenitors in the zebrafish spinal cord Development20081353001ndash5
121 Park HC Shin J Appel B Spatial and temporal regulationof ventral spinal cord precursor specification by Hedgehogsignaling Development 20041315959ndash69
122 Wyart C Del Bene F Warp E etal Optogenetic dissectionof a behavioural module in the vertebrate spinal cordNature 2009461407ndash10
123 Schafer M Kinzel D Winkler C Discontinuous organiza-tion and specification of the lateral floor plate in zebrafishDev Biol 2007301117ndash29
124 Shin J Park HC Topczewska JM et al Neural cell fateanalysis in zebrafish using olig2 BAC transgenics MethodsCell Sci 2003257ndash14
125 Huang P Xiong F Megason SG et al Attenuationof Notch and Hedgehog signaling is required for fate spe-cification in the spinal cord PLoSGenet 20128e1002762
126 Li H de Faria JP Andrew P et al Phosphorylationregulates OLIG2 cofactor choice and the motor neuron-oligodendrocyte fate switch Neuron 201169918ndash29
127 Sun Y Meijer DH Alberta JA et al Phosphorylation stateof Olig2 regulates proliferation of neural progenitorsNeuron 201169906ndash17
128 Christian M Cermak T Doyle EL et al Targeting DNAdouble-strand breaks with TAL effector nucleases Genetics2010186757ndash61
129 Jinek M Chylinski K Fonfara I et al A programmabledual-RNA-guided DNA endonuclease in adaptive bacter-ial immunity Science 2012337816ndash21
130 Crocker J Stern DL TALE-mediated modulation of tran-scriptional enhancers in vivo NatMethods 201310762ndash7
Gene regulatory networks and control of gene expression page 13 of 13
secure precise timing of the activation of develop-
mental regulators [80]
Combining H3K4me1 and H3K4me3 profiles
signatures of active enhancers (H3K4me1) and
active promoters (H3K4me3) in combination with
the readily available expression data in zebrafish
helped to computationally identify putative cis-regulatory sequences [39] The generation of gen-
omic tracks of H3K4me3 H3K4me1 and H3K27ac
histone modifications at four developmental time-
points of zebrafish embryogenesis lead to the
identification of 50 000 potential cis-regulatory
elements operating during the first 48 h of zebrafish
development a wealth of data that will help to
deduce regulatory networks on the DNA sequence
level [81]
Although many data are now available on
the location of putative CRMs involved in embry-
onic development a systematic analysis of the func-
tion of CRMs has not yet been carried out on a large
scale in zebrafish One crucial question is how con-
served the functions of the CRMs encoded in
HCNEs are Case studies illustrated several possibili-
ties For example the lateral stripe enhancer of the
neurogenin1 gene retained its function for about 395
million years of evolution as it drives expression in
the dorsal telencephalon of both mouse and zebrafish
[82] In contrast the function of CRMs in the shhgene that are conserved between mouse and zebra-
fish seems to have changed the zebrafish sonic hedge-hog (shh) enhancer ar-C directs mainly notochord
expression in zebrafish embryos and also functions
in the midline of mouse embryos However the
mouse enhancer SFPE2 which exhibits sequence
similarity with zebrafish ar-C is floor plate-specific
in the mouse and not functional in zebrafish
Another important question is why CRMs of
developmental regulators show higher sequence
conservation than CRMs of other genes why do
not all conserved sequences have an obvious
function Why are not all functional CRMs highly
conserved Moreover it is more than questionable
whether up to 90 conservation is necessary to
maintain the binding of the same TFs given the
degeneracy of the recognition sequences of many
TFs In fact functional dissection of five notochord
enhancers with evolutionarily conserved sequences
revealed two short DNA elements mediating noto-
chord expression However these elements were
embedded within the conserved sequences of
the five enhancers in an almost random fashion
suggesting that the conservation of the sequence is
only indirectly linked to binding of TFs [83] The
findings that non-coding RNAs bi-directionally
transcribed on enhancers (eRNAs) [84] significantly
increase promoterndashenhancer interactions [85] and
that activating ncRNAs (ncRNA-a) play an import-
ant role in establishing and maintaining chromatin
structure [86 87] opened up a new chapter in cis-regulation of gene expression and might help to
answer some of these questions
Taken together analysis of CRMs of the zebrafish
genome now provides a framework to understand
precisely how classes of CRMs are composed how
they interact with epigenetic marks and why some
of them are conserved across large evolutionary
distances More functional analyses will be required
and one important element of these is knowledge
about which transcriptional regulators interact with
the CRMs
CHARACTERIZATIONOF THETRANSCRIPTIONALREGULATORYREPERTOIREOFTHE ZEBRAFISH GENOMEThe availability of the entire zebrafish genome
sequence [88] and the elucidation of its gene struc-
tures by computational means to identify or predict
TSSs exonintron structure UTRs protein
domains and regulatory elements provides a rich
resource to mine genomes for genes involved in
transcriptional regulation The InterPro database
provides a resource of functional annotation on pro-
teins by classifying them into families It compiles
protein signatures from a number of databases
thereby integrating all data into a unique searchable
resource [89] A thorough search of the InterPro
protein domains led to the selection of 483 domains
associated with transcriptional regulation activities
(Figure 1A) Mining the zebrafish genome for
genes encoding at least one protein domain linked
to transcriptional regulation revealed 3302 genes
including TFs with specific DNA binding domains
genes involved in chromatin modification and factors
of the general transcriptional machinery (Figure 1B)
Of these 2488 TR genes can be detected reliably by
deep sequencing (349 million 76 bp long paired-end
reads) of mRNA isolated from 24 h post-fertilization
(hpf) embryos This suggests that nearly 75 of the
TR gene repertoire of the zebrafish is expressed at a
significant level at 24 hpf [4] a stage of particular
page 4 of 13 Ferg et al
importance as it represents the evolutionarily con-
served phylotypic stage of this model organism
[90] The remaining TR genes may be expressed at
very low levels below the detection limit or at later
stages or only under certain physiological conditions
Of the 3302 TR genes detected in the zebrafish
genome 2677 genes can be assigned to the TF sub-
class of TRs Precedent analysis of human and mouse
genomes suggested that 1500ndash2000 genomic loci
encode DNA-binding TFs [5] roughly 10 times
Figure 1 Zebrafish transcriptional regulators (A) InterPro protein domains specific to transcriptional regulationThe number of protein domains specific for each category of TR (transcription factor chromatin remodellingbasal transcriptional machinery) is indicated (InterPro release 19) (B) The number of genomic loci encoding geneswith at least one domain functionally linked to transcriptional control are indicated for each category (Zv9 assemblyEnsembl version 60 annotation) (C) Expression patterns of chromatin remodellers of the BTBPOZ family in24 hpf embryos bach2 and zbtb46 are expressed in the telencephalon the zbtb16 homologue is expressed in thewhole spinal cord and the posterior tuberculum in the diencephalon zbtb43 is expressed in the retina and thetectum and btbd6a is expressed in the epiphysis the telencephalon the hindbrain and the spinal cord while its para-logue btbd6b is expressed in the somites the telencephalon and other parts of the fore- and midbrain hic1 andbcl6b are expressed in the vascular system of the trunk and the head whereas the bcl6b homologue is expressedonly in the vascular system of the head
Gene regulatory networks and control of gene expression page 5 of 13
the size of the TF repertoire of the yeast Saccharomycescerevisiae (200ndash350 loci) [91] However the fraction
of the total number of genes that encode TFs does
not increase that much as only a 2-fold increase is
observed from yeast (4 TF genes) to human (8)
In zebrafish 9 of all genes encode TFs slightly
more compared with other vertebrates This might
be due to the additional genome duplication during
the evolution of teleost fishes [92] The increased
number of encoded TF genes alone cannot explain
the enormous complexity of the vertebrate body
with many distinct cell types and complex body
functions compared to unicellular organisms such
as yeast The differences seem to lie mainly in the
combinatorial action of TRs as well as in specific
post-transcriptional and post-translational modifica-
tions that will give alternative outputs in different
cellular contexts [93ndash95]
The precise spatiotemporal expression of many
TR genes is essential for normal vertebrate develop-
ment In a systematic analysis of expression of 1711
TR genes in the 24 hpf zebrafish embryo around
200 TR genes were found to be expressed in a single
tissue whereas the vast majority of TRs (nfrac14 1504)
were detected either in multiple tissues or ubiqui-
tously The highly restricted expression pattern of
these 200 TR genes makes them prime candidates
for functional studies This group of tissue-specific
genes is highly enriched for TFs (82 nfrac14 207) [4]
The central nervous system and specifically the
spinal cord and telencephalon express a majority of
the TR genes (60 of the TRs analysed by in situhybridization) A significant correlation of genes co-
expressed in different tissues was observed in a few
brain regions including the ectodermally derived
cranial sensory ganglia (otic vesicle and olfactory
bulb) and several forebrain structures as well as the
retina and the tectum [4] Interestingly retina and
tectum are functionally coupled by topographical
projections of retinal axons into the tectum
However at a global level there was no extensive
co-expression of specific TRs in multiple tissues at 24
hpf This is in contrast to the components of cell
signalling pathways which are frequently organized
into synexpression groups [96 97] Together these
results show that there is no extensive overlap be-
tween the TR expression patterns This suggests a
high flexibility in the combination of different factors
in order to generate alternative regulatory outputs
Genes encoding general TFs and chromatin
remodelling proteins are usually ubiquitously
expressed at 24 hpf with the exception of the
BTBndashPOZ family (named after Broad complex
Tramtrack and Bric a bracpoxviruses and zinc
finger) A significant proportion of these genes (38
out of the 118 mapped genes) have expression pat-
terns restricted to the somites and the central nervous
system The BTBPOZ domain is an evolutionary
conserved domain involved in proteinndashprotein inter-
actions leading to dimerization Proteins containing
both the BTBPOZ domain and C2H2 zinc finger
DNA-binding domain have been shown to promote
transcriptional repression through the recruitment of
co-repressor proteins such as histone deacetylase
(HDAC) N-CoR and SMRT [98ndash100] Six genes
of the BTBPOZ family are expressed in parts of the
nervous system of the 24 hpf zebrafish embryos
(Figure 1C) The tissue-restricted expression of these
TR genes suggests that some members of the BTB
POZmdashzinc finger family may control cellular differ-
entiation during embryogenesis possibly by the re-
cruitment of transcriptional repressors such as HDACs
Functions of ubiquitously expressed genes can still
vary dramatically from one tissue to another For
example brg1 (alias smarca4) a protein associated
with the SwiSnf-like Brg1Brm-associated factors
(BAF) chromatin remodelling complex is expressed
in a broad range of tissues during development and
in the adult zebrafish However mutation of brg1leads to specific defects in the zebrafish heart [101]
and in retinal neurogenesis [102 103] Furthermore
disrupting the dosage balance between Brg1 and the
cardiac TF Tbx5 led to impaired heart development
in the mouse indicating that normal formation of
this tissue relies on precise levels of functional BAF
complexes These results highlight the importance of
ubiquitous chromatin remodelers in the acquisition
of specific cellular fates The fact that most TRs are
expressed ubiquitously emphasizes the importance of
combinatorial action with tissue-restricted factors as
well as that of post-translational and post-transcrip-
tional regulation
Thus data on the global repertoire of TRs and on
their expression during development are now com-
plementing the CRM and epigenetic modification
data In order to be able to model transcriptional
regulation during development these data will
have to be assembled into a global GRN This will
require large-scale functional analysis by perturbing
normal networks eg by creating mutants or other
loss of function phenotypes for particular regulators
or even for CRMs Such large-scale efforts might be
page 6 of 13 Ferg et al
built on smaller scale studies that were aimed at
understanding particular subprocesses of develop-
ment In the next paragraph we will discuss an
example of such a study that illustrates the experi-
mental advantages of the zebrafish model
GENEREGULATORYNETWORKSSPECIFYING ZEBRAFISHVENTRAL SPINALCORDNEURONSMany TFs act in specific cellular contexts thereby
addressing distinct downstream genes or GRNs
Frequently TFs are organized in pathways which
form a hierarchy of TF gene interactions The chal-
lenge is to understand these cascades and to link
the action of TFs to specific cellular outcomes The
vertebrate spinal cord offers well-studied examples
of how different cell types are specified by combin-
ations of TFs
The spinal cord is patterned along its dorsoventral
axis by antagonistic signalling interactions of the Shh
the bone morphogenetic protein and the Wnt path-
ways [104] In the ventral spinal cord the morpho-
gen Shh which is secreted from the underlying
notochord and the floor plate of the spinal cord
induces five distinct ventral neuronal subtypes via a
concentration gradient [105] Distinct concentrations
of Shh induce or repress the spatial expression of TFs
which belong predominantly to the homoeodomain
protein (HD) or basic helixndashloopndashhelix (bHLH)
families (Figure 2 [105]) Class II TFs are induced
while class I TFs are repressed by Shh (Figure 2C)
As a consequence of this Shh activity the five ventral
neural progenitor domains express each a specific
combination of TF genes (Figure 2A and B)
Further cross-repressive interactions between these
TF proteins sharply delineate the boundaries
between the ventral neuronal domains [106] These
progenitor domains will give rise to distinct popula-
tions of neuronal subtypes (Figure 2B) Close to the
ventral source of Shh V3 interneurons form fol-
lowed at a more dorsal position by motoneurons
(MNs) and then by V2 V1 and V0 interneurons
further dorsally (Figure 2B)
The Gli family of zinc finger transcription factors
mediates Hedgehog (Hh) signalling in all vertebrates
by activating or repressing the expression of down-
stream target genes [108] As is the case for mammals
zebrafish Shh is expressed in the notochord and floor
plate and specifies ventral spinal cord fates [109]
Most of the TFs expressed in the spinal cord of the
mouse that mark its distinct domains are expressed in
the zebrafish spinal cord in a similar dorsoventral
pattern (Figure 2A) It was therefore proposed that
gene regulatory networks underlying spinal cord
patterning are highly conserved during vertebrate
evolution [109]
One of the advantages of the zebrafish model
organism is the existence of a huge collection of
mutants for all major signalling pathways For
instance more than 10 zebrafish mutations have
been shown to affect different components of the
Shh signalling cascade [110] Analysis of zebrafish
mutants in Hh pathway components as well as
over-expression of Shh highlighted differences in
the requirement of Shh signalling in spinal cord
development in mouse and zebrafish embryos in
contrast to mouse Shh signalling zebrafish Hh
signalling appears to be partially dispensable for the
specification of some of the ventral neuronal sub-
types [106 111] In the total absence of Hh signalling
in maternal and zygotic smu mutants motoneuron
progenitors (pMN) are strongly reduced in numbers
and p3 progenitors are totally absent In contrast p2
p1 and p0 progenitors as well as the post-mitotic V2
V1 and V0v interneurons that develop from these
progenitor domains are present [111] These results
suggest that the activity of this signalling pathway in
zebrafish is primarily required for the specification of
the p3 progenitor domains As in mouse the expres-
sion of nkx22 and nkx29 genes in the p3 domain is
dependent on Hh signals secreted from the floor
plate and the notochord [111ndash115] The expression
of mouse Nkx22 and 29 and zebrafish nkx 22a and
29 is driven by conserved Shh responsive CRMs
which are bound by Gli factors [115ndash118] suggest-
ing that Hh directly regulates the expression of these
transcription factors In line with this hypothesis in
gli1(dtr) mutants the expression of the nkx2 genes is
greatly reduced while misexpression of Gli1 results
in ectopic induction of nkx29 Furthermore a con-
struct containing the Gli consensus binding site of
the nkx29 enhancer drives green fluorescent protein
(GFP) expression in the ventral neural tube and mu-
tation of this Gli-binding site abolishes GFP expres-
sion [115] In addition morpholino-mediated
knockdown of nkx2ab and nkx29 genes leads to an
expansion of olig2 expression which is a marker of
pMN into the p3 domain and abolishes the expres-
sion of the V3 marker sim1 (leucine zipperPAS
domain) [38] Thus zebrafish nkx2ab and nkx29
Gene regulatory networks and control of gene expression page 7 of 13
genes are required downstream of the Hh pathway
for the specification of the p3 domain and the pro-
duction of V3 interneurons and they contribute to
the correct dorsoventral positioning of the pMN
domain by repressing olig2 expression in a negative
cross-regulatory interaction similar as in the mouse
[105]
Taken together it appears that the transcription
factors and their role in the specification of different
progenitor domains and of post-mitotic interneurons
are largely conserved between mammals and zebra-
fish but that the signals required for the correct
spatial and temporal expression of these factors are
only partially maintained It has still to be determined
which other signals are required for the early expres-
sion of pMN p2 p1 and p0 progenitor domain
genes in the zebrafish [111]
Thus the patterns of expression of the TFs in the
mouse and zebrafish spinal cord are very similar and
the mechanisms underlying neuronal differentiation
appear to be conserved a conclusion also supported
by other studies [112 119 120] However expres-
sion of TFs is not necessarily always an indicator
of maintained function This is exemplified by the
GRNs controlling differentiation of two closely
related types of GABAergic interneurons the
KolmerndashAgdhur neurons KA0 and KA00 [38]
Homologues of these cells have so far not been
described in the mouse spinal cord In contrast to
other neurons in the spinal cord the cell bodies of
both KA interneuron types are positioned close to
the central canal into which they extend cilia [121]
KA0 cells are required for spontaneous free
swimming while the function of KA00 neurons is
unknown [122] The KA00 interneurons occupy a
ventral position and develop from the lateral floor
plate next to the progenitors of V3 interneurons
The KA0 cells reside at a more dorsal position and
arise from the motoneuron progenitor domain [38
123ndash125] The specification and formation of KA
interneurons involve the Notch and Hh signalling
pathways [38 123ndash125] KA00 interneurons in the
lateral floor express the TFs nkx22a nkx22bnkx29 tal2 gata2 and gata3 (Figure 3) The expres-
sion of tal2 gata2 and gata3 as well as of the GABA-
synthesizing enzyme glutamic acid decarboxylase 67(gad67) is shared between KA0 and KA00 cells
(Figure 3 [38 119]) The functional relationships
Figure 2 Schematic representation of the ventral spinal cord of mouse and zebrafish (A) TF genes expressedin the progenitor domains (p) of mouse (left) and zebrafish (right) The expression patterns of the TF genes in theprogenitors and post-mitotic interneurons of mouse and zebrafish are almost identical (B) Ventral progenitordomains and their corresponding post-mitotic neurons (C) Distinct concentrations of Shh induce the spatialexpression of class II genes or repress class I gene expression (left) Progenitor domain borders are refined andmaintained by negative cross-regulatory interactions among proteins which share common boundaries Negativecross-regulatory interaction can take place between class I and class II proteins or between proteins of the sameclass (centre) Specific combinations of homoeodomain transcription factor proteins in each progenitor domaindetermine the neuronal subtype (right) Figure modified from a previous study [107]
page 8 of 13 Ferg et al
of these factors and their role in the specification of
the two distinct KA interneuron subtypes were
investigated in a systematic knockdown approach
using morpholinos designed against each one of
these TFs [38] Differentiation of the correct
number of KA00 cells depends on the activity of
Nkx29 that acts in cooperation with Nkx22a and
b All three of these nkx2 genes are necessary for the
expression of the zinc finger transcription factor gata2and gata3 in KA00 cells Gata2 but not Gata3 is neces-
sary for expression of the bHLH transcription factor
tal2 that acts upstream of gad67 in KA00 cells
(Figure 3) The four genes tal2 gata2 gata3 gad67 are
also expressed in KA0 cells and they depend on the
bHLH transcription factor Olig2 rather than on
Nkx2 genes in these cells Curiously knock-down
of gata2 does not affect tal2 or gad67 expression in
KA0 cells (Figure 3) suggesting different functional
connections Expression of tal2 and gad67 is rather
dependent on Gata3 in these cells Moreover tal2although like gata2 it is expressed in KA0 inter-
neurons is not required for gad67 expression in
these cells (Figure 3) Hence the functional connec-
tions between the different regulatory genes differ in
the two KA cell types although gata2 and tal2 are
also expressed in KA0 cells they are dispensable for
gad67 expression in these cells Instead olig2 and
gata3 are required for the differentiation of gad67-expressing KA0 cells (Figure 3 [38])
These data suggest that the expression state of TFs
per se is not sufficient to determine the cell fate or
differentiation status of cells and that one would
need to know the complete expression repertoire
of TRs to predict the fate of a cell Also the post-
transcriptional and post-translational modifications of
the TRs might play a role as for instance the phos-
phorylation state of the Olig2 protein determines the
choice between the MN and the oligodendrocyte
cell fate [126 127] Even this information might
not be enough as the epigenetic history of the cell
might also play a role by determining which CRMs
are accessible to the TR combination present in it
CONCLUSIONSANDPERSPECTIVESOver the last 20 years zebrafish has become a valu-
able model organism to address questions of gene
regulation and regulatory networks This model has
been shown to be advantageous in reverse and
forward genetic screens in reporter assays to study
enhancerpromoter function as well as in ChIP
studies targeting histone modifications and TRs
thereby delivering the resources for an in-depth
analysis of GRNs The above described analysis of
KolmerndashAgdhur interneuron differentiation demon-
strated that although TFs can be expressed in two
specific cell types they do not necessarily have the
same regulatory function in both cell types It
simultaneously underlines the major advantage of
zebrafish the potential to easily and rapidly address
complex questions where the questions were actually
phrasedmdashin the organism The examples of cell
specification in a single organ which have been
presented here also demonstrate what would be
required to investigate the mechanisms underlying
TR on a global scale throughout development
A systematic knock out of TRs by the transcription
activator-like effector (TALE) [128] or CRISPR
CAS9 [129] systems would help to understand
their integration in GRNs TALEs could also be
utilized to identify and characterize CRMs
Depending on the fused effector nucleases can
excise CRMs while repressors and activators could
temporarily change the activity of the targeted
CRM(s) [130] Experiments like this could help to
Figure 3 Scheme outlining the regulatory inter-actions in KA00 and KA0 interneurons In KA0 cells(right) tal2 and gata2 are expressed but not requiredfor gad67 expression In contrast these two genes arenecessary for gad67 expression in KA00 cells In KA00
cells on the other hand gata3 is expressed but notfunctionally linked to gad67 The expression of TF genesin different cells does not necessarily reflect conservedfunction even in a case as described here where thesame downstream gene (gad67) is expressed in bothcell types
Gene regulatory networks and control of gene expression page 9 of 13
resolve how multiple CRM modules work together
to define the expression domains of a gene and
would demonstrate if a CRM identified in reporter
assays is actually required for accurate expression in a
given context The ENCODE project demonstrated
that functional enhancers can be identified by bind-
ing of TRs at distinct loci in multiple cell lines
A similarly systematic ChIP-seq study in zebrafish
might shed light on the changes of CRM TR occu-
pancy over time in development Provided the
availability of good antibodies TF-binding sites
could be discovered rapidly in fish In summary
the time is ready for a zebrafish ENCODE project
to systematically mine the embryo of this animal
system for regulatory interactions and to combine
these with expression states and systematic functional
studies of TRs
Key Points
CRMs are DNA sequences that regulate gene expression TRs modulate gene expression on the protein level by
interactionwith CRMs Gene regulatory networks are formed by a multi-layered
interaction of TRs with CRMs resulting in the precise regulationof gene expression
The midline composed of notochord and floor plate is anorganizing centre for the specification of neuronal fate in thespinal cord controlling complex gene regulatory networks
FUNDINGThe work in our laboratory was supported by
the EU IP ZF-Health FP7-Health-2009-242048
NeuroXsys Health-F4-2009 No 223262 the
Interreg network for synthetic biology in the
Upper Rhine valley (NSB-Upper Rhine) the
BMBF funded network Erasys Bio BMBF KZ
0315716 and the BioInterfaces programme of the
Helmholtz association
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Deletion of a remote enhancer near ATOH7 disrupts retinalneurogenesis causing NCRNA disease Nat Neurosci 201114578ndash86
2 Lee TI Young RA Transcriptional regulation and itsmisregulation in disease Cell 20131521237ndash51
3 Lettice LA Horikoshi T Heaney SJ et al Disruption ofa long-range cis-acting regulator for Shh causes preaxialpolydactyly Proc Natl Acad Sci USA 2002997548ndash53
4 Armant O Marz M Schmidt R et al Genome-widewhole mount in situ analysis of transcriptional regulatorsin zebrafish embryos Dev Biol 2013380(2)351ndash62
5 Vaquerizas JM Kummerfeld SK Teichmann SA et alA census of human transcription factors function expres-sion and evolution Nat Rev Genet 200910252ndash63
6 Davidson EH Emerging properties of animal gene regula-tory networks Nature 2010468911ndash20
7 Ettensohn CA Encoding anatomy Developmental generegulatory networks and morphogenesis Genesis 201351383ndash409
8 Peter IS Davidson EH Evolution of gene regulatorynetworks controlling body plan development Cell 2011144970ndash85
9 Bell AC West AG Felsenfeld G The protein CTCF isrequired for the enhancer blocking activity of vertebrateinsulators Cell 199998387ndash96
10 Handoko L Xu H Li G et al CTCF-mediated functionalchromatin interactome in pluripotent cells NatGenet 201143630ndash8
11 Parelho V Hadjur S Spivakov M et al Cohesins function-ally associate with CTCF on mammalian chromosomearms Cell 2008132422ndash33
12 Rubio ED Reiss DJ Welcsh PL et al CTCF physicallylinks cohesin to chromatin Proc Natl Acad Sci USA 20081058309ndash14
13 Banerji J Olson L Schaffner W A lymphocyte-specific cel-lular enhancer is located downstream of the joining region inimmunoglobulin heavy chain genes Cell 198333729ndash40
14 Banerji J Rusconi S Schaffner W Expression of a beta-globin gene is enhanced by remote SV40 DNA sequencesCell 198127299ndash308
15 Tumpel S Cambronero F Sims C et al A regulatorymodule embedded in the coding region of Hoxa2 controlsexpression in rhombomere 2 Proc Natl Acad Sci USA 200810520077ndash82
16 McLellan AS Kealey T Langlands K An E box in the exon1 promoter regulates insulin-like growth factor-I expressionin differentiating muscle cells AmJPhysiol Cell Physiol 2006291C300ndash7
17 Lettice LA Heaney SJ Purdie LA et al A long-range Shhenhancer regulates expression in the developing limb andfin and is associated with preaxial polydactyly Hum MolGenet 2003121725ndash35
18 Li Q Barkess G Qian H Chromatin looping and theprobability of transcription Trends Genet 200622197ndash202
19 Carter D Chakalova L Osborne CS et al Long-rangechromatin regulatory interactions in vivo Nat Genet 200232623ndash6
20 Chambeyron S Bickmore WA Chromatin decondensationand nuclear reorganization of the HoxB locus upon induc-tion of transcription Genes Dev 2004181119ndash30
21 Su W Porter S Kustu S et al DNA-looping and enhanceractivity association between DNA-bound NtrC activatorand RNA polymerase at the bacterial glnA promoterProc Natl Acad Sci USA 1990875504ndash8
22 Guo Y Monahan K Wu H etal CTCFcohesin-mediatedDNA looping is required for protocadherin alpha promoterchoice Proc Natl Acad Sci USA 201210921081ndash6
23 Morey C Da Silva NR Perry P et al Nuclear reorganisa-tion and chromatin decondensation are conserved but
page 10 of 13 Ferg et al
distinct mechanisms linked to Hox gene activationDevelopment 2007134909ndash19
24 Butler JE Kadonaga JT The RNA polymerase II corepromoter a key component in the regulation of geneexpression Genes Dev 2002162583ndash92
25 Kadonaga JT Perspectives on the RNA polymerase II corepromoter Wiley Interdiscip Rev Dev Biol 2012140ndash51
26 Juven-Gershon T Kadonaga JT Regulation of geneexpression via the core promoter and the basal transcrip-tional machinery Dev Biol 2010339225ndash9
27 Thomas MC Chiang CM The general transcriptionmachinery and general cofactors Crit Rev Biochem Mol Biol200641105ndash78
28 Muller F Tora L The multicoloured world of promoterrecognition complexes EMBOJ 2004232ndash8
29 Goodrich JA Tjian R Unexpected roles for core promoterrecognition factors in cell-type-specific transcription andgene regulation Nat Rev Genet 201011549ndash58
30 Espinosa JM Verdun RE Emerson BM p53 functionsthrough stress- and promoter-specific recruitment oftranscription initiation components before and after DNAdamage Mol Cell 2003121015ndash27
31 Gehrig J Reischl M Kalmar E et al Automated high-throughput mapping of promoter-enhancer interactions inzebrafish embryos NatMethods 20096911ndash6
32 Maston GA Evans SK Green MR Transcriptional regula-tory elements in the human genome Annu Rev GenomicsHumGenet 2006729ndash59
33 Raab JR Kamakaka RT Insulators and promoters closerthan we think Nat RevGenet 201011439ndash46
34 Kolovos P Knoch TA Grosveld FG et al Enhancers andsilencers an integrated and simple model for their functionEpigenetics Chromatin 201251
35 Ferg M Sanges R Gehrig J et al The TATA-bindingprotein regulates maternal mRNA degradation and differ-ential zygotic transcription in zebrafish EMBO J 2007263945ndash56
36 Guo S Yamaguchi Y Schilbach S et al A regulator oftranscriptional elongation controls vertebrate neuronaldevelopment Nature 2000408366ndash9
37 Morley RH Lachani K Keefe D et al A gene regulatorynetwork directed by zebrafish No tail accounts for its rolesin mesoderm formation Proc Natl Acad Sci USA 20091063829ndash34
38 Yang L Rastegar S Strahle U Regulatory interactionsspecifying Kolmer-Agduhr interneurons Development20101372713ndash22
39 Aday AW Zhu LJ Lakshmanan A etal Identification of cisregulatory features in the embryonic zebrafish genomethrough large-scale profiling of H3K4me1 and H3K4me3binding sites Dev Biol 2011357450ndash62
40 Ariza-Cosano A Visel A Pennacchio LA et al Differencesin enhancer activity in mouse and zebrafish reporter assaysare often associated with changes in gene expression BMCGenomics 201213713
41 Chatterjee S Bourque G Lufkin T Conserved and non-conserved enhancers direct tissue specific transcription inancient germ layer specific developmental control genesBMCDev Biol 20111163
42 Yip KY Cheng C Bhardwaj N et al Classification ofhuman genomic regions based on experimentally
determined binding sites of more than 100 transcription-related factors Genome Biol 201213R48
43 Tamplin OJ Cox BJ Rossant J Integrated microarray andChIP analysis identifies multiple Foxa2 dependent targetgenes in the notochord Dev Biol 2011360415ndash25
44 Ritter DI Dong Z Guo S et al Transcriptional enhancersin protein-coding exons of vertebrate developmental genesPLoSOne 20127e35202
45 Smith RP Riesenfeld SJ Holloway AK et al A compactin vivo screen of all 6-mers reveals drivers of tissue-specificexpression and guides synthetic regulatory element designGenome Biol 201314R72
46 Ellingsen S Laplante MA Konig M et al Large-scaleenhancer detection in the zebrafish genome Development20051323799ndash811
47 Levesque MP Krauss J Koehler C et al New tools forthe identification of developmentally regulated enhancerregions in embryonic and adult zebrafish Zebrafish 20131021ndash9
48 Aparicio S Chapman J Stupka E et al Whole-genomeshotgun assembly and analysis of the genome of Fugurubripes Science 20022971301ndash10
49 Lander ES Linton LM Birren B et al Initial sequenc-ing and analysis of the human genome Nature 2001409860ndash921
50 Venter JC Adams MD Myers EW et al The sequence ofthe human genome Science 20012911304ndash51
51 Pennacchio LA Rubin EM Genomic strategies to identifymammalian regulatory sequences Nat Rev Genet 20012100ndash9
52 Plessy C Dickmeis T Chalmel F et al Enhancersequence conservation between vertebrates is favouredin developmental regulator genes Trends Genet 200521207ndash10
53 Sandelin A Bailey P Bruce S et al Arrays of ultra-conserved non-coding regions span the loci of key devel-opmental genes in vertebrate genomes BMC Genomics2004599
54 Woolfe A Goodson M Goode DK et al Highly conservednon-coding sequences are associated with vertebrate devel-opment PLoS Biol 20053e7
55 Bray N Dubchak I Pachter L AVID A global alignmentprogram GenomeRes 20031397ndash102
56 Brudno M Do CB Cooper GM et al LAGAN and Multi-LAGAN efficient tools for large-scale multiple alignment ofgenomic DNA Genome Res 200313721ndash31
57 Dubchak I Poliakov A Kislyuk A et al Multiple whole-genome alignments without a reference organism GenomeRes 200919682ndash9
58 Schwartz S Zhang Z Frazer KA et al PipMakerndasha webserver for aligning two genomic DNA sequences GenomeRes 200010577ndash86
59 Sanges R Kalmar E Claudiani P et al Shuffling of cis-regulatory elements is a pervasive feature of the vertebratelineage Genome Biol 20067R56
60 Kuntz SG Schwarz EM DeModena JA etal MultigenomeDNA sequence conservation identifies Hox cis-regulatoryelements GenomeRes 2008181955ndash68
61 Li Q Ritter D Yang N et al A systematic approach toidentify functional motifs within vertebrate developmentalenhancers Dev Biol 2010337484ndash95
Gene regulatory networks and control of gene expression page 11 of 13
62 Pennacchio LA Ahituv N Moses AM et al In vivo enhan-cer analysis of human conserved non-coding sequencesNature 2006444499ndash502
63 Sanges R Hadzhiev Y Gueroult-Bellone M et al Highlyconserved elements discovered in vertebrates are presentin non-syntenic loci of tunicates act as enhancers andcan be transcribed during development Nucleic Acids Res2013413600ndash18
64 Gross DS Garrard WT Nuclease hypersensitive sites inchromatin Annu Rev Biochem 198857159ndash97
65 Crawford GE Davis S Scacheri PC et al DNase-chip ahigh-resolution method to identify DNase I hypersensitivesites using tiled microarrays NatMethods 20063503ndash9
66 Song L Crawford GE DNase-seq a high-resolutiontechnique for mapping active gene regulatory elementsacross the genome from mammalian cells Cold Spring HarbProtoc 20102010pdb prot5384
67 Barski A Cuddapah S Cui K et al High-resolution profil-ing of histone methylations in the human genome Cell2007129823ndash37
68 Bernstein BE Kamal M Lindblad-Toh K et al Genomicmaps and comparative analysis of histone modifications inhuman and mouse Cell 2005120169ndash81
69 Heintzman ND Stuart RK Hon G et al Distinct andpredictive chromatin signatures of transcriptional promotersand enhancers in the human genome Nat Genet 200739311ndash8
70 Creyghton MP Cheng AW Welstead GG et al HistoneH3K27ac separates active from poised enhancers andpredicts developmental state Proc Natl Acad Sci USA 201010721931ndash6
71 Rada-Iglesias A Bajpai R Swigut T et al A uniquechromatin signature uncovers early developmental enhan-cers in humans Nature 2011470279ndash83
72 Zentner GE Tesar PJ Scacheri PC Epigenetic signaturesdistinguish multiple classes of enhancers with distinctcellular functions Genome Res 2011211273ndash83
73 Blow MJ McCulley DJ Li Z et al ChIP-Seq identificationof weakly conserved heart enhancers Nat Genet 201042806ndash10
74 Visel A Blow MJ Li Z et al ChIP-seq accurately predictstissue-specific activity of enhancers Nature 2009457854ndash8
75 Santos-Rosa H Schneider R Bannister AJ et al Activegenes are tri-methylated at K4 of histone H3 Nature2002419407ndash11
76 Wardle FC Odom DT Bell GW et al Zebrafish promotermicroarrays identify actively transcribed embryonic genesGenome Biol 20067R71
77 Bernstein BE Mikkelsen TS Xie X et al A bivalentchromatin structure marks key developmental genes inembryonic stem cells Cell 2006125315ndash26
78 Pan G Tian S Nie J et al Whole-genome analysis ofhistone H3 lysine 4 and lysine 27 methylation in humanembryonic stem cells Cell Stem Cell 20071299ndash312
79 Kane DA Kimmel CB The zebrafish midblastula transitionDevelopment 1993119447ndash56
80 Vastenhouw NL Zhang Y Woods IG et al Chromatinsignature of embryonic pluripotency is established duringgenome activation Nature 2010464922ndash6
81 Bogdanovic O Fernandez-Minan A Tena JJ et alDynamics of enhancer chromatin signatures mark the
transition from pluripotency to cell specification duringembryogenesis Genome Res 2012222043ndash53
82 Blader P Lam CS Rastegar S et al Conserved andacquired features of neurogenin1 regulation Development20041315627ndash37
83 Rastegar S Hess I Dickmeis T et al The words of theregulatory code are arranged in a variable manner in highlyconserved enhancers Dev Biol 2008318366ndash77
84 Kim TK Hemberg M Gray JM et al Widespreadtranscription at neuronal activity-regulated enhancersNature 2010465182ndash7
85 Li W Notani D Ma Q et al Functional roles of enhancerRNAs for oestrogen-dependent transcriptional activationNature 2013498516ndash20
86 Lai F Orom UA Cesaroni M et al Activating RNAsassociate with Mediator to enhance chromatin architectureand transcription Nature 2013494497ndash501
87 Wang KC Yang YW Liu B etal A long noncoding RNAmaintains active chromatin to coordinate homeotic geneexpression Nature 2011472120ndash4
88 Howe K Clark MD Torroja CF et al The zebrafishreference genome sequence and its relationship to thehuman genome Nature 2013496498ndash503
89 Hunter S Apweiler R Attwood TK et al InterPro theintegrative protein signature database Nucleic Acids Res200937D211ndash5
90 Domazet-Loso T Tautz D A phylogenetically basedtranscriptome age index mirrors ontogenetic divergencepatterns Nature 2010468815ndash8
91 Gordan R Murphy KF McCord RP et al Curatedcollection of yeast transcription factor DNA bindingspecificity data reveals novel structural and gene regulatoryinsights Genome Biol 201112R125
92 Taylor JS Braasch I Frickey T et al Genome duplicationa trait shared by 22000 species of ray-finned fish GenomeRes 200313382ndash90
93 Naef F Huelsken J Cell-type-specific transcriptomics inchimeric models using transcriptome-based masks NucleicAcids Res 200533e111
94 Ravasi T Suzuki H Cannistraci CV et al An atlas ofcombinatorial transcriptional regulation in mouse andman Cell 2010140744ndash52
95 Zhang W Morris QD Chang R et al The functionallandscape of mouse gene expression J Biol 2004321
96 Niehrs C Pollet N Synexpression groups in eukaryotesNature 1999402483ndash7
97 Karaulanov E Knochel W Niehrs C Transcriptionalregulation of BMP4 synexpression in transgenicXenopus EMBOJ 200423844ndash56
98 Albagli O Dhordain P Deweindt C et al The BTBPOZdomain a new protein-protein interaction motif commonto DNA- and actin-binding proteins Cell Growth Differ199561193ndash8
99 Kelly KF Daniel JM POZ for effectndashPOZ-ZF transcrip-tion factors in cancer and development Trends Cell Biol200616578ndash87
100 Stogios PJ Downs GS Jauhal JJ et al Sequence andstructural analysis of BTB domain proteins Genome Biol20056R82
101 Takeuchi JK Lou X Alexander JM et al Chromatinremodelling complex dosage modulates transcription
page 12 of 13 Ferg et al
factor function in heart development NatCommun 20112187
102 Link BA Fadool JM Malicki J et al The zebrafish youngmutation acts non-cell-autonomously to uncouple differ-entiation from specification for all retinal cells Development20001272177ndash88
103 Gregg RG Willer GB Fadool JM et al Positional cloningof the young mutation identifies an essential role for theBrahma chromatin remodeling complex in mediatingretinal cell differentiation Proc Natl Acad Sci USA 20031006535ndash40
104 Le Dreau G Marti E Dorsal-ventral patterning of theneural tube a tale of three signals Dev Neurobiol 2012721471ndash81
105 Dessaud E McMahon AP Briscoe J Pattern formation inthe vertebrate neural tube a sonic hedgehog morphogen-regulated transcriptional network Development 20081352489ndash503
106 Briscoe J Ericson J Specification of neuronal fates in theventral neural tube Curr Opin Neurobiol 20011143ndash9
107 Jacob J Briscoe J Gli proteins and the control of spinal-cord patterning EMBORep 20034761ndash5
108 Hui CC Angers S Gli proteins in development anddisease Annu RevCell Dev Biol 201127513ndash37
109 Lewis KE How do genes regulate simple behavioursUnderstanding how different neurons in the vertebratespinal cord are genetically specified PhilosTrans RSoc LondB Biol Sci 200636145ndash66
110 Koudijs MJ den Broeder MJ Groot E et al Geneticanalysis of the two zebrafish patched homologues identifiesnovel roles for the hedgehog signaling pathway BMCDevBiol 2008815
111 England S Batista MF Mich JK et al Roles of Hedgehogpathway components and retinoic acid signalling in spe-cifying zebrafish ventral spinal cord neurons Development20111385121ndash34
112 Barth KA Wilson SW Expression of zebrafish nk22 isinfluenced by sonic hedgehogvertebrate hedgehog-1and demarcates a zone of neuronal differentiation in theembryonic forebrain Development 19951211755ndash68
113 Guner B Karlstrom RO Cloning of zebrafish nkx62 anda comprehensive analysis of the conserved transcriptionalresponse to HedgehogGli signaling in the zebrafish neuraltube Gene Expr Patterns 20077596ndash605
114 Schafer M Kinzel D Neuner C et al Hedgehog andretinoid signalling confines nkx22b expression to thelateral floor plate of the zebrafish trunk Mech Dev 200512243ndash56
115 Xu J Srinivas BP Tay SY et al Genomewide expressionprofiling in the zebrafish embryo identifies target genes
regulated by Hedgehog signaling during vertebratedevelopment Genetics 2006174735ndash52
116 Oosterveen T Kurdija S Alekseenko Z et al Mechanisticdifferences in the transcriptional interpretation of localand long-range Shh morphogen signaling Dev Cell 2012231006ndash19
117 Peterson KA Nishi Y Ma W et al Neural-specific Sox2input and differential Gli-binding affinity provide contextand positional information in Shh-directed neural pattern-ing Genes Dev 2012262802ndash16
118 Vokes SA Ji H McCuine S et al Genomic characteriza-tion of Gli-activator targets in sonic hedgehog-mediatedneural patterning Development 20071341977ndash89
119 Batista MF Jacobstein J Lewis KE Zebrafish V2 cellsdevelop into excitatory CiD and Notch signallingdependent inhibitory VeLD interneurons Dev Biol 2008322263ndash75
120 Kimura Y Satou C Higashijima S V2a and V2b neuronsare generated by the final divisions of pair-producingprogenitors in the zebrafish spinal cord Development20081353001ndash5
121 Park HC Shin J Appel B Spatial and temporal regulationof ventral spinal cord precursor specification by Hedgehogsignaling Development 20041315959ndash69
122 Wyart C Del Bene F Warp E etal Optogenetic dissectionof a behavioural module in the vertebrate spinal cordNature 2009461407ndash10
123 Schafer M Kinzel D Winkler C Discontinuous organiza-tion and specification of the lateral floor plate in zebrafishDev Biol 2007301117ndash29
124 Shin J Park HC Topczewska JM et al Neural cell fateanalysis in zebrafish using olig2 BAC transgenics MethodsCell Sci 2003257ndash14
125 Huang P Xiong F Megason SG et al Attenuationof Notch and Hedgehog signaling is required for fate spe-cification in the spinal cord PLoSGenet 20128e1002762
126 Li H de Faria JP Andrew P et al Phosphorylationregulates OLIG2 cofactor choice and the motor neuron-oligodendrocyte fate switch Neuron 201169918ndash29
127 Sun Y Meijer DH Alberta JA et al Phosphorylation stateof Olig2 regulates proliferation of neural progenitorsNeuron 201169906ndash17
128 Christian M Cermak T Doyle EL et al Targeting DNAdouble-strand breaks with TAL effector nucleases Genetics2010186757ndash61
129 Jinek M Chylinski K Fonfara I et al A programmabledual-RNA-guided DNA endonuclease in adaptive bacter-ial immunity Science 2012337816ndash21
130 Crocker J Stern DL TALE-mediated modulation of tran-scriptional enhancers in vivo NatMethods 201310762ndash7
Gene regulatory networks and control of gene expression page 13 of 13
importance as it represents the evolutionarily con-
served phylotypic stage of this model organism
[90] The remaining TR genes may be expressed at
very low levels below the detection limit or at later
stages or only under certain physiological conditions
Of the 3302 TR genes detected in the zebrafish
genome 2677 genes can be assigned to the TF sub-
class of TRs Precedent analysis of human and mouse
genomes suggested that 1500ndash2000 genomic loci
encode DNA-binding TFs [5] roughly 10 times
Figure 1 Zebrafish transcriptional regulators (A) InterPro protein domains specific to transcriptional regulationThe number of protein domains specific for each category of TR (transcription factor chromatin remodellingbasal transcriptional machinery) is indicated (InterPro release 19) (B) The number of genomic loci encoding geneswith at least one domain functionally linked to transcriptional control are indicated for each category (Zv9 assemblyEnsembl version 60 annotation) (C) Expression patterns of chromatin remodellers of the BTBPOZ family in24 hpf embryos bach2 and zbtb46 are expressed in the telencephalon the zbtb16 homologue is expressed in thewhole spinal cord and the posterior tuberculum in the diencephalon zbtb43 is expressed in the retina and thetectum and btbd6a is expressed in the epiphysis the telencephalon the hindbrain and the spinal cord while its para-logue btbd6b is expressed in the somites the telencephalon and other parts of the fore- and midbrain hic1 andbcl6b are expressed in the vascular system of the trunk and the head whereas the bcl6b homologue is expressedonly in the vascular system of the head
Gene regulatory networks and control of gene expression page 5 of 13
the size of the TF repertoire of the yeast Saccharomycescerevisiae (200ndash350 loci) [91] However the fraction
of the total number of genes that encode TFs does
not increase that much as only a 2-fold increase is
observed from yeast (4 TF genes) to human (8)
In zebrafish 9 of all genes encode TFs slightly
more compared with other vertebrates This might
be due to the additional genome duplication during
the evolution of teleost fishes [92] The increased
number of encoded TF genes alone cannot explain
the enormous complexity of the vertebrate body
with many distinct cell types and complex body
functions compared to unicellular organisms such
as yeast The differences seem to lie mainly in the
combinatorial action of TRs as well as in specific
post-transcriptional and post-translational modifica-
tions that will give alternative outputs in different
cellular contexts [93ndash95]
The precise spatiotemporal expression of many
TR genes is essential for normal vertebrate develop-
ment In a systematic analysis of expression of 1711
TR genes in the 24 hpf zebrafish embryo around
200 TR genes were found to be expressed in a single
tissue whereas the vast majority of TRs (nfrac14 1504)
were detected either in multiple tissues or ubiqui-
tously The highly restricted expression pattern of
these 200 TR genes makes them prime candidates
for functional studies This group of tissue-specific
genes is highly enriched for TFs (82 nfrac14 207) [4]
The central nervous system and specifically the
spinal cord and telencephalon express a majority of
the TR genes (60 of the TRs analysed by in situhybridization) A significant correlation of genes co-
expressed in different tissues was observed in a few
brain regions including the ectodermally derived
cranial sensory ganglia (otic vesicle and olfactory
bulb) and several forebrain structures as well as the
retina and the tectum [4] Interestingly retina and
tectum are functionally coupled by topographical
projections of retinal axons into the tectum
However at a global level there was no extensive
co-expression of specific TRs in multiple tissues at 24
hpf This is in contrast to the components of cell
signalling pathways which are frequently organized
into synexpression groups [96 97] Together these
results show that there is no extensive overlap be-
tween the TR expression patterns This suggests a
high flexibility in the combination of different factors
in order to generate alternative regulatory outputs
Genes encoding general TFs and chromatin
remodelling proteins are usually ubiquitously
expressed at 24 hpf with the exception of the
BTBndashPOZ family (named after Broad complex
Tramtrack and Bric a bracpoxviruses and zinc
finger) A significant proportion of these genes (38
out of the 118 mapped genes) have expression pat-
terns restricted to the somites and the central nervous
system The BTBPOZ domain is an evolutionary
conserved domain involved in proteinndashprotein inter-
actions leading to dimerization Proteins containing
both the BTBPOZ domain and C2H2 zinc finger
DNA-binding domain have been shown to promote
transcriptional repression through the recruitment of
co-repressor proteins such as histone deacetylase
(HDAC) N-CoR and SMRT [98ndash100] Six genes
of the BTBPOZ family are expressed in parts of the
nervous system of the 24 hpf zebrafish embryos
(Figure 1C) The tissue-restricted expression of these
TR genes suggests that some members of the BTB
POZmdashzinc finger family may control cellular differ-
entiation during embryogenesis possibly by the re-
cruitment of transcriptional repressors such as HDACs
Functions of ubiquitously expressed genes can still
vary dramatically from one tissue to another For
example brg1 (alias smarca4) a protein associated
with the SwiSnf-like Brg1Brm-associated factors
(BAF) chromatin remodelling complex is expressed
in a broad range of tissues during development and
in the adult zebrafish However mutation of brg1leads to specific defects in the zebrafish heart [101]
and in retinal neurogenesis [102 103] Furthermore
disrupting the dosage balance between Brg1 and the
cardiac TF Tbx5 led to impaired heart development
in the mouse indicating that normal formation of
this tissue relies on precise levels of functional BAF
complexes These results highlight the importance of
ubiquitous chromatin remodelers in the acquisition
of specific cellular fates The fact that most TRs are
expressed ubiquitously emphasizes the importance of
combinatorial action with tissue-restricted factors as
well as that of post-translational and post-transcrip-
tional regulation
Thus data on the global repertoire of TRs and on
their expression during development are now com-
plementing the CRM and epigenetic modification
data In order to be able to model transcriptional
regulation during development these data will
have to be assembled into a global GRN This will
require large-scale functional analysis by perturbing
normal networks eg by creating mutants or other
loss of function phenotypes for particular regulators
or even for CRMs Such large-scale efforts might be
page 6 of 13 Ferg et al
built on smaller scale studies that were aimed at
understanding particular subprocesses of develop-
ment In the next paragraph we will discuss an
example of such a study that illustrates the experi-
mental advantages of the zebrafish model
GENEREGULATORYNETWORKSSPECIFYING ZEBRAFISHVENTRAL SPINALCORDNEURONSMany TFs act in specific cellular contexts thereby
addressing distinct downstream genes or GRNs
Frequently TFs are organized in pathways which
form a hierarchy of TF gene interactions The chal-
lenge is to understand these cascades and to link
the action of TFs to specific cellular outcomes The
vertebrate spinal cord offers well-studied examples
of how different cell types are specified by combin-
ations of TFs
The spinal cord is patterned along its dorsoventral
axis by antagonistic signalling interactions of the Shh
the bone morphogenetic protein and the Wnt path-
ways [104] In the ventral spinal cord the morpho-
gen Shh which is secreted from the underlying
notochord and the floor plate of the spinal cord
induces five distinct ventral neuronal subtypes via a
concentration gradient [105] Distinct concentrations
of Shh induce or repress the spatial expression of TFs
which belong predominantly to the homoeodomain
protein (HD) or basic helixndashloopndashhelix (bHLH)
families (Figure 2 [105]) Class II TFs are induced
while class I TFs are repressed by Shh (Figure 2C)
As a consequence of this Shh activity the five ventral
neural progenitor domains express each a specific
combination of TF genes (Figure 2A and B)
Further cross-repressive interactions between these
TF proteins sharply delineate the boundaries
between the ventral neuronal domains [106] These
progenitor domains will give rise to distinct popula-
tions of neuronal subtypes (Figure 2B) Close to the
ventral source of Shh V3 interneurons form fol-
lowed at a more dorsal position by motoneurons
(MNs) and then by V2 V1 and V0 interneurons
further dorsally (Figure 2B)
The Gli family of zinc finger transcription factors
mediates Hedgehog (Hh) signalling in all vertebrates
by activating or repressing the expression of down-
stream target genes [108] As is the case for mammals
zebrafish Shh is expressed in the notochord and floor
plate and specifies ventral spinal cord fates [109]
Most of the TFs expressed in the spinal cord of the
mouse that mark its distinct domains are expressed in
the zebrafish spinal cord in a similar dorsoventral
pattern (Figure 2A) It was therefore proposed that
gene regulatory networks underlying spinal cord
patterning are highly conserved during vertebrate
evolution [109]
One of the advantages of the zebrafish model
organism is the existence of a huge collection of
mutants for all major signalling pathways For
instance more than 10 zebrafish mutations have
been shown to affect different components of the
Shh signalling cascade [110] Analysis of zebrafish
mutants in Hh pathway components as well as
over-expression of Shh highlighted differences in
the requirement of Shh signalling in spinal cord
development in mouse and zebrafish embryos in
contrast to mouse Shh signalling zebrafish Hh
signalling appears to be partially dispensable for the
specification of some of the ventral neuronal sub-
types [106 111] In the total absence of Hh signalling
in maternal and zygotic smu mutants motoneuron
progenitors (pMN) are strongly reduced in numbers
and p3 progenitors are totally absent In contrast p2
p1 and p0 progenitors as well as the post-mitotic V2
V1 and V0v interneurons that develop from these
progenitor domains are present [111] These results
suggest that the activity of this signalling pathway in
zebrafish is primarily required for the specification of
the p3 progenitor domains As in mouse the expres-
sion of nkx22 and nkx29 genes in the p3 domain is
dependent on Hh signals secreted from the floor
plate and the notochord [111ndash115] The expression
of mouse Nkx22 and 29 and zebrafish nkx 22a and
29 is driven by conserved Shh responsive CRMs
which are bound by Gli factors [115ndash118] suggest-
ing that Hh directly regulates the expression of these
transcription factors In line with this hypothesis in
gli1(dtr) mutants the expression of the nkx2 genes is
greatly reduced while misexpression of Gli1 results
in ectopic induction of nkx29 Furthermore a con-
struct containing the Gli consensus binding site of
the nkx29 enhancer drives green fluorescent protein
(GFP) expression in the ventral neural tube and mu-
tation of this Gli-binding site abolishes GFP expres-
sion [115] In addition morpholino-mediated
knockdown of nkx2ab and nkx29 genes leads to an
expansion of olig2 expression which is a marker of
pMN into the p3 domain and abolishes the expres-
sion of the V3 marker sim1 (leucine zipperPAS
domain) [38] Thus zebrafish nkx2ab and nkx29
Gene regulatory networks and control of gene expression page 7 of 13
genes are required downstream of the Hh pathway
for the specification of the p3 domain and the pro-
duction of V3 interneurons and they contribute to
the correct dorsoventral positioning of the pMN
domain by repressing olig2 expression in a negative
cross-regulatory interaction similar as in the mouse
[105]
Taken together it appears that the transcription
factors and their role in the specification of different
progenitor domains and of post-mitotic interneurons
are largely conserved between mammals and zebra-
fish but that the signals required for the correct
spatial and temporal expression of these factors are
only partially maintained It has still to be determined
which other signals are required for the early expres-
sion of pMN p2 p1 and p0 progenitor domain
genes in the zebrafish [111]
Thus the patterns of expression of the TFs in the
mouse and zebrafish spinal cord are very similar and
the mechanisms underlying neuronal differentiation
appear to be conserved a conclusion also supported
by other studies [112 119 120] However expres-
sion of TFs is not necessarily always an indicator
of maintained function This is exemplified by the
GRNs controlling differentiation of two closely
related types of GABAergic interneurons the
KolmerndashAgdhur neurons KA0 and KA00 [38]
Homologues of these cells have so far not been
described in the mouse spinal cord In contrast to
other neurons in the spinal cord the cell bodies of
both KA interneuron types are positioned close to
the central canal into which they extend cilia [121]
KA0 cells are required for spontaneous free
swimming while the function of KA00 neurons is
unknown [122] The KA00 interneurons occupy a
ventral position and develop from the lateral floor
plate next to the progenitors of V3 interneurons
The KA0 cells reside at a more dorsal position and
arise from the motoneuron progenitor domain [38
123ndash125] The specification and formation of KA
interneurons involve the Notch and Hh signalling
pathways [38 123ndash125] KA00 interneurons in the
lateral floor express the TFs nkx22a nkx22bnkx29 tal2 gata2 and gata3 (Figure 3) The expres-
sion of tal2 gata2 and gata3 as well as of the GABA-
synthesizing enzyme glutamic acid decarboxylase 67(gad67) is shared between KA0 and KA00 cells
(Figure 3 [38 119]) The functional relationships
Figure 2 Schematic representation of the ventral spinal cord of mouse and zebrafish (A) TF genes expressedin the progenitor domains (p) of mouse (left) and zebrafish (right) The expression patterns of the TF genes in theprogenitors and post-mitotic interneurons of mouse and zebrafish are almost identical (B) Ventral progenitordomains and their corresponding post-mitotic neurons (C) Distinct concentrations of Shh induce the spatialexpression of class II genes or repress class I gene expression (left) Progenitor domain borders are refined andmaintained by negative cross-regulatory interactions among proteins which share common boundaries Negativecross-regulatory interaction can take place between class I and class II proteins or between proteins of the sameclass (centre) Specific combinations of homoeodomain transcription factor proteins in each progenitor domaindetermine the neuronal subtype (right) Figure modified from a previous study [107]
page 8 of 13 Ferg et al
of these factors and their role in the specification of
the two distinct KA interneuron subtypes were
investigated in a systematic knockdown approach
using morpholinos designed against each one of
these TFs [38] Differentiation of the correct
number of KA00 cells depends on the activity of
Nkx29 that acts in cooperation with Nkx22a and
b All three of these nkx2 genes are necessary for the
expression of the zinc finger transcription factor gata2and gata3 in KA00 cells Gata2 but not Gata3 is neces-
sary for expression of the bHLH transcription factor
tal2 that acts upstream of gad67 in KA00 cells
(Figure 3) The four genes tal2 gata2 gata3 gad67 are
also expressed in KA0 cells and they depend on the
bHLH transcription factor Olig2 rather than on
Nkx2 genes in these cells Curiously knock-down
of gata2 does not affect tal2 or gad67 expression in
KA0 cells (Figure 3) suggesting different functional
connections Expression of tal2 and gad67 is rather
dependent on Gata3 in these cells Moreover tal2although like gata2 it is expressed in KA0 inter-
neurons is not required for gad67 expression in
these cells (Figure 3) Hence the functional connec-
tions between the different regulatory genes differ in
the two KA cell types although gata2 and tal2 are
also expressed in KA0 cells they are dispensable for
gad67 expression in these cells Instead olig2 and
gata3 are required for the differentiation of gad67-expressing KA0 cells (Figure 3 [38])
These data suggest that the expression state of TFs
per se is not sufficient to determine the cell fate or
differentiation status of cells and that one would
need to know the complete expression repertoire
of TRs to predict the fate of a cell Also the post-
transcriptional and post-translational modifications of
the TRs might play a role as for instance the phos-
phorylation state of the Olig2 protein determines the
choice between the MN and the oligodendrocyte
cell fate [126 127] Even this information might
not be enough as the epigenetic history of the cell
might also play a role by determining which CRMs
are accessible to the TR combination present in it
CONCLUSIONSANDPERSPECTIVESOver the last 20 years zebrafish has become a valu-
able model organism to address questions of gene
regulation and regulatory networks This model has
been shown to be advantageous in reverse and
forward genetic screens in reporter assays to study
enhancerpromoter function as well as in ChIP
studies targeting histone modifications and TRs
thereby delivering the resources for an in-depth
analysis of GRNs The above described analysis of
KolmerndashAgdhur interneuron differentiation demon-
strated that although TFs can be expressed in two
specific cell types they do not necessarily have the
same regulatory function in both cell types It
simultaneously underlines the major advantage of
zebrafish the potential to easily and rapidly address
complex questions where the questions were actually
phrasedmdashin the organism The examples of cell
specification in a single organ which have been
presented here also demonstrate what would be
required to investigate the mechanisms underlying
TR on a global scale throughout development
A systematic knock out of TRs by the transcription
activator-like effector (TALE) [128] or CRISPR
CAS9 [129] systems would help to understand
their integration in GRNs TALEs could also be
utilized to identify and characterize CRMs
Depending on the fused effector nucleases can
excise CRMs while repressors and activators could
temporarily change the activity of the targeted
CRM(s) [130] Experiments like this could help to
Figure 3 Scheme outlining the regulatory inter-actions in KA00 and KA0 interneurons In KA0 cells(right) tal2 and gata2 are expressed but not requiredfor gad67 expression In contrast these two genes arenecessary for gad67 expression in KA00 cells In KA00
cells on the other hand gata3 is expressed but notfunctionally linked to gad67 The expression of TF genesin different cells does not necessarily reflect conservedfunction even in a case as described here where thesame downstream gene (gad67) is expressed in bothcell types
Gene regulatory networks and control of gene expression page 9 of 13
resolve how multiple CRM modules work together
to define the expression domains of a gene and
would demonstrate if a CRM identified in reporter
assays is actually required for accurate expression in a
given context The ENCODE project demonstrated
that functional enhancers can be identified by bind-
ing of TRs at distinct loci in multiple cell lines
A similarly systematic ChIP-seq study in zebrafish
might shed light on the changes of CRM TR occu-
pancy over time in development Provided the
availability of good antibodies TF-binding sites
could be discovered rapidly in fish In summary
the time is ready for a zebrafish ENCODE project
to systematically mine the embryo of this animal
system for regulatory interactions and to combine
these with expression states and systematic functional
studies of TRs
Key Points
CRMs are DNA sequences that regulate gene expression TRs modulate gene expression on the protein level by
interactionwith CRMs Gene regulatory networks are formed by a multi-layered
interaction of TRs with CRMs resulting in the precise regulationof gene expression
The midline composed of notochord and floor plate is anorganizing centre for the specification of neuronal fate in thespinal cord controlling complex gene regulatory networks
FUNDINGThe work in our laboratory was supported by
the EU IP ZF-Health FP7-Health-2009-242048
NeuroXsys Health-F4-2009 No 223262 the
Interreg network for synthetic biology in the
Upper Rhine valley (NSB-Upper Rhine) the
BMBF funded network Erasys Bio BMBF KZ
0315716 and the BioInterfaces programme of the
Helmholtz association
References1 Ghiasvand NM Rudolph DD Mashayekhi M et al
Deletion of a remote enhancer near ATOH7 disrupts retinalneurogenesis causing NCRNA disease Nat Neurosci 201114578ndash86
2 Lee TI Young RA Transcriptional regulation and itsmisregulation in disease Cell 20131521237ndash51
3 Lettice LA Horikoshi T Heaney SJ et al Disruption ofa long-range cis-acting regulator for Shh causes preaxialpolydactyly Proc Natl Acad Sci USA 2002997548ndash53
4 Armant O Marz M Schmidt R et al Genome-widewhole mount in situ analysis of transcriptional regulatorsin zebrafish embryos Dev Biol 2013380(2)351ndash62
5 Vaquerizas JM Kummerfeld SK Teichmann SA et alA census of human transcription factors function expres-sion and evolution Nat Rev Genet 200910252ndash63
6 Davidson EH Emerging properties of animal gene regula-tory networks Nature 2010468911ndash20
7 Ettensohn CA Encoding anatomy Developmental generegulatory networks and morphogenesis Genesis 201351383ndash409
8 Peter IS Davidson EH Evolution of gene regulatorynetworks controlling body plan development Cell 2011144970ndash85
9 Bell AC West AG Felsenfeld G The protein CTCF isrequired for the enhancer blocking activity of vertebrateinsulators Cell 199998387ndash96
10 Handoko L Xu H Li G et al CTCF-mediated functionalchromatin interactome in pluripotent cells NatGenet 201143630ndash8
11 Parelho V Hadjur S Spivakov M et al Cohesins function-ally associate with CTCF on mammalian chromosomearms Cell 2008132422ndash33
12 Rubio ED Reiss DJ Welcsh PL et al CTCF physicallylinks cohesin to chromatin Proc Natl Acad Sci USA 20081058309ndash14
13 Banerji J Olson L Schaffner W A lymphocyte-specific cel-lular enhancer is located downstream of the joining region inimmunoglobulin heavy chain genes Cell 198333729ndash40
14 Banerji J Rusconi S Schaffner W Expression of a beta-globin gene is enhanced by remote SV40 DNA sequencesCell 198127299ndash308
15 Tumpel S Cambronero F Sims C et al A regulatorymodule embedded in the coding region of Hoxa2 controlsexpression in rhombomere 2 Proc Natl Acad Sci USA 200810520077ndash82
16 McLellan AS Kealey T Langlands K An E box in the exon1 promoter regulates insulin-like growth factor-I expressionin differentiating muscle cells AmJPhysiol Cell Physiol 2006291C300ndash7
17 Lettice LA Heaney SJ Purdie LA et al A long-range Shhenhancer regulates expression in the developing limb andfin and is associated with preaxial polydactyly Hum MolGenet 2003121725ndash35
18 Li Q Barkess G Qian H Chromatin looping and theprobability of transcription Trends Genet 200622197ndash202
19 Carter D Chakalova L Osborne CS et al Long-rangechromatin regulatory interactions in vivo Nat Genet 200232623ndash6
20 Chambeyron S Bickmore WA Chromatin decondensationand nuclear reorganization of the HoxB locus upon induc-tion of transcription Genes Dev 2004181119ndash30
21 Su W Porter S Kustu S et al DNA-looping and enhanceractivity association between DNA-bound NtrC activatorand RNA polymerase at the bacterial glnA promoterProc Natl Acad Sci USA 1990875504ndash8
22 Guo Y Monahan K Wu H etal CTCFcohesin-mediatedDNA looping is required for protocadherin alpha promoterchoice Proc Natl Acad Sci USA 201210921081ndash6
23 Morey C Da Silva NR Perry P et al Nuclear reorganisa-tion and chromatin decondensation are conserved but
page 10 of 13 Ferg et al
distinct mechanisms linked to Hox gene activationDevelopment 2007134909ndash19
24 Butler JE Kadonaga JT The RNA polymerase II corepromoter a key component in the regulation of geneexpression Genes Dev 2002162583ndash92
25 Kadonaga JT Perspectives on the RNA polymerase II corepromoter Wiley Interdiscip Rev Dev Biol 2012140ndash51
26 Juven-Gershon T Kadonaga JT Regulation of geneexpression via the core promoter and the basal transcrip-tional machinery Dev Biol 2010339225ndash9
27 Thomas MC Chiang CM The general transcriptionmachinery and general cofactors Crit Rev Biochem Mol Biol200641105ndash78
28 Muller F Tora L The multicoloured world of promoterrecognition complexes EMBOJ 2004232ndash8
29 Goodrich JA Tjian R Unexpected roles for core promoterrecognition factors in cell-type-specific transcription andgene regulation Nat Rev Genet 201011549ndash58
30 Espinosa JM Verdun RE Emerson BM p53 functionsthrough stress- and promoter-specific recruitment oftranscription initiation components before and after DNAdamage Mol Cell 2003121015ndash27
31 Gehrig J Reischl M Kalmar E et al Automated high-throughput mapping of promoter-enhancer interactions inzebrafish embryos NatMethods 20096911ndash6
32 Maston GA Evans SK Green MR Transcriptional regula-tory elements in the human genome Annu Rev GenomicsHumGenet 2006729ndash59
33 Raab JR Kamakaka RT Insulators and promoters closerthan we think Nat RevGenet 201011439ndash46
34 Kolovos P Knoch TA Grosveld FG et al Enhancers andsilencers an integrated and simple model for their functionEpigenetics Chromatin 201251
35 Ferg M Sanges R Gehrig J et al The TATA-bindingprotein regulates maternal mRNA degradation and differ-ential zygotic transcription in zebrafish EMBO J 2007263945ndash56
36 Guo S Yamaguchi Y Schilbach S et al A regulator oftranscriptional elongation controls vertebrate neuronaldevelopment Nature 2000408366ndash9
37 Morley RH Lachani K Keefe D et al A gene regulatorynetwork directed by zebrafish No tail accounts for its rolesin mesoderm formation Proc Natl Acad Sci USA 20091063829ndash34
38 Yang L Rastegar S Strahle U Regulatory interactionsspecifying Kolmer-Agduhr interneurons Development20101372713ndash22
39 Aday AW Zhu LJ Lakshmanan A etal Identification of cisregulatory features in the embryonic zebrafish genomethrough large-scale profiling of H3K4me1 and H3K4me3binding sites Dev Biol 2011357450ndash62
40 Ariza-Cosano A Visel A Pennacchio LA et al Differencesin enhancer activity in mouse and zebrafish reporter assaysare often associated with changes in gene expression BMCGenomics 201213713
41 Chatterjee S Bourque G Lufkin T Conserved and non-conserved enhancers direct tissue specific transcription inancient germ layer specific developmental control genesBMCDev Biol 20111163
42 Yip KY Cheng C Bhardwaj N et al Classification ofhuman genomic regions based on experimentally
determined binding sites of more than 100 transcription-related factors Genome Biol 201213R48
43 Tamplin OJ Cox BJ Rossant J Integrated microarray andChIP analysis identifies multiple Foxa2 dependent targetgenes in the notochord Dev Biol 2011360415ndash25
44 Ritter DI Dong Z Guo S et al Transcriptional enhancersin protein-coding exons of vertebrate developmental genesPLoSOne 20127e35202
45 Smith RP Riesenfeld SJ Holloway AK et al A compactin vivo screen of all 6-mers reveals drivers of tissue-specificexpression and guides synthetic regulatory element designGenome Biol 201314R72
46 Ellingsen S Laplante MA Konig M et al Large-scaleenhancer detection in the zebrafish genome Development20051323799ndash811
47 Levesque MP Krauss J Koehler C et al New tools forthe identification of developmentally regulated enhancerregions in embryonic and adult zebrafish Zebrafish 20131021ndash9
48 Aparicio S Chapman J Stupka E et al Whole-genomeshotgun assembly and analysis of the genome of Fugurubripes Science 20022971301ndash10
49 Lander ES Linton LM Birren B et al Initial sequenc-ing and analysis of the human genome Nature 2001409860ndash921
50 Venter JC Adams MD Myers EW et al The sequence ofthe human genome Science 20012911304ndash51
51 Pennacchio LA Rubin EM Genomic strategies to identifymammalian regulatory sequences Nat Rev Genet 20012100ndash9
52 Plessy C Dickmeis T Chalmel F et al Enhancersequence conservation between vertebrates is favouredin developmental regulator genes Trends Genet 200521207ndash10
53 Sandelin A Bailey P Bruce S et al Arrays of ultra-conserved non-coding regions span the loci of key devel-opmental genes in vertebrate genomes BMC Genomics2004599
54 Woolfe A Goodson M Goode DK et al Highly conservednon-coding sequences are associated with vertebrate devel-opment PLoS Biol 20053e7
55 Bray N Dubchak I Pachter L AVID A global alignmentprogram GenomeRes 20031397ndash102
56 Brudno M Do CB Cooper GM et al LAGAN and Multi-LAGAN efficient tools for large-scale multiple alignment ofgenomic DNA Genome Res 200313721ndash31
57 Dubchak I Poliakov A Kislyuk A et al Multiple whole-genome alignments without a reference organism GenomeRes 200919682ndash9
58 Schwartz S Zhang Z Frazer KA et al PipMakerndasha webserver for aligning two genomic DNA sequences GenomeRes 200010577ndash86
59 Sanges R Kalmar E Claudiani P et al Shuffling of cis-regulatory elements is a pervasive feature of the vertebratelineage Genome Biol 20067R56
60 Kuntz SG Schwarz EM DeModena JA etal MultigenomeDNA sequence conservation identifies Hox cis-regulatoryelements GenomeRes 2008181955ndash68
61 Li Q Ritter D Yang N et al A systematic approach toidentify functional motifs within vertebrate developmentalenhancers Dev Biol 2010337484ndash95
Gene regulatory networks and control of gene expression page 11 of 13
62 Pennacchio LA Ahituv N Moses AM et al In vivo enhan-cer analysis of human conserved non-coding sequencesNature 2006444499ndash502
63 Sanges R Hadzhiev Y Gueroult-Bellone M et al Highlyconserved elements discovered in vertebrates are presentin non-syntenic loci of tunicates act as enhancers andcan be transcribed during development Nucleic Acids Res2013413600ndash18
64 Gross DS Garrard WT Nuclease hypersensitive sites inchromatin Annu Rev Biochem 198857159ndash97
65 Crawford GE Davis S Scacheri PC et al DNase-chip ahigh-resolution method to identify DNase I hypersensitivesites using tiled microarrays NatMethods 20063503ndash9
66 Song L Crawford GE DNase-seq a high-resolutiontechnique for mapping active gene regulatory elementsacross the genome from mammalian cells Cold Spring HarbProtoc 20102010pdb prot5384
67 Barski A Cuddapah S Cui K et al High-resolution profil-ing of histone methylations in the human genome Cell2007129823ndash37
68 Bernstein BE Kamal M Lindblad-Toh K et al Genomicmaps and comparative analysis of histone modifications inhuman and mouse Cell 2005120169ndash81
69 Heintzman ND Stuart RK Hon G et al Distinct andpredictive chromatin signatures of transcriptional promotersand enhancers in the human genome Nat Genet 200739311ndash8
70 Creyghton MP Cheng AW Welstead GG et al HistoneH3K27ac separates active from poised enhancers andpredicts developmental state Proc Natl Acad Sci USA 201010721931ndash6
71 Rada-Iglesias A Bajpai R Swigut T et al A uniquechromatin signature uncovers early developmental enhan-cers in humans Nature 2011470279ndash83
72 Zentner GE Tesar PJ Scacheri PC Epigenetic signaturesdistinguish multiple classes of enhancers with distinctcellular functions Genome Res 2011211273ndash83
73 Blow MJ McCulley DJ Li Z et al ChIP-Seq identificationof weakly conserved heart enhancers Nat Genet 201042806ndash10
74 Visel A Blow MJ Li Z et al ChIP-seq accurately predictstissue-specific activity of enhancers Nature 2009457854ndash8
75 Santos-Rosa H Schneider R Bannister AJ et al Activegenes are tri-methylated at K4 of histone H3 Nature2002419407ndash11
76 Wardle FC Odom DT Bell GW et al Zebrafish promotermicroarrays identify actively transcribed embryonic genesGenome Biol 20067R71
77 Bernstein BE Mikkelsen TS Xie X et al A bivalentchromatin structure marks key developmental genes inembryonic stem cells Cell 2006125315ndash26
78 Pan G Tian S Nie J et al Whole-genome analysis ofhistone H3 lysine 4 and lysine 27 methylation in humanembryonic stem cells Cell Stem Cell 20071299ndash312
79 Kane DA Kimmel CB The zebrafish midblastula transitionDevelopment 1993119447ndash56
80 Vastenhouw NL Zhang Y Woods IG et al Chromatinsignature of embryonic pluripotency is established duringgenome activation Nature 2010464922ndash6
81 Bogdanovic O Fernandez-Minan A Tena JJ et alDynamics of enhancer chromatin signatures mark the
transition from pluripotency to cell specification duringembryogenesis Genome Res 2012222043ndash53
82 Blader P Lam CS Rastegar S et al Conserved andacquired features of neurogenin1 regulation Development20041315627ndash37
83 Rastegar S Hess I Dickmeis T et al The words of theregulatory code are arranged in a variable manner in highlyconserved enhancers Dev Biol 2008318366ndash77
84 Kim TK Hemberg M Gray JM et al Widespreadtranscription at neuronal activity-regulated enhancersNature 2010465182ndash7
85 Li W Notani D Ma Q et al Functional roles of enhancerRNAs for oestrogen-dependent transcriptional activationNature 2013498516ndash20
86 Lai F Orom UA Cesaroni M et al Activating RNAsassociate with Mediator to enhance chromatin architectureand transcription Nature 2013494497ndash501
87 Wang KC Yang YW Liu B etal A long noncoding RNAmaintains active chromatin to coordinate homeotic geneexpression Nature 2011472120ndash4
88 Howe K Clark MD Torroja CF et al The zebrafishreference genome sequence and its relationship to thehuman genome Nature 2013496498ndash503
89 Hunter S Apweiler R Attwood TK et al InterPro theintegrative protein signature database Nucleic Acids Res200937D211ndash5
90 Domazet-Loso T Tautz D A phylogenetically basedtranscriptome age index mirrors ontogenetic divergencepatterns Nature 2010468815ndash8
91 Gordan R Murphy KF McCord RP et al Curatedcollection of yeast transcription factor DNA bindingspecificity data reveals novel structural and gene regulatoryinsights Genome Biol 201112R125
92 Taylor JS Braasch I Frickey T et al Genome duplicationa trait shared by 22000 species of ray-finned fish GenomeRes 200313382ndash90
93 Naef F Huelsken J Cell-type-specific transcriptomics inchimeric models using transcriptome-based masks NucleicAcids Res 200533e111
94 Ravasi T Suzuki H Cannistraci CV et al An atlas ofcombinatorial transcriptional regulation in mouse andman Cell 2010140744ndash52
95 Zhang W Morris QD Chang R et al The functionallandscape of mouse gene expression J Biol 2004321
96 Niehrs C Pollet N Synexpression groups in eukaryotesNature 1999402483ndash7
97 Karaulanov E Knochel W Niehrs C Transcriptionalregulation of BMP4 synexpression in transgenicXenopus EMBOJ 200423844ndash56
98 Albagli O Dhordain P Deweindt C et al The BTBPOZdomain a new protein-protein interaction motif commonto DNA- and actin-binding proteins Cell Growth Differ199561193ndash8
99 Kelly KF Daniel JM POZ for effectndashPOZ-ZF transcrip-tion factors in cancer and development Trends Cell Biol200616578ndash87
100 Stogios PJ Downs GS Jauhal JJ et al Sequence andstructural analysis of BTB domain proteins Genome Biol20056R82
101 Takeuchi JK Lou X Alexander JM et al Chromatinremodelling complex dosage modulates transcription
page 12 of 13 Ferg et al
factor function in heart development NatCommun 20112187
102 Link BA Fadool JM Malicki J et al The zebrafish youngmutation acts non-cell-autonomously to uncouple differ-entiation from specification for all retinal cells Development20001272177ndash88
103 Gregg RG Willer GB Fadool JM et al Positional cloningof the young mutation identifies an essential role for theBrahma chromatin remodeling complex in mediatingretinal cell differentiation Proc Natl Acad Sci USA 20031006535ndash40
104 Le Dreau G Marti E Dorsal-ventral patterning of theneural tube a tale of three signals Dev Neurobiol 2012721471ndash81
105 Dessaud E McMahon AP Briscoe J Pattern formation inthe vertebrate neural tube a sonic hedgehog morphogen-regulated transcriptional network Development 20081352489ndash503
106 Briscoe J Ericson J Specification of neuronal fates in theventral neural tube Curr Opin Neurobiol 20011143ndash9
107 Jacob J Briscoe J Gli proteins and the control of spinal-cord patterning EMBORep 20034761ndash5
108 Hui CC Angers S Gli proteins in development anddisease Annu RevCell Dev Biol 201127513ndash37
109 Lewis KE How do genes regulate simple behavioursUnderstanding how different neurons in the vertebratespinal cord are genetically specified PhilosTrans RSoc LondB Biol Sci 200636145ndash66
110 Koudijs MJ den Broeder MJ Groot E et al Geneticanalysis of the two zebrafish patched homologues identifiesnovel roles for the hedgehog signaling pathway BMCDevBiol 2008815
111 England S Batista MF Mich JK et al Roles of Hedgehogpathway components and retinoic acid signalling in spe-cifying zebrafish ventral spinal cord neurons Development20111385121ndash34
112 Barth KA Wilson SW Expression of zebrafish nk22 isinfluenced by sonic hedgehogvertebrate hedgehog-1and demarcates a zone of neuronal differentiation in theembryonic forebrain Development 19951211755ndash68
113 Guner B Karlstrom RO Cloning of zebrafish nkx62 anda comprehensive analysis of the conserved transcriptionalresponse to HedgehogGli signaling in the zebrafish neuraltube Gene Expr Patterns 20077596ndash605
114 Schafer M Kinzel D Neuner C et al Hedgehog andretinoid signalling confines nkx22b expression to thelateral floor plate of the zebrafish trunk Mech Dev 200512243ndash56
115 Xu J Srinivas BP Tay SY et al Genomewide expressionprofiling in the zebrafish embryo identifies target genes
regulated by Hedgehog signaling during vertebratedevelopment Genetics 2006174735ndash52
116 Oosterveen T Kurdija S Alekseenko Z et al Mechanisticdifferences in the transcriptional interpretation of localand long-range Shh morphogen signaling Dev Cell 2012231006ndash19
117 Peterson KA Nishi Y Ma W et al Neural-specific Sox2input and differential Gli-binding affinity provide contextand positional information in Shh-directed neural pattern-ing Genes Dev 2012262802ndash16
118 Vokes SA Ji H McCuine S et al Genomic characteriza-tion of Gli-activator targets in sonic hedgehog-mediatedneural patterning Development 20071341977ndash89
119 Batista MF Jacobstein J Lewis KE Zebrafish V2 cellsdevelop into excitatory CiD and Notch signallingdependent inhibitory VeLD interneurons Dev Biol 2008322263ndash75
120 Kimura Y Satou C Higashijima S V2a and V2b neuronsare generated by the final divisions of pair-producingprogenitors in the zebrafish spinal cord Development20081353001ndash5
121 Park HC Shin J Appel B Spatial and temporal regulationof ventral spinal cord precursor specification by Hedgehogsignaling Development 20041315959ndash69
122 Wyart C Del Bene F Warp E etal Optogenetic dissectionof a behavioural module in the vertebrate spinal cordNature 2009461407ndash10
123 Schafer M Kinzel D Winkler C Discontinuous organiza-tion and specification of the lateral floor plate in zebrafishDev Biol 2007301117ndash29
124 Shin J Park HC Topczewska JM et al Neural cell fateanalysis in zebrafish using olig2 BAC transgenics MethodsCell Sci 2003257ndash14
125 Huang P Xiong F Megason SG et al Attenuationof Notch and Hedgehog signaling is required for fate spe-cification in the spinal cord PLoSGenet 20128e1002762
126 Li H de Faria JP Andrew P et al Phosphorylationregulates OLIG2 cofactor choice and the motor neuron-oligodendrocyte fate switch Neuron 201169918ndash29
127 Sun Y Meijer DH Alberta JA et al Phosphorylation stateof Olig2 regulates proliferation of neural progenitorsNeuron 201169906ndash17
128 Christian M Cermak T Doyle EL et al Targeting DNAdouble-strand breaks with TAL effector nucleases Genetics2010186757ndash61
129 Jinek M Chylinski K Fonfara I et al A programmabledual-RNA-guided DNA endonuclease in adaptive bacter-ial immunity Science 2012337816ndash21
130 Crocker J Stern DL TALE-mediated modulation of tran-scriptional enhancers in vivo NatMethods 201310762ndash7
Gene regulatory networks and control of gene expression page 13 of 13
the size of the TF repertoire of the yeast Saccharomycescerevisiae (200ndash350 loci) [91] However the fraction
of the total number of genes that encode TFs does
not increase that much as only a 2-fold increase is
observed from yeast (4 TF genes) to human (8)
In zebrafish 9 of all genes encode TFs slightly
more compared with other vertebrates This might
be due to the additional genome duplication during
the evolution of teleost fishes [92] The increased
number of encoded TF genes alone cannot explain
the enormous complexity of the vertebrate body
with many distinct cell types and complex body
functions compared to unicellular organisms such
as yeast The differences seem to lie mainly in the
combinatorial action of TRs as well as in specific
post-transcriptional and post-translational modifica-
tions that will give alternative outputs in different
cellular contexts [93ndash95]
The precise spatiotemporal expression of many
TR genes is essential for normal vertebrate develop-
ment In a systematic analysis of expression of 1711
TR genes in the 24 hpf zebrafish embryo around
200 TR genes were found to be expressed in a single
tissue whereas the vast majority of TRs (nfrac14 1504)
were detected either in multiple tissues or ubiqui-
tously The highly restricted expression pattern of
these 200 TR genes makes them prime candidates
for functional studies This group of tissue-specific
genes is highly enriched for TFs (82 nfrac14 207) [4]
The central nervous system and specifically the
spinal cord and telencephalon express a majority of
the TR genes (60 of the TRs analysed by in situhybridization) A significant correlation of genes co-
expressed in different tissues was observed in a few
brain regions including the ectodermally derived
cranial sensory ganglia (otic vesicle and olfactory
bulb) and several forebrain structures as well as the
retina and the tectum [4] Interestingly retina and
tectum are functionally coupled by topographical
projections of retinal axons into the tectum
However at a global level there was no extensive
co-expression of specific TRs in multiple tissues at 24
hpf This is in contrast to the components of cell
signalling pathways which are frequently organized
into synexpression groups [96 97] Together these
results show that there is no extensive overlap be-
tween the TR expression patterns This suggests a
high flexibility in the combination of different factors
in order to generate alternative regulatory outputs
Genes encoding general TFs and chromatin
remodelling proteins are usually ubiquitously
expressed at 24 hpf with the exception of the
BTBndashPOZ family (named after Broad complex
Tramtrack and Bric a bracpoxviruses and zinc
finger) A significant proportion of these genes (38
out of the 118 mapped genes) have expression pat-
terns restricted to the somites and the central nervous
system The BTBPOZ domain is an evolutionary
conserved domain involved in proteinndashprotein inter-
actions leading to dimerization Proteins containing
both the BTBPOZ domain and C2H2 zinc finger
DNA-binding domain have been shown to promote
transcriptional repression through the recruitment of
co-repressor proteins such as histone deacetylase
(HDAC) N-CoR and SMRT [98ndash100] Six genes
of the BTBPOZ family are expressed in parts of the
nervous system of the 24 hpf zebrafish embryos
(Figure 1C) The tissue-restricted expression of these
TR genes suggests that some members of the BTB
POZmdashzinc finger family may control cellular differ-
entiation during embryogenesis possibly by the re-
cruitment of transcriptional repressors such as HDACs
Functions of ubiquitously expressed genes can still
vary dramatically from one tissue to another For
example brg1 (alias smarca4) a protein associated
with the SwiSnf-like Brg1Brm-associated factors
(BAF) chromatin remodelling complex is expressed
in a broad range of tissues during development and
in the adult zebrafish However mutation of brg1leads to specific defects in the zebrafish heart [101]
and in retinal neurogenesis [102 103] Furthermore
disrupting the dosage balance between Brg1 and the
cardiac TF Tbx5 led to impaired heart development
in the mouse indicating that normal formation of
this tissue relies on precise levels of functional BAF
complexes These results highlight the importance of
ubiquitous chromatin remodelers in the acquisition
of specific cellular fates The fact that most TRs are
expressed ubiquitously emphasizes the importance of
combinatorial action with tissue-restricted factors as
well as that of post-translational and post-transcrip-
tional regulation
Thus data on the global repertoire of TRs and on
their expression during development are now com-
plementing the CRM and epigenetic modification
data In order to be able to model transcriptional
regulation during development these data will
have to be assembled into a global GRN This will
require large-scale functional analysis by perturbing
normal networks eg by creating mutants or other
loss of function phenotypes for particular regulators
or even for CRMs Such large-scale efforts might be
page 6 of 13 Ferg et al
built on smaller scale studies that were aimed at
understanding particular subprocesses of develop-
ment In the next paragraph we will discuss an
example of such a study that illustrates the experi-
mental advantages of the zebrafish model
GENEREGULATORYNETWORKSSPECIFYING ZEBRAFISHVENTRAL SPINALCORDNEURONSMany TFs act in specific cellular contexts thereby
addressing distinct downstream genes or GRNs
Frequently TFs are organized in pathways which
form a hierarchy of TF gene interactions The chal-
lenge is to understand these cascades and to link
the action of TFs to specific cellular outcomes The
vertebrate spinal cord offers well-studied examples
of how different cell types are specified by combin-
ations of TFs
The spinal cord is patterned along its dorsoventral
axis by antagonistic signalling interactions of the Shh
the bone morphogenetic protein and the Wnt path-
ways [104] In the ventral spinal cord the morpho-
gen Shh which is secreted from the underlying
notochord and the floor plate of the spinal cord
induces five distinct ventral neuronal subtypes via a
concentration gradient [105] Distinct concentrations
of Shh induce or repress the spatial expression of TFs
which belong predominantly to the homoeodomain
protein (HD) or basic helixndashloopndashhelix (bHLH)
families (Figure 2 [105]) Class II TFs are induced
while class I TFs are repressed by Shh (Figure 2C)
As a consequence of this Shh activity the five ventral
neural progenitor domains express each a specific
combination of TF genes (Figure 2A and B)
Further cross-repressive interactions between these
TF proteins sharply delineate the boundaries
between the ventral neuronal domains [106] These
progenitor domains will give rise to distinct popula-
tions of neuronal subtypes (Figure 2B) Close to the
ventral source of Shh V3 interneurons form fol-
lowed at a more dorsal position by motoneurons
(MNs) and then by V2 V1 and V0 interneurons
further dorsally (Figure 2B)
The Gli family of zinc finger transcription factors
mediates Hedgehog (Hh) signalling in all vertebrates
by activating or repressing the expression of down-
stream target genes [108] As is the case for mammals
zebrafish Shh is expressed in the notochord and floor
plate and specifies ventral spinal cord fates [109]
Most of the TFs expressed in the spinal cord of the
mouse that mark its distinct domains are expressed in
the zebrafish spinal cord in a similar dorsoventral
pattern (Figure 2A) It was therefore proposed that
gene regulatory networks underlying spinal cord
patterning are highly conserved during vertebrate
evolution [109]
One of the advantages of the zebrafish model
organism is the existence of a huge collection of
mutants for all major signalling pathways For
instance more than 10 zebrafish mutations have
been shown to affect different components of the
Shh signalling cascade [110] Analysis of zebrafish
mutants in Hh pathway components as well as
over-expression of Shh highlighted differences in
the requirement of Shh signalling in spinal cord
development in mouse and zebrafish embryos in
contrast to mouse Shh signalling zebrafish Hh
signalling appears to be partially dispensable for the
specification of some of the ventral neuronal sub-
types [106 111] In the total absence of Hh signalling
in maternal and zygotic smu mutants motoneuron
progenitors (pMN) are strongly reduced in numbers
and p3 progenitors are totally absent In contrast p2
p1 and p0 progenitors as well as the post-mitotic V2
V1 and V0v interneurons that develop from these
progenitor domains are present [111] These results
suggest that the activity of this signalling pathway in
zebrafish is primarily required for the specification of
the p3 progenitor domains As in mouse the expres-
sion of nkx22 and nkx29 genes in the p3 domain is
dependent on Hh signals secreted from the floor
plate and the notochord [111ndash115] The expression
of mouse Nkx22 and 29 and zebrafish nkx 22a and
29 is driven by conserved Shh responsive CRMs
which are bound by Gli factors [115ndash118] suggest-
ing that Hh directly regulates the expression of these
transcription factors In line with this hypothesis in
gli1(dtr) mutants the expression of the nkx2 genes is
greatly reduced while misexpression of Gli1 results
in ectopic induction of nkx29 Furthermore a con-
struct containing the Gli consensus binding site of
the nkx29 enhancer drives green fluorescent protein
(GFP) expression in the ventral neural tube and mu-
tation of this Gli-binding site abolishes GFP expres-
sion [115] In addition morpholino-mediated
knockdown of nkx2ab and nkx29 genes leads to an
expansion of olig2 expression which is a marker of
pMN into the p3 domain and abolishes the expres-
sion of the V3 marker sim1 (leucine zipperPAS
domain) [38] Thus zebrafish nkx2ab and nkx29
Gene regulatory networks and control of gene expression page 7 of 13
genes are required downstream of the Hh pathway
for the specification of the p3 domain and the pro-
duction of V3 interneurons and they contribute to
the correct dorsoventral positioning of the pMN
domain by repressing olig2 expression in a negative
cross-regulatory interaction similar as in the mouse
[105]
Taken together it appears that the transcription
factors and their role in the specification of different
progenitor domains and of post-mitotic interneurons
are largely conserved between mammals and zebra-
fish but that the signals required for the correct
spatial and temporal expression of these factors are
only partially maintained It has still to be determined
which other signals are required for the early expres-
sion of pMN p2 p1 and p0 progenitor domain
genes in the zebrafish [111]
Thus the patterns of expression of the TFs in the
mouse and zebrafish spinal cord are very similar and
the mechanisms underlying neuronal differentiation
appear to be conserved a conclusion also supported
by other studies [112 119 120] However expres-
sion of TFs is not necessarily always an indicator
of maintained function This is exemplified by the
GRNs controlling differentiation of two closely
related types of GABAergic interneurons the
KolmerndashAgdhur neurons KA0 and KA00 [38]
Homologues of these cells have so far not been
described in the mouse spinal cord In contrast to
other neurons in the spinal cord the cell bodies of
both KA interneuron types are positioned close to
the central canal into which they extend cilia [121]
KA0 cells are required for spontaneous free
swimming while the function of KA00 neurons is
unknown [122] The KA00 interneurons occupy a
ventral position and develop from the lateral floor
plate next to the progenitors of V3 interneurons
The KA0 cells reside at a more dorsal position and
arise from the motoneuron progenitor domain [38
123ndash125] The specification and formation of KA
interneurons involve the Notch and Hh signalling
pathways [38 123ndash125] KA00 interneurons in the
lateral floor express the TFs nkx22a nkx22bnkx29 tal2 gata2 and gata3 (Figure 3) The expres-
sion of tal2 gata2 and gata3 as well as of the GABA-
synthesizing enzyme glutamic acid decarboxylase 67(gad67) is shared between KA0 and KA00 cells
(Figure 3 [38 119]) The functional relationships
Figure 2 Schematic representation of the ventral spinal cord of mouse and zebrafish (A) TF genes expressedin the progenitor domains (p) of mouse (left) and zebrafish (right) The expression patterns of the TF genes in theprogenitors and post-mitotic interneurons of mouse and zebrafish are almost identical (B) Ventral progenitordomains and their corresponding post-mitotic neurons (C) Distinct concentrations of Shh induce the spatialexpression of class II genes or repress class I gene expression (left) Progenitor domain borders are refined andmaintained by negative cross-regulatory interactions among proteins which share common boundaries Negativecross-regulatory interaction can take place between class I and class II proteins or between proteins of the sameclass (centre) Specific combinations of homoeodomain transcription factor proteins in each progenitor domaindetermine the neuronal subtype (right) Figure modified from a previous study [107]
page 8 of 13 Ferg et al
of these factors and their role in the specification of
the two distinct KA interneuron subtypes were
investigated in a systematic knockdown approach
using morpholinos designed against each one of
these TFs [38] Differentiation of the correct
number of KA00 cells depends on the activity of
Nkx29 that acts in cooperation with Nkx22a and
b All three of these nkx2 genes are necessary for the
expression of the zinc finger transcription factor gata2and gata3 in KA00 cells Gata2 but not Gata3 is neces-
sary for expression of the bHLH transcription factor
tal2 that acts upstream of gad67 in KA00 cells
(Figure 3) The four genes tal2 gata2 gata3 gad67 are
also expressed in KA0 cells and they depend on the
bHLH transcription factor Olig2 rather than on
Nkx2 genes in these cells Curiously knock-down
of gata2 does not affect tal2 or gad67 expression in
KA0 cells (Figure 3) suggesting different functional
connections Expression of tal2 and gad67 is rather
dependent on Gata3 in these cells Moreover tal2although like gata2 it is expressed in KA0 inter-
neurons is not required for gad67 expression in
these cells (Figure 3) Hence the functional connec-
tions between the different regulatory genes differ in
the two KA cell types although gata2 and tal2 are
also expressed in KA0 cells they are dispensable for
gad67 expression in these cells Instead olig2 and
gata3 are required for the differentiation of gad67-expressing KA0 cells (Figure 3 [38])
These data suggest that the expression state of TFs
per se is not sufficient to determine the cell fate or
differentiation status of cells and that one would
need to know the complete expression repertoire
of TRs to predict the fate of a cell Also the post-
transcriptional and post-translational modifications of
the TRs might play a role as for instance the phos-
phorylation state of the Olig2 protein determines the
choice between the MN and the oligodendrocyte
cell fate [126 127] Even this information might
not be enough as the epigenetic history of the cell
might also play a role by determining which CRMs
are accessible to the TR combination present in it
CONCLUSIONSANDPERSPECTIVESOver the last 20 years zebrafish has become a valu-
able model organism to address questions of gene
regulation and regulatory networks This model has
been shown to be advantageous in reverse and
forward genetic screens in reporter assays to study
enhancerpromoter function as well as in ChIP
studies targeting histone modifications and TRs
thereby delivering the resources for an in-depth
analysis of GRNs The above described analysis of
KolmerndashAgdhur interneuron differentiation demon-
strated that although TFs can be expressed in two
specific cell types they do not necessarily have the
same regulatory function in both cell types It
simultaneously underlines the major advantage of
zebrafish the potential to easily and rapidly address
complex questions where the questions were actually
phrasedmdashin the organism The examples of cell
specification in a single organ which have been
presented here also demonstrate what would be
required to investigate the mechanisms underlying
TR on a global scale throughout development
A systematic knock out of TRs by the transcription
activator-like effector (TALE) [128] or CRISPR
CAS9 [129] systems would help to understand
their integration in GRNs TALEs could also be
utilized to identify and characterize CRMs
Depending on the fused effector nucleases can
excise CRMs while repressors and activators could
temporarily change the activity of the targeted
CRM(s) [130] Experiments like this could help to
Figure 3 Scheme outlining the regulatory inter-actions in KA00 and KA0 interneurons In KA0 cells(right) tal2 and gata2 are expressed but not requiredfor gad67 expression In contrast these two genes arenecessary for gad67 expression in KA00 cells In KA00
cells on the other hand gata3 is expressed but notfunctionally linked to gad67 The expression of TF genesin different cells does not necessarily reflect conservedfunction even in a case as described here where thesame downstream gene (gad67) is expressed in bothcell types
Gene regulatory networks and control of gene expression page 9 of 13
resolve how multiple CRM modules work together
to define the expression domains of a gene and
would demonstrate if a CRM identified in reporter
assays is actually required for accurate expression in a
given context The ENCODE project demonstrated
that functional enhancers can be identified by bind-
ing of TRs at distinct loci in multiple cell lines
A similarly systematic ChIP-seq study in zebrafish
might shed light on the changes of CRM TR occu-
pancy over time in development Provided the
availability of good antibodies TF-binding sites
could be discovered rapidly in fish In summary
the time is ready for a zebrafish ENCODE project
to systematically mine the embryo of this animal
system for regulatory interactions and to combine
these with expression states and systematic functional
studies of TRs
Key Points
CRMs are DNA sequences that regulate gene expression TRs modulate gene expression on the protein level by
interactionwith CRMs Gene regulatory networks are formed by a multi-layered
interaction of TRs with CRMs resulting in the precise regulationof gene expression
The midline composed of notochord and floor plate is anorganizing centre for the specification of neuronal fate in thespinal cord controlling complex gene regulatory networks
FUNDINGThe work in our laboratory was supported by
the EU IP ZF-Health FP7-Health-2009-242048
NeuroXsys Health-F4-2009 No 223262 the
Interreg network for synthetic biology in the
Upper Rhine valley (NSB-Upper Rhine) the
BMBF funded network Erasys Bio BMBF KZ
0315716 and the BioInterfaces programme of the
Helmholtz association
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4 Armant O Marz M Schmidt R et al Genome-widewhole mount in situ analysis of transcriptional regulatorsin zebrafish embryos Dev Biol 2013380(2)351ndash62
5 Vaquerizas JM Kummerfeld SK Teichmann SA et alA census of human transcription factors function expres-sion and evolution Nat Rev Genet 200910252ndash63
6 Davidson EH Emerging properties of animal gene regula-tory networks Nature 2010468911ndash20
7 Ettensohn CA Encoding anatomy Developmental generegulatory networks and morphogenesis Genesis 201351383ndash409
8 Peter IS Davidson EH Evolution of gene regulatorynetworks controlling body plan development Cell 2011144970ndash85
9 Bell AC West AG Felsenfeld G The protein CTCF isrequired for the enhancer blocking activity of vertebrateinsulators Cell 199998387ndash96
10 Handoko L Xu H Li G et al CTCF-mediated functionalchromatin interactome in pluripotent cells NatGenet 201143630ndash8
11 Parelho V Hadjur S Spivakov M et al Cohesins function-ally associate with CTCF on mammalian chromosomearms Cell 2008132422ndash33
12 Rubio ED Reiss DJ Welcsh PL et al CTCF physicallylinks cohesin to chromatin Proc Natl Acad Sci USA 20081058309ndash14
13 Banerji J Olson L Schaffner W A lymphocyte-specific cel-lular enhancer is located downstream of the joining region inimmunoglobulin heavy chain genes Cell 198333729ndash40
14 Banerji J Rusconi S Schaffner W Expression of a beta-globin gene is enhanced by remote SV40 DNA sequencesCell 198127299ndash308
15 Tumpel S Cambronero F Sims C et al A regulatorymodule embedded in the coding region of Hoxa2 controlsexpression in rhombomere 2 Proc Natl Acad Sci USA 200810520077ndash82
16 McLellan AS Kealey T Langlands K An E box in the exon1 promoter regulates insulin-like growth factor-I expressionin differentiating muscle cells AmJPhysiol Cell Physiol 2006291C300ndash7
17 Lettice LA Heaney SJ Purdie LA et al A long-range Shhenhancer regulates expression in the developing limb andfin and is associated with preaxial polydactyly Hum MolGenet 2003121725ndash35
18 Li Q Barkess G Qian H Chromatin looping and theprobability of transcription Trends Genet 200622197ndash202
19 Carter D Chakalova L Osborne CS et al Long-rangechromatin regulatory interactions in vivo Nat Genet 200232623ndash6
20 Chambeyron S Bickmore WA Chromatin decondensationand nuclear reorganization of the HoxB locus upon induc-tion of transcription Genes Dev 2004181119ndash30
21 Su W Porter S Kustu S et al DNA-looping and enhanceractivity association between DNA-bound NtrC activatorand RNA polymerase at the bacterial glnA promoterProc Natl Acad Sci USA 1990875504ndash8
22 Guo Y Monahan K Wu H etal CTCFcohesin-mediatedDNA looping is required for protocadherin alpha promoterchoice Proc Natl Acad Sci USA 201210921081ndash6
23 Morey C Da Silva NR Perry P et al Nuclear reorganisa-tion and chromatin decondensation are conserved but
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distinct mechanisms linked to Hox gene activationDevelopment 2007134909ndash19
24 Butler JE Kadonaga JT The RNA polymerase II corepromoter a key component in the regulation of geneexpression Genes Dev 2002162583ndash92
25 Kadonaga JT Perspectives on the RNA polymerase II corepromoter Wiley Interdiscip Rev Dev Biol 2012140ndash51
26 Juven-Gershon T Kadonaga JT Regulation of geneexpression via the core promoter and the basal transcrip-tional machinery Dev Biol 2010339225ndash9
27 Thomas MC Chiang CM The general transcriptionmachinery and general cofactors Crit Rev Biochem Mol Biol200641105ndash78
28 Muller F Tora L The multicoloured world of promoterrecognition complexes EMBOJ 2004232ndash8
29 Goodrich JA Tjian R Unexpected roles for core promoterrecognition factors in cell-type-specific transcription andgene regulation Nat Rev Genet 201011549ndash58
30 Espinosa JM Verdun RE Emerson BM p53 functionsthrough stress- and promoter-specific recruitment oftranscription initiation components before and after DNAdamage Mol Cell 2003121015ndash27
31 Gehrig J Reischl M Kalmar E et al Automated high-throughput mapping of promoter-enhancer interactions inzebrafish embryos NatMethods 20096911ndash6
32 Maston GA Evans SK Green MR Transcriptional regula-tory elements in the human genome Annu Rev GenomicsHumGenet 2006729ndash59
33 Raab JR Kamakaka RT Insulators and promoters closerthan we think Nat RevGenet 201011439ndash46
34 Kolovos P Knoch TA Grosveld FG et al Enhancers andsilencers an integrated and simple model for their functionEpigenetics Chromatin 201251
35 Ferg M Sanges R Gehrig J et al The TATA-bindingprotein regulates maternal mRNA degradation and differ-ential zygotic transcription in zebrafish EMBO J 2007263945ndash56
36 Guo S Yamaguchi Y Schilbach S et al A regulator oftranscriptional elongation controls vertebrate neuronaldevelopment Nature 2000408366ndash9
37 Morley RH Lachani K Keefe D et al A gene regulatorynetwork directed by zebrafish No tail accounts for its rolesin mesoderm formation Proc Natl Acad Sci USA 20091063829ndash34
38 Yang L Rastegar S Strahle U Regulatory interactionsspecifying Kolmer-Agduhr interneurons Development20101372713ndash22
39 Aday AW Zhu LJ Lakshmanan A etal Identification of cisregulatory features in the embryonic zebrafish genomethrough large-scale profiling of H3K4me1 and H3K4me3binding sites Dev Biol 2011357450ndash62
40 Ariza-Cosano A Visel A Pennacchio LA et al Differencesin enhancer activity in mouse and zebrafish reporter assaysare often associated with changes in gene expression BMCGenomics 201213713
41 Chatterjee S Bourque G Lufkin T Conserved and non-conserved enhancers direct tissue specific transcription inancient germ layer specific developmental control genesBMCDev Biol 20111163
42 Yip KY Cheng C Bhardwaj N et al Classification ofhuman genomic regions based on experimentally
determined binding sites of more than 100 transcription-related factors Genome Biol 201213R48
43 Tamplin OJ Cox BJ Rossant J Integrated microarray andChIP analysis identifies multiple Foxa2 dependent targetgenes in the notochord Dev Biol 2011360415ndash25
44 Ritter DI Dong Z Guo S et al Transcriptional enhancersin protein-coding exons of vertebrate developmental genesPLoSOne 20127e35202
45 Smith RP Riesenfeld SJ Holloway AK et al A compactin vivo screen of all 6-mers reveals drivers of tissue-specificexpression and guides synthetic regulatory element designGenome Biol 201314R72
46 Ellingsen S Laplante MA Konig M et al Large-scaleenhancer detection in the zebrafish genome Development20051323799ndash811
47 Levesque MP Krauss J Koehler C et al New tools forthe identification of developmentally regulated enhancerregions in embryonic and adult zebrafish Zebrafish 20131021ndash9
48 Aparicio S Chapman J Stupka E et al Whole-genomeshotgun assembly and analysis of the genome of Fugurubripes Science 20022971301ndash10
49 Lander ES Linton LM Birren B et al Initial sequenc-ing and analysis of the human genome Nature 2001409860ndash921
50 Venter JC Adams MD Myers EW et al The sequence ofthe human genome Science 20012911304ndash51
51 Pennacchio LA Rubin EM Genomic strategies to identifymammalian regulatory sequences Nat Rev Genet 20012100ndash9
52 Plessy C Dickmeis T Chalmel F et al Enhancersequence conservation between vertebrates is favouredin developmental regulator genes Trends Genet 200521207ndash10
53 Sandelin A Bailey P Bruce S et al Arrays of ultra-conserved non-coding regions span the loci of key devel-opmental genes in vertebrate genomes BMC Genomics2004599
54 Woolfe A Goodson M Goode DK et al Highly conservednon-coding sequences are associated with vertebrate devel-opment PLoS Biol 20053e7
55 Bray N Dubchak I Pachter L AVID A global alignmentprogram GenomeRes 20031397ndash102
56 Brudno M Do CB Cooper GM et al LAGAN and Multi-LAGAN efficient tools for large-scale multiple alignment ofgenomic DNA Genome Res 200313721ndash31
57 Dubchak I Poliakov A Kislyuk A et al Multiple whole-genome alignments without a reference organism GenomeRes 200919682ndash9
58 Schwartz S Zhang Z Frazer KA et al PipMakerndasha webserver for aligning two genomic DNA sequences GenomeRes 200010577ndash86
59 Sanges R Kalmar E Claudiani P et al Shuffling of cis-regulatory elements is a pervasive feature of the vertebratelineage Genome Biol 20067R56
60 Kuntz SG Schwarz EM DeModena JA etal MultigenomeDNA sequence conservation identifies Hox cis-regulatoryelements GenomeRes 2008181955ndash68
61 Li Q Ritter D Yang N et al A systematic approach toidentify functional motifs within vertebrate developmentalenhancers Dev Biol 2010337484ndash95
Gene regulatory networks and control of gene expression page 11 of 13
62 Pennacchio LA Ahituv N Moses AM et al In vivo enhan-cer analysis of human conserved non-coding sequencesNature 2006444499ndash502
63 Sanges R Hadzhiev Y Gueroult-Bellone M et al Highlyconserved elements discovered in vertebrates are presentin non-syntenic loci of tunicates act as enhancers andcan be transcribed during development Nucleic Acids Res2013413600ndash18
64 Gross DS Garrard WT Nuclease hypersensitive sites inchromatin Annu Rev Biochem 198857159ndash97
65 Crawford GE Davis S Scacheri PC et al DNase-chip ahigh-resolution method to identify DNase I hypersensitivesites using tiled microarrays NatMethods 20063503ndash9
66 Song L Crawford GE DNase-seq a high-resolutiontechnique for mapping active gene regulatory elementsacross the genome from mammalian cells Cold Spring HarbProtoc 20102010pdb prot5384
67 Barski A Cuddapah S Cui K et al High-resolution profil-ing of histone methylations in the human genome Cell2007129823ndash37
68 Bernstein BE Kamal M Lindblad-Toh K et al Genomicmaps and comparative analysis of histone modifications inhuman and mouse Cell 2005120169ndash81
69 Heintzman ND Stuart RK Hon G et al Distinct andpredictive chromatin signatures of transcriptional promotersand enhancers in the human genome Nat Genet 200739311ndash8
70 Creyghton MP Cheng AW Welstead GG et al HistoneH3K27ac separates active from poised enhancers andpredicts developmental state Proc Natl Acad Sci USA 201010721931ndash6
71 Rada-Iglesias A Bajpai R Swigut T et al A uniquechromatin signature uncovers early developmental enhan-cers in humans Nature 2011470279ndash83
72 Zentner GE Tesar PJ Scacheri PC Epigenetic signaturesdistinguish multiple classes of enhancers with distinctcellular functions Genome Res 2011211273ndash83
73 Blow MJ McCulley DJ Li Z et al ChIP-Seq identificationof weakly conserved heart enhancers Nat Genet 201042806ndash10
74 Visel A Blow MJ Li Z et al ChIP-seq accurately predictstissue-specific activity of enhancers Nature 2009457854ndash8
75 Santos-Rosa H Schneider R Bannister AJ et al Activegenes are tri-methylated at K4 of histone H3 Nature2002419407ndash11
76 Wardle FC Odom DT Bell GW et al Zebrafish promotermicroarrays identify actively transcribed embryonic genesGenome Biol 20067R71
77 Bernstein BE Mikkelsen TS Xie X et al A bivalentchromatin structure marks key developmental genes inembryonic stem cells Cell 2006125315ndash26
78 Pan G Tian S Nie J et al Whole-genome analysis ofhistone H3 lysine 4 and lysine 27 methylation in humanembryonic stem cells Cell Stem Cell 20071299ndash312
79 Kane DA Kimmel CB The zebrafish midblastula transitionDevelopment 1993119447ndash56
80 Vastenhouw NL Zhang Y Woods IG et al Chromatinsignature of embryonic pluripotency is established duringgenome activation Nature 2010464922ndash6
81 Bogdanovic O Fernandez-Minan A Tena JJ et alDynamics of enhancer chromatin signatures mark the
transition from pluripotency to cell specification duringembryogenesis Genome Res 2012222043ndash53
82 Blader P Lam CS Rastegar S et al Conserved andacquired features of neurogenin1 regulation Development20041315627ndash37
83 Rastegar S Hess I Dickmeis T et al The words of theregulatory code are arranged in a variable manner in highlyconserved enhancers Dev Biol 2008318366ndash77
84 Kim TK Hemberg M Gray JM et al Widespreadtranscription at neuronal activity-regulated enhancersNature 2010465182ndash7
85 Li W Notani D Ma Q et al Functional roles of enhancerRNAs for oestrogen-dependent transcriptional activationNature 2013498516ndash20
86 Lai F Orom UA Cesaroni M et al Activating RNAsassociate with Mediator to enhance chromatin architectureand transcription Nature 2013494497ndash501
87 Wang KC Yang YW Liu B etal A long noncoding RNAmaintains active chromatin to coordinate homeotic geneexpression Nature 2011472120ndash4
88 Howe K Clark MD Torroja CF et al The zebrafishreference genome sequence and its relationship to thehuman genome Nature 2013496498ndash503
89 Hunter S Apweiler R Attwood TK et al InterPro theintegrative protein signature database Nucleic Acids Res200937D211ndash5
90 Domazet-Loso T Tautz D A phylogenetically basedtranscriptome age index mirrors ontogenetic divergencepatterns Nature 2010468815ndash8
91 Gordan R Murphy KF McCord RP et al Curatedcollection of yeast transcription factor DNA bindingspecificity data reveals novel structural and gene regulatoryinsights Genome Biol 201112R125
92 Taylor JS Braasch I Frickey T et al Genome duplicationa trait shared by 22000 species of ray-finned fish GenomeRes 200313382ndash90
93 Naef F Huelsken J Cell-type-specific transcriptomics inchimeric models using transcriptome-based masks NucleicAcids Res 200533e111
94 Ravasi T Suzuki H Cannistraci CV et al An atlas ofcombinatorial transcriptional regulation in mouse andman Cell 2010140744ndash52
95 Zhang W Morris QD Chang R et al The functionallandscape of mouse gene expression J Biol 2004321
96 Niehrs C Pollet N Synexpression groups in eukaryotesNature 1999402483ndash7
97 Karaulanov E Knochel W Niehrs C Transcriptionalregulation of BMP4 synexpression in transgenicXenopus EMBOJ 200423844ndash56
98 Albagli O Dhordain P Deweindt C et al The BTBPOZdomain a new protein-protein interaction motif commonto DNA- and actin-binding proteins Cell Growth Differ199561193ndash8
99 Kelly KF Daniel JM POZ for effectndashPOZ-ZF transcrip-tion factors in cancer and development Trends Cell Biol200616578ndash87
100 Stogios PJ Downs GS Jauhal JJ et al Sequence andstructural analysis of BTB domain proteins Genome Biol20056R82
101 Takeuchi JK Lou X Alexander JM et al Chromatinremodelling complex dosage modulates transcription
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factor function in heart development NatCommun 20112187
102 Link BA Fadool JM Malicki J et al The zebrafish youngmutation acts non-cell-autonomously to uncouple differ-entiation from specification for all retinal cells Development20001272177ndash88
103 Gregg RG Willer GB Fadool JM et al Positional cloningof the young mutation identifies an essential role for theBrahma chromatin remodeling complex in mediatingretinal cell differentiation Proc Natl Acad Sci USA 20031006535ndash40
104 Le Dreau G Marti E Dorsal-ventral patterning of theneural tube a tale of three signals Dev Neurobiol 2012721471ndash81
105 Dessaud E McMahon AP Briscoe J Pattern formation inthe vertebrate neural tube a sonic hedgehog morphogen-regulated transcriptional network Development 20081352489ndash503
106 Briscoe J Ericson J Specification of neuronal fates in theventral neural tube Curr Opin Neurobiol 20011143ndash9
107 Jacob J Briscoe J Gli proteins and the control of spinal-cord patterning EMBORep 20034761ndash5
108 Hui CC Angers S Gli proteins in development anddisease Annu RevCell Dev Biol 201127513ndash37
109 Lewis KE How do genes regulate simple behavioursUnderstanding how different neurons in the vertebratespinal cord are genetically specified PhilosTrans RSoc LondB Biol Sci 200636145ndash66
110 Koudijs MJ den Broeder MJ Groot E et al Geneticanalysis of the two zebrafish patched homologues identifiesnovel roles for the hedgehog signaling pathway BMCDevBiol 2008815
111 England S Batista MF Mich JK et al Roles of Hedgehogpathway components and retinoic acid signalling in spe-cifying zebrafish ventral spinal cord neurons Development20111385121ndash34
112 Barth KA Wilson SW Expression of zebrafish nk22 isinfluenced by sonic hedgehogvertebrate hedgehog-1and demarcates a zone of neuronal differentiation in theembryonic forebrain Development 19951211755ndash68
113 Guner B Karlstrom RO Cloning of zebrafish nkx62 anda comprehensive analysis of the conserved transcriptionalresponse to HedgehogGli signaling in the zebrafish neuraltube Gene Expr Patterns 20077596ndash605
114 Schafer M Kinzel D Neuner C et al Hedgehog andretinoid signalling confines nkx22b expression to thelateral floor plate of the zebrafish trunk Mech Dev 200512243ndash56
115 Xu J Srinivas BP Tay SY et al Genomewide expressionprofiling in the zebrafish embryo identifies target genes
regulated by Hedgehog signaling during vertebratedevelopment Genetics 2006174735ndash52
116 Oosterveen T Kurdija S Alekseenko Z et al Mechanisticdifferences in the transcriptional interpretation of localand long-range Shh morphogen signaling Dev Cell 2012231006ndash19
117 Peterson KA Nishi Y Ma W et al Neural-specific Sox2input and differential Gli-binding affinity provide contextand positional information in Shh-directed neural pattern-ing Genes Dev 2012262802ndash16
118 Vokes SA Ji H McCuine S et al Genomic characteriza-tion of Gli-activator targets in sonic hedgehog-mediatedneural patterning Development 20071341977ndash89
119 Batista MF Jacobstein J Lewis KE Zebrafish V2 cellsdevelop into excitatory CiD and Notch signallingdependent inhibitory VeLD interneurons Dev Biol 2008322263ndash75
120 Kimura Y Satou C Higashijima S V2a and V2b neuronsare generated by the final divisions of pair-producingprogenitors in the zebrafish spinal cord Development20081353001ndash5
121 Park HC Shin J Appel B Spatial and temporal regulationof ventral spinal cord precursor specification by Hedgehogsignaling Development 20041315959ndash69
122 Wyart C Del Bene F Warp E etal Optogenetic dissectionof a behavioural module in the vertebrate spinal cordNature 2009461407ndash10
123 Schafer M Kinzel D Winkler C Discontinuous organiza-tion and specification of the lateral floor plate in zebrafishDev Biol 2007301117ndash29
124 Shin J Park HC Topczewska JM et al Neural cell fateanalysis in zebrafish using olig2 BAC transgenics MethodsCell Sci 2003257ndash14
125 Huang P Xiong F Megason SG et al Attenuationof Notch and Hedgehog signaling is required for fate spe-cification in the spinal cord PLoSGenet 20128e1002762
126 Li H de Faria JP Andrew P et al Phosphorylationregulates OLIG2 cofactor choice and the motor neuron-oligodendrocyte fate switch Neuron 201169918ndash29
127 Sun Y Meijer DH Alberta JA et al Phosphorylation stateof Olig2 regulates proliferation of neural progenitorsNeuron 201169906ndash17
128 Christian M Cermak T Doyle EL et al Targeting DNAdouble-strand breaks with TAL effector nucleases Genetics2010186757ndash61
129 Jinek M Chylinski K Fonfara I et al A programmabledual-RNA-guided DNA endonuclease in adaptive bacter-ial immunity Science 2012337816ndash21
130 Crocker J Stern DL TALE-mediated modulation of tran-scriptional enhancers in vivo NatMethods 201310762ndash7
Gene regulatory networks and control of gene expression page 13 of 13
built on smaller scale studies that were aimed at
understanding particular subprocesses of develop-
ment In the next paragraph we will discuss an
example of such a study that illustrates the experi-
mental advantages of the zebrafish model
GENEREGULATORYNETWORKSSPECIFYING ZEBRAFISHVENTRAL SPINALCORDNEURONSMany TFs act in specific cellular contexts thereby
addressing distinct downstream genes or GRNs
Frequently TFs are organized in pathways which
form a hierarchy of TF gene interactions The chal-
lenge is to understand these cascades and to link
the action of TFs to specific cellular outcomes The
vertebrate spinal cord offers well-studied examples
of how different cell types are specified by combin-
ations of TFs
The spinal cord is patterned along its dorsoventral
axis by antagonistic signalling interactions of the Shh
the bone morphogenetic protein and the Wnt path-
ways [104] In the ventral spinal cord the morpho-
gen Shh which is secreted from the underlying
notochord and the floor plate of the spinal cord
induces five distinct ventral neuronal subtypes via a
concentration gradient [105] Distinct concentrations
of Shh induce or repress the spatial expression of TFs
which belong predominantly to the homoeodomain
protein (HD) or basic helixndashloopndashhelix (bHLH)
families (Figure 2 [105]) Class II TFs are induced
while class I TFs are repressed by Shh (Figure 2C)
As a consequence of this Shh activity the five ventral
neural progenitor domains express each a specific
combination of TF genes (Figure 2A and B)
Further cross-repressive interactions between these
TF proteins sharply delineate the boundaries
between the ventral neuronal domains [106] These
progenitor domains will give rise to distinct popula-
tions of neuronal subtypes (Figure 2B) Close to the
ventral source of Shh V3 interneurons form fol-
lowed at a more dorsal position by motoneurons
(MNs) and then by V2 V1 and V0 interneurons
further dorsally (Figure 2B)
The Gli family of zinc finger transcription factors
mediates Hedgehog (Hh) signalling in all vertebrates
by activating or repressing the expression of down-
stream target genes [108] As is the case for mammals
zebrafish Shh is expressed in the notochord and floor
plate and specifies ventral spinal cord fates [109]
Most of the TFs expressed in the spinal cord of the
mouse that mark its distinct domains are expressed in
the zebrafish spinal cord in a similar dorsoventral
pattern (Figure 2A) It was therefore proposed that
gene regulatory networks underlying spinal cord
patterning are highly conserved during vertebrate
evolution [109]
One of the advantages of the zebrafish model
organism is the existence of a huge collection of
mutants for all major signalling pathways For
instance more than 10 zebrafish mutations have
been shown to affect different components of the
Shh signalling cascade [110] Analysis of zebrafish
mutants in Hh pathway components as well as
over-expression of Shh highlighted differences in
the requirement of Shh signalling in spinal cord
development in mouse and zebrafish embryos in
contrast to mouse Shh signalling zebrafish Hh
signalling appears to be partially dispensable for the
specification of some of the ventral neuronal sub-
types [106 111] In the total absence of Hh signalling
in maternal and zygotic smu mutants motoneuron
progenitors (pMN) are strongly reduced in numbers
and p3 progenitors are totally absent In contrast p2
p1 and p0 progenitors as well as the post-mitotic V2
V1 and V0v interneurons that develop from these
progenitor domains are present [111] These results
suggest that the activity of this signalling pathway in
zebrafish is primarily required for the specification of
the p3 progenitor domains As in mouse the expres-
sion of nkx22 and nkx29 genes in the p3 domain is
dependent on Hh signals secreted from the floor
plate and the notochord [111ndash115] The expression
of mouse Nkx22 and 29 and zebrafish nkx 22a and
29 is driven by conserved Shh responsive CRMs
which are bound by Gli factors [115ndash118] suggest-
ing that Hh directly regulates the expression of these
transcription factors In line with this hypothesis in
gli1(dtr) mutants the expression of the nkx2 genes is
greatly reduced while misexpression of Gli1 results
in ectopic induction of nkx29 Furthermore a con-
struct containing the Gli consensus binding site of
the nkx29 enhancer drives green fluorescent protein
(GFP) expression in the ventral neural tube and mu-
tation of this Gli-binding site abolishes GFP expres-
sion [115] In addition morpholino-mediated
knockdown of nkx2ab and nkx29 genes leads to an
expansion of olig2 expression which is a marker of
pMN into the p3 domain and abolishes the expres-
sion of the V3 marker sim1 (leucine zipperPAS
domain) [38] Thus zebrafish nkx2ab and nkx29
Gene regulatory networks and control of gene expression page 7 of 13
genes are required downstream of the Hh pathway
for the specification of the p3 domain and the pro-
duction of V3 interneurons and they contribute to
the correct dorsoventral positioning of the pMN
domain by repressing olig2 expression in a negative
cross-regulatory interaction similar as in the mouse
[105]
Taken together it appears that the transcription
factors and their role in the specification of different
progenitor domains and of post-mitotic interneurons
are largely conserved between mammals and zebra-
fish but that the signals required for the correct
spatial and temporal expression of these factors are
only partially maintained It has still to be determined
which other signals are required for the early expres-
sion of pMN p2 p1 and p0 progenitor domain
genes in the zebrafish [111]
Thus the patterns of expression of the TFs in the
mouse and zebrafish spinal cord are very similar and
the mechanisms underlying neuronal differentiation
appear to be conserved a conclusion also supported
by other studies [112 119 120] However expres-
sion of TFs is not necessarily always an indicator
of maintained function This is exemplified by the
GRNs controlling differentiation of two closely
related types of GABAergic interneurons the
KolmerndashAgdhur neurons KA0 and KA00 [38]
Homologues of these cells have so far not been
described in the mouse spinal cord In contrast to
other neurons in the spinal cord the cell bodies of
both KA interneuron types are positioned close to
the central canal into which they extend cilia [121]
KA0 cells are required for spontaneous free
swimming while the function of KA00 neurons is
unknown [122] The KA00 interneurons occupy a
ventral position and develop from the lateral floor
plate next to the progenitors of V3 interneurons
The KA0 cells reside at a more dorsal position and
arise from the motoneuron progenitor domain [38
123ndash125] The specification and formation of KA
interneurons involve the Notch and Hh signalling
pathways [38 123ndash125] KA00 interneurons in the
lateral floor express the TFs nkx22a nkx22bnkx29 tal2 gata2 and gata3 (Figure 3) The expres-
sion of tal2 gata2 and gata3 as well as of the GABA-
synthesizing enzyme glutamic acid decarboxylase 67(gad67) is shared between KA0 and KA00 cells
(Figure 3 [38 119]) The functional relationships
Figure 2 Schematic representation of the ventral spinal cord of mouse and zebrafish (A) TF genes expressedin the progenitor domains (p) of mouse (left) and zebrafish (right) The expression patterns of the TF genes in theprogenitors and post-mitotic interneurons of mouse and zebrafish are almost identical (B) Ventral progenitordomains and their corresponding post-mitotic neurons (C) Distinct concentrations of Shh induce the spatialexpression of class II genes or repress class I gene expression (left) Progenitor domain borders are refined andmaintained by negative cross-regulatory interactions among proteins which share common boundaries Negativecross-regulatory interaction can take place between class I and class II proteins or between proteins of the sameclass (centre) Specific combinations of homoeodomain transcription factor proteins in each progenitor domaindetermine the neuronal subtype (right) Figure modified from a previous study [107]
page 8 of 13 Ferg et al
of these factors and their role in the specification of
the two distinct KA interneuron subtypes were
investigated in a systematic knockdown approach
using morpholinos designed against each one of
these TFs [38] Differentiation of the correct
number of KA00 cells depends on the activity of
Nkx29 that acts in cooperation with Nkx22a and
b All three of these nkx2 genes are necessary for the
expression of the zinc finger transcription factor gata2and gata3 in KA00 cells Gata2 but not Gata3 is neces-
sary for expression of the bHLH transcription factor
tal2 that acts upstream of gad67 in KA00 cells
(Figure 3) The four genes tal2 gata2 gata3 gad67 are
also expressed in KA0 cells and they depend on the
bHLH transcription factor Olig2 rather than on
Nkx2 genes in these cells Curiously knock-down
of gata2 does not affect tal2 or gad67 expression in
KA0 cells (Figure 3) suggesting different functional
connections Expression of tal2 and gad67 is rather
dependent on Gata3 in these cells Moreover tal2although like gata2 it is expressed in KA0 inter-
neurons is not required for gad67 expression in
these cells (Figure 3) Hence the functional connec-
tions between the different regulatory genes differ in
the two KA cell types although gata2 and tal2 are
also expressed in KA0 cells they are dispensable for
gad67 expression in these cells Instead olig2 and
gata3 are required for the differentiation of gad67-expressing KA0 cells (Figure 3 [38])
These data suggest that the expression state of TFs
per se is not sufficient to determine the cell fate or
differentiation status of cells and that one would
need to know the complete expression repertoire
of TRs to predict the fate of a cell Also the post-
transcriptional and post-translational modifications of
the TRs might play a role as for instance the phos-
phorylation state of the Olig2 protein determines the
choice between the MN and the oligodendrocyte
cell fate [126 127] Even this information might
not be enough as the epigenetic history of the cell
might also play a role by determining which CRMs
are accessible to the TR combination present in it
CONCLUSIONSANDPERSPECTIVESOver the last 20 years zebrafish has become a valu-
able model organism to address questions of gene
regulation and regulatory networks This model has
been shown to be advantageous in reverse and
forward genetic screens in reporter assays to study
enhancerpromoter function as well as in ChIP
studies targeting histone modifications and TRs
thereby delivering the resources for an in-depth
analysis of GRNs The above described analysis of
KolmerndashAgdhur interneuron differentiation demon-
strated that although TFs can be expressed in two
specific cell types they do not necessarily have the
same regulatory function in both cell types It
simultaneously underlines the major advantage of
zebrafish the potential to easily and rapidly address
complex questions where the questions were actually
phrasedmdashin the organism The examples of cell
specification in a single organ which have been
presented here also demonstrate what would be
required to investigate the mechanisms underlying
TR on a global scale throughout development
A systematic knock out of TRs by the transcription
activator-like effector (TALE) [128] or CRISPR
CAS9 [129] systems would help to understand
their integration in GRNs TALEs could also be
utilized to identify and characterize CRMs
Depending on the fused effector nucleases can
excise CRMs while repressors and activators could
temporarily change the activity of the targeted
CRM(s) [130] Experiments like this could help to
Figure 3 Scheme outlining the regulatory inter-actions in KA00 and KA0 interneurons In KA0 cells(right) tal2 and gata2 are expressed but not requiredfor gad67 expression In contrast these two genes arenecessary for gad67 expression in KA00 cells In KA00
cells on the other hand gata3 is expressed but notfunctionally linked to gad67 The expression of TF genesin different cells does not necessarily reflect conservedfunction even in a case as described here where thesame downstream gene (gad67) is expressed in bothcell types
Gene regulatory networks and control of gene expression page 9 of 13
resolve how multiple CRM modules work together
to define the expression domains of a gene and
would demonstrate if a CRM identified in reporter
assays is actually required for accurate expression in a
given context The ENCODE project demonstrated
that functional enhancers can be identified by bind-
ing of TRs at distinct loci in multiple cell lines
A similarly systematic ChIP-seq study in zebrafish
might shed light on the changes of CRM TR occu-
pancy over time in development Provided the
availability of good antibodies TF-binding sites
could be discovered rapidly in fish In summary
the time is ready for a zebrafish ENCODE project
to systematically mine the embryo of this animal
system for regulatory interactions and to combine
these with expression states and systematic functional
studies of TRs
Key Points
CRMs are DNA sequences that regulate gene expression TRs modulate gene expression on the protein level by
interactionwith CRMs Gene regulatory networks are formed by a multi-layered
interaction of TRs with CRMs resulting in the precise regulationof gene expression
The midline composed of notochord and floor plate is anorganizing centre for the specification of neuronal fate in thespinal cord controlling complex gene regulatory networks
FUNDINGThe work in our laboratory was supported by
the EU IP ZF-Health FP7-Health-2009-242048
NeuroXsys Health-F4-2009 No 223262 the
Interreg network for synthetic biology in the
Upper Rhine valley (NSB-Upper Rhine) the
BMBF funded network Erasys Bio BMBF KZ
0315716 and the BioInterfaces programme of the
Helmholtz association
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4 Armant O Marz M Schmidt R et al Genome-widewhole mount in situ analysis of transcriptional regulatorsin zebrafish embryos Dev Biol 2013380(2)351ndash62
5 Vaquerizas JM Kummerfeld SK Teichmann SA et alA census of human transcription factors function expres-sion and evolution Nat Rev Genet 200910252ndash63
6 Davidson EH Emerging properties of animal gene regula-tory networks Nature 2010468911ndash20
7 Ettensohn CA Encoding anatomy Developmental generegulatory networks and morphogenesis Genesis 201351383ndash409
8 Peter IS Davidson EH Evolution of gene regulatorynetworks controlling body plan development Cell 2011144970ndash85
9 Bell AC West AG Felsenfeld G The protein CTCF isrequired for the enhancer blocking activity of vertebrateinsulators Cell 199998387ndash96
10 Handoko L Xu H Li G et al CTCF-mediated functionalchromatin interactome in pluripotent cells NatGenet 201143630ndash8
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16 McLellan AS Kealey T Langlands K An E box in the exon1 promoter regulates insulin-like growth factor-I expressionin differentiating muscle cells AmJPhysiol Cell Physiol 2006291C300ndash7
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distinct mechanisms linked to Hox gene activationDevelopment 2007134909ndash19
24 Butler JE Kadonaga JT The RNA polymerase II corepromoter a key component in the regulation of geneexpression Genes Dev 2002162583ndash92
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determined binding sites of more than 100 transcription-related factors Genome Biol 201213R48
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79 Kane DA Kimmel CB The zebrafish midblastula transitionDevelopment 1993119447ndash56
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81 Bogdanovic O Fernandez-Minan A Tena JJ et alDynamics of enhancer chromatin signatures mark the
transition from pluripotency to cell specification duringembryogenesis Genome Res 2012222043ndash53
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83 Rastegar S Hess I Dickmeis T et al The words of theregulatory code are arranged in a variable manner in highlyconserved enhancers Dev Biol 2008318366ndash77
84 Kim TK Hemberg M Gray JM et al Widespreadtranscription at neuronal activity-regulated enhancersNature 2010465182ndash7
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89 Hunter S Apweiler R Attwood TK et al InterPro theintegrative protein signature database Nucleic Acids Res200937D211ndash5
90 Domazet-Loso T Tautz D A phylogenetically basedtranscriptome age index mirrors ontogenetic divergencepatterns Nature 2010468815ndash8
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92 Taylor JS Braasch I Frickey T et al Genome duplicationa trait shared by 22000 species of ray-finned fish GenomeRes 200313382ndash90
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99 Kelly KF Daniel JM POZ for effectndashPOZ-ZF transcrip-tion factors in cancer and development Trends Cell Biol200616578ndash87
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page 12 of 13 Ferg et al
factor function in heart development NatCommun 20112187
102 Link BA Fadool JM Malicki J et al The zebrafish youngmutation acts non-cell-autonomously to uncouple differ-entiation from specification for all retinal cells Development20001272177ndash88
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104 Le Dreau G Marti E Dorsal-ventral patterning of theneural tube a tale of three signals Dev Neurobiol 2012721471ndash81
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106 Briscoe J Ericson J Specification of neuronal fates in theventral neural tube Curr Opin Neurobiol 20011143ndash9
107 Jacob J Briscoe J Gli proteins and the control of spinal-cord patterning EMBORep 20034761ndash5
108 Hui CC Angers S Gli proteins in development anddisease Annu RevCell Dev Biol 201127513ndash37
109 Lewis KE How do genes regulate simple behavioursUnderstanding how different neurons in the vertebratespinal cord are genetically specified PhilosTrans RSoc LondB Biol Sci 200636145ndash66
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111 England S Batista MF Mich JK et al Roles of Hedgehogpathway components and retinoic acid signalling in spe-cifying zebrafish ventral spinal cord neurons Development20111385121ndash34
112 Barth KA Wilson SW Expression of zebrafish nk22 isinfluenced by sonic hedgehogvertebrate hedgehog-1and demarcates a zone of neuronal differentiation in theembryonic forebrain Development 19951211755ndash68
113 Guner B Karlstrom RO Cloning of zebrafish nkx62 anda comprehensive analysis of the conserved transcriptionalresponse to HedgehogGli signaling in the zebrafish neuraltube Gene Expr Patterns 20077596ndash605
114 Schafer M Kinzel D Neuner C et al Hedgehog andretinoid signalling confines nkx22b expression to thelateral floor plate of the zebrafish trunk Mech Dev 200512243ndash56
115 Xu J Srinivas BP Tay SY et al Genomewide expressionprofiling in the zebrafish embryo identifies target genes
regulated by Hedgehog signaling during vertebratedevelopment Genetics 2006174735ndash52
116 Oosterveen T Kurdija S Alekseenko Z et al Mechanisticdifferences in the transcriptional interpretation of localand long-range Shh morphogen signaling Dev Cell 2012231006ndash19
117 Peterson KA Nishi Y Ma W et al Neural-specific Sox2input and differential Gli-binding affinity provide contextand positional information in Shh-directed neural pattern-ing Genes Dev 2012262802ndash16
118 Vokes SA Ji H McCuine S et al Genomic characteriza-tion of Gli-activator targets in sonic hedgehog-mediatedneural patterning Development 20071341977ndash89
119 Batista MF Jacobstein J Lewis KE Zebrafish V2 cellsdevelop into excitatory CiD and Notch signallingdependent inhibitory VeLD interneurons Dev Biol 2008322263ndash75
120 Kimura Y Satou C Higashijima S V2a and V2b neuronsare generated by the final divisions of pair-producingprogenitors in the zebrafish spinal cord Development20081353001ndash5
121 Park HC Shin J Appel B Spatial and temporal regulationof ventral spinal cord precursor specification by Hedgehogsignaling Development 20041315959ndash69
122 Wyart C Del Bene F Warp E etal Optogenetic dissectionof a behavioural module in the vertebrate spinal cordNature 2009461407ndash10
123 Schafer M Kinzel D Winkler C Discontinuous organiza-tion and specification of the lateral floor plate in zebrafishDev Biol 2007301117ndash29
124 Shin J Park HC Topczewska JM et al Neural cell fateanalysis in zebrafish using olig2 BAC transgenics MethodsCell Sci 2003257ndash14
125 Huang P Xiong F Megason SG et al Attenuationof Notch and Hedgehog signaling is required for fate spe-cification in the spinal cord PLoSGenet 20128e1002762
126 Li H de Faria JP Andrew P et al Phosphorylationregulates OLIG2 cofactor choice and the motor neuron-oligodendrocyte fate switch Neuron 201169918ndash29
127 Sun Y Meijer DH Alberta JA et al Phosphorylation stateof Olig2 regulates proliferation of neural progenitorsNeuron 201169906ndash17
128 Christian M Cermak T Doyle EL et al Targeting DNAdouble-strand breaks with TAL effector nucleases Genetics2010186757ndash61
129 Jinek M Chylinski K Fonfara I et al A programmabledual-RNA-guided DNA endonuclease in adaptive bacter-ial immunity Science 2012337816ndash21
130 Crocker J Stern DL TALE-mediated modulation of tran-scriptional enhancers in vivo NatMethods 201310762ndash7
Gene regulatory networks and control of gene expression page 13 of 13
genes are required downstream of the Hh pathway
for the specification of the p3 domain and the pro-
duction of V3 interneurons and they contribute to
the correct dorsoventral positioning of the pMN
domain by repressing olig2 expression in a negative
cross-regulatory interaction similar as in the mouse
[105]
Taken together it appears that the transcription
factors and their role in the specification of different
progenitor domains and of post-mitotic interneurons
are largely conserved between mammals and zebra-
fish but that the signals required for the correct
spatial and temporal expression of these factors are
only partially maintained It has still to be determined
which other signals are required for the early expres-
sion of pMN p2 p1 and p0 progenitor domain
genes in the zebrafish [111]
Thus the patterns of expression of the TFs in the
mouse and zebrafish spinal cord are very similar and
the mechanisms underlying neuronal differentiation
appear to be conserved a conclusion also supported
by other studies [112 119 120] However expres-
sion of TFs is not necessarily always an indicator
of maintained function This is exemplified by the
GRNs controlling differentiation of two closely
related types of GABAergic interneurons the
KolmerndashAgdhur neurons KA0 and KA00 [38]
Homologues of these cells have so far not been
described in the mouse spinal cord In contrast to
other neurons in the spinal cord the cell bodies of
both KA interneuron types are positioned close to
the central canal into which they extend cilia [121]
KA0 cells are required for spontaneous free
swimming while the function of KA00 neurons is
unknown [122] The KA00 interneurons occupy a
ventral position and develop from the lateral floor
plate next to the progenitors of V3 interneurons
The KA0 cells reside at a more dorsal position and
arise from the motoneuron progenitor domain [38
123ndash125] The specification and formation of KA
interneurons involve the Notch and Hh signalling
pathways [38 123ndash125] KA00 interneurons in the
lateral floor express the TFs nkx22a nkx22bnkx29 tal2 gata2 and gata3 (Figure 3) The expres-
sion of tal2 gata2 and gata3 as well as of the GABA-
synthesizing enzyme glutamic acid decarboxylase 67(gad67) is shared between KA0 and KA00 cells
(Figure 3 [38 119]) The functional relationships
Figure 2 Schematic representation of the ventral spinal cord of mouse and zebrafish (A) TF genes expressedin the progenitor domains (p) of mouse (left) and zebrafish (right) The expression patterns of the TF genes in theprogenitors and post-mitotic interneurons of mouse and zebrafish are almost identical (B) Ventral progenitordomains and their corresponding post-mitotic neurons (C) Distinct concentrations of Shh induce the spatialexpression of class II genes or repress class I gene expression (left) Progenitor domain borders are refined andmaintained by negative cross-regulatory interactions among proteins which share common boundaries Negativecross-regulatory interaction can take place between class I and class II proteins or between proteins of the sameclass (centre) Specific combinations of homoeodomain transcription factor proteins in each progenitor domaindetermine the neuronal subtype (right) Figure modified from a previous study [107]
page 8 of 13 Ferg et al
of these factors and their role in the specification of
the two distinct KA interneuron subtypes were
investigated in a systematic knockdown approach
using morpholinos designed against each one of
these TFs [38] Differentiation of the correct
number of KA00 cells depends on the activity of
Nkx29 that acts in cooperation with Nkx22a and
b All three of these nkx2 genes are necessary for the
expression of the zinc finger transcription factor gata2and gata3 in KA00 cells Gata2 but not Gata3 is neces-
sary for expression of the bHLH transcription factor
tal2 that acts upstream of gad67 in KA00 cells
(Figure 3) The four genes tal2 gata2 gata3 gad67 are
also expressed in KA0 cells and they depend on the
bHLH transcription factor Olig2 rather than on
Nkx2 genes in these cells Curiously knock-down
of gata2 does not affect tal2 or gad67 expression in
KA0 cells (Figure 3) suggesting different functional
connections Expression of tal2 and gad67 is rather
dependent on Gata3 in these cells Moreover tal2although like gata2 it is expressed in KA0 inter-
neurons is not required for gad67 expression in
these cells (Figure 3) Hence the functional connec-
tions between the different regulatory genes differ in
the two KA cell types although gata2 and tal2 are
also expressed in KA0 cells they are dispensable for
gad67 expression in these cells Instead olig2 and
gata3 are required for the differentiation of gad67-expressing KA0 cells (Figure 3 [38])
These data suggest that the expression state of TFs
per se is not sufficient to determine the cell fate or
differentiation status of cells and that one would
need to know the complete expression repertoire
of TRs to predict the fate of a cell Also the post-
transcriptional and post-translational modifications of
the TRs might play a role as for instance the phos-
phorylation state of the Olig2 protein determines the
choice between the MN and the oligodendrocyte
cell fate [126 127] Even this information might
not be enough as the epigenetic history of the cell
might also play a role by determining which CRMs
are accessible to the TR combination present in it
CONCLUSIONSANDPERSPECTIVESOver the last 20 years zebrafish has become a valu-
able model organism to address questions of gene
regulation and regulatory networks This model has
been shown to be advantageous in reverse and
forward genetic screens in reporter assays to study
enhancerpromoter function as well as in ChIP
studies targeting histone modifications and TRs
thereby delivering the resources for an in-depth
analysis of GRNs The above described analysis of
KolmerndashAgdhur interneuron differentiation demon-
strated that although TFs can be expressed in two
specific cell types they do not necessarily have the
same regulatory function in both cell types It
simultaneously underlines the major advantage of
zebrafish the potential to easily and rapidly address
complex questions where the questions were actually
phrasedmdashin the organism The examples of cell
specification in a single organ which have been
presented here also demonstrate what would be
required to investigate the mechanisms underlying
TR on a global scale throughout development
A systematic knock out of TRs by the transcription
activator-like effector (TALE) [128] or CRISPR
CAS9 [129] systems would help to understand
their integration in GRNs TALEs could also be
utilized to identify and characterize CRMs
Depending on the fused effector nucleases can
excise CRMs while repressors and activators could
temporarily change the activity of the targeted
CRM(s) [130] Experiments like this could help to
Figure 3 Scheme outlining the regulatory inter-actions in KA00 and KA0 interneurons In KA0 cells(right) tal2 and gata2 are expressed but not requiredfor gad67 expression In contrast these two genes arenecessary for gad67 expression in KA00 cells In KA00
cells on the other hand gata3 is expressed but notfunctionally linked to gad67 The expression of TF genesin different cells does not necessarily reflect conservedfunction even in a case as described here where thesame downstream gene (gad67) is expressed in bothcell types
Gene regulatory networks and control of gene expression page 9 of 13
resolve how multiple CRM modules work together
to define the expression domains of a gene and
would demonstrate if a CRM identified in reporter
assays is actually required for accurate expression in a
given context The ENCODE project demonstrated
that functional enhancers can be identified by bind-
ing of TRs at distinct loci in multiple cell lines
A similarly systematic ChIP-seq study in zebrafish
might shed light on the changes of CRM TR occu-
pancy over time in development Provided the
availability of good antibodies TF-binding sites
could be discovered rapidly in fish In summary
the time is ready for a zebrafish ENCODE project
to systematically mine the embryo of this animal
system for regulatory interactions and to combine
these with expression states and systematic functional
studies of TRs
Key Points
CRMs are DNA sequences that regulate gene expression TRs modulate gene expression on the protein level by
interactionwith CRMs Gene regulatory networks are formed by a multi-layered
interaction of TRs with CRMs resulting in the precise regulationof gene expression
The midline composed of notochord and floor plate is anorganizing centre for the specification of neuronal fate in thespinal cord controlling complex gene regulatory networks
FUNDINGThe work in our laboratory was supported by
the EU IP ZF-Health FP7-Health-2009-242048
NeuroXsys Health-F4-2009 No 223262 the
Interreg network for synthetic biology in the
Upper Rhine valley (NSB-Upper Rhine) the
BMBF funded network Erasys Bio BMBF KZ
0315716 and the BioInterfaces programme of the
Helmholtz association
References1 Ghiasvand NM Rudolph DD Mashayekhi M et al
Deletion of a remote enhancer near ATOH7 disrupts retinalneurogenesis causing NCRNA disease Nat Neurosci 201114578ndash86
2 Lee TI Young RA Transcriptional regulation and itsmisregulation in disease Cell 20131521237ndash51
3 Lettice LA Horikoshi T Heaney SJ et al Disruption ofa long-range cis-acting regulator for Shh causes preaxialpolydactyly Proc Natl Acad Sci USA 2002997548ndash53
4 Armant O Marz M Schmidt R et al Genome-widewhole mount in situ analysis of transcriptional regulatorsin zebrafish embryos Dev Biol 2013380(2)351ndash62
5 Vaquerizas JM Kummerfeld SK Teichmann SA et alA census of human transcription factors function expres-sion and evolution Nat Rev Genet 200910252ndash63
6 Davidson EH Emerging properties of animal gene regula-tory networks Nature 2010468911ndash20
7 Ettensohn CA Encoding anatomy Developmental generegulatory networks and morphogenesis Genesis 201351383ndash409
8 Peter IS Davidson EH Evolution of gene regulatorynetworks controlling body plan development Cell 2011144970ndash85
9 Bell AC West AG Felsenfeld G The protein CTCF isrequired for the enhancer blocking activity of vertebrateinsulators Cell 199998387ndash96
10 Handoko L Xu H Li G et al CTCF-mediated functionalchromatin interactome in pluripotent cells NatGenet 201143630ndash8
11 Parelho V Hadjur S Spivakov M et al Cohesins function-ally associate with CTCF on mammalian chromosomearms Cell 2008132422ndash33
12 Rubio ED Reiss DJ Welcsh PL et al CTCF physicallylinks cohesin to chromatin Proc Natl Acad Sci USA 20081058309ndash14
13 Banerji J Olson L Schaffner W A lymphocyte-specific cel-lular enhancer is located downstream of the joining region inimmunoglobulin heavy chain genes Cell 198333729ndash40
14 Banerji J Rusconi S Schaffner W Expression of a beta-globin gene is enhanced by remote SV40 DNA sequencesCell 198127299ndash308
15 Tumpel S Cambronero F Sims C et al A regulatorymodule embedded in the coding region of Hoxa2 controlsexpression in rhombomere 2 Proc Natl Acad Sci USA 200810520077ndash82
16 McLellan AS Kealey T Langlands K An E box in the exon1 promoter regulates insulin-like growth factor-I expressionin differentiating muscle cells AmJPhysiol Cell Physiol 2006291C300ndash7
17 Lettice LA Heaney SJ Purdie LA et al A long-range Shhenhancer regulates expression in the developing limb andfin and is associated with preaxial polydactyly Hum MolGenet 2003121725ndash35
18 Li Q Barkess G Qian H Chromatin looping and theprobability of transcription Trends Genet 200622197ndash202
19 Carter D Chakalova L Osborne CS et al Long-rangechromatin regulatory interactions in vivo Nat Genet 200232623ndash6
20 Chambeyron S Bickmore WA Chromatin decondensationand nuclear reorganization of the HoxB locus upon induc-tion of transcription Genes Dev 2004181119ndash30
21 Su W Porter S Kustu S et al DNA-looping and enhanceractivity association between DNA-bound NtrC activatorand RNA polymerase at the bacterial glnA promoterProc Natl Acad Sci USA 1990875504ndash8
22 Guo Y Monahan K Wu H etal CTCFcohesin-mediatedDNA looping is required for protocadherin alpha promoterchoice Proc Natl Acad Sci USA 201210921081ndash6
23 Morey C Da Silva NR Perry P et al Nuclear reorganisa-tion and chromatin decondensation are conserved but
page 10 of 13 Ferg et al
distinct mechanisms linked to Hox gene activationDevelopment 2007134909ndash19
24 Butler JE Kadonaga JT The RNA polymerase II corepromoter a key component in the regulation of geneexpression Genes Dev 2002162583ndash92
25 Kadonaga JT Perspectives on the RNA polymerase II corepromoter Wiley Interdiscip Rev Dev Biol 2012140ndash51
26 Juven-Gershon T Kadonaga JT Regulation of geneexpression via the core promoter and the basal transcrip-tional machinery Dev Biol 2010339225ndash9
27 Thomas MC Chiang CM The general transcriptionmachinery and general cofactors Crit Rev Biochem Mol Biol200641105ndash78
28 Muller F Tora L The multicoloured world of promoterrecognition complexes EMBOJ 2004232ndash8
29 Goodrich JA Tjian R Unexpected roles for core promoterrecognition factors in cell-type-specific transcription andgene regulation Nat Rev Genet 201011549ndash58
30 Espinosa JM Verdun RE Emerson BM p53 functionsthrough stress- and promoter-specific recruitment oftranscription initiation components before and after DNAdamage Mol Cell 2003121015ndash27
31 Gehrig J Reischl M Kalmar E et al Automated high-throughput mapping of promoter-enhancer interactions inzebrafish embryos NatMethods 20096911ndash6
32 Maston GA Evans SK Green MR Transcriptional regula-tory elements in the human genome Annu Rev GenomicsHumGenet 2006729ndash59
33 Raab JR Kamakaka RT Insulators and promoters closerthan we think Nat RevGenet 201011439ndash46
34 Kolovos P Knoch TA Grosveld FG et al Enhancers andsilencers an integrated and simple model for their functionEpigenetics Chromatin 201251
35 Ferg M Sanges R Gehrig J et al The TATA-bindingprotein regulates maternal mRNA degradation and differ-ential zygotic transcription in zebrafish EMBO J 2007263945ndash56
36 Guo S Yamaguchi Y Schilbach S et al A regulator oftranscriptional elongation controls vertebrate neuronaldevelopment Nature 2000408366ndash9
37 Morley RH Lachani K Keefe D et al A gene regulatorynetwork directed by zebrafish No tail accounts for its rolesin mesoderm formation Proc Natl Acad Sci USA 20091063829ndash34
38 Yang L Rastegar S Strahle U Regulatory interactionsspecifying Kolmer-Agduhr interneurons Development20101372713ndash22
39 Aday AW Zhu LJ Lakshmanan A etal Identification of cisregulatory features in the embryonic zebrafish genomethrough large-scale profiling of H3K4me1 and H3K4me3binding sites Dev Biol 2011357450ndash62
40 Ariza-Cosano A Visel A Pennacchio LA et al Differencesin enhancer activity in mouse and zebrafish reporter assaysare often associated with changes in gene expression BMCGenomics 201213713
41 Chatterjee S Bourque G Lufkin T Conserved and non-conserved enhancers direct tissue specific transcription inancient germ layer specific developmental control genesBMCDev Biol 20111163
42 Yip KY Cheng C Bhardwaj N et al Classification ofhuman genomic regions based on experimentally
determined binding sites of more than 100 transcription-related factors Genome Biol 201213R48
43 Tamplin OJ Cox BJ Rossant J Integrated microarray andChIP analysis identifies multiple Foxa2 dependent targetgenes in the notochord Dev Biol 2011360415ndash25
44 Ritter DI Dong Z Guo S et al Transcriptional enhancersin protein-coding exons of vertebrate developmental genesPLoSOne 20127e35202
45 Smith RP Riesenfeld SJ Holloway AK et al A compactin vivo screen of all 6-mers reveals drivers of tissue-specificexpression and guides synthetic regulatory element designGenome Biol 201314R72
46 Ellingsen S Laplante MA Konig M et al Large-scaleenhancer detection in the zebrafish genome Development20051323799ndash811
47 Levesque MP Krauss J Koehler C et al New tools forthe identification of developmentally regulated enhancerregions in embryonic and adult zebrafish Zebrafish 20131021ndash9
48 Aparicio S Chapman J Stupka E et al Whole-genomeshotgun assembly and analysis of the genome of Fugurubripes Science 20022971301ndash10
49 Lander ES Linton LM Birren B et al Initial sequenc-ing and analysis of the human genome Nature 2001409860ndash921
50 Venter JC Adams MD Myers EW et al The sequence ofthe human genome Science 20012911304ndash51
51 Pennacchio LA Rubin EM Genomic strategies to identifymammalian regulatory sequences Nat Rev Genet 20012100ndash9
52 Plessy C Dickmeis T Chalmel F et al Enhancersequence conservation between vertebrates is favouredin developmental regulator genes Trends Genet 200521207ndash10
53 Sandelin A Bailey P Bruce S et al Arrays of ultra-conserved non-coding regions span the loci of key devel-opmental genes in vertebrate genomes BMC Genomics2004599
54 Woolfe A Goodson M Goode DK et al Highly conservednon-coding sequences are associated with vertebrate devel-opment PLoS Biol 20053e7
55 Bray N Dubchak I Pachter L AVID A global alignmentprogram GenomeRes 20031397ndash102
56 Brudno M Do CB Cooper GM et al LAGAN and Multi-LAGAN efficient tools for large-scale multiple alignment ofgenomic DNA Genome Res 200313721ndash31
57 Dubchak I Poliakov A Kislyuk A et al Multiple whole-genome alignments without a reference organism GenomeRes 200919682ndash9
58 Schwartz S Zhang Z Frazer KA et al PipMakerndasha webserver for aligning two genomic DNA sequences GenomeRes 200010577ndash86
59 Sanges R Kalmar E Claudiani P et al Shuffling of cis-regulatory elements is a pervasive feature of the vertebratelineage Genome Biol 20067R56
60 Kuntz SG Schwarz EM DeModena JA etal MultigenomeDNA sequence conservation identifies Hox cis-regulatoryelements GenomeRes 2008181955ndash68
61 Li Q Ritter D Yang N et al A systematic approach toidentify functional motifs within vertebrate developmentalenhancers Dev Biol 2010337484ndash95
Gene regulatory networks and control of gene expression page 11 of 13
62 Pennacchio LA Ahituv N Moses AM et al In vivo enhan-cer analysis of human conserved non-coding sequencesNature 2006444499ndash502
63 Sanges R Hadzhiev Y Gueroult-Bellone M et al Highlyconserved elements discovered in vertebrates are presentin non-syntenic loci of tunicates act as enhancers andcan be transcribed during development Nucleic Acids Res2013413600ndash18
64 Gross DS Garrard WT Nuclease hypersensitive sites inchromatin Annu Rev Biochem 198857159ndash97
65 Crawford GE Davis S Scacheri PC et al DNase-chip ahigh-resolution method to identify DNase I hypersensitivesites using tiled microarrays NatMethods 20063503ndash9
66 Song L Crawford GE DNase-seq a high-resolutiontechnique for mapping active gene regulatory elementsacross the genome from mammalian cells Cold Spring HarbProtoc 20102010pdb prot5384
67 Barski A Cuddapah S Cui K et al High-resolution profil-ing of histone methylations in the human genome Cell2007129823ndash37
68 Bernstein BE Kamal M Lindblad-Toh K et al Genomicmaps and comparative analysis of histone modifications inhuman and mouse Cell 2005120169ndash81
69 Heintzman ND Stuart RK Hon G et al Distinct andpredictive chromatin signatures of transcriptional promotersand enhancers in the human genome Nat Genet 200739311ndash8
70 Creyghton MP Cheng AW Welstead GG et al HistoneH3K27ac separates active from poised enhancers andpredicts developmental state Proc Natl Acad Sci USA 201010721931ndash6
71 Rada-Iglesias A Bajpai R Swigut T et al A uniquechromatin signature uncovers early developmental enhan-cers in humans Nature 2011470279ndash83
72 Zentner GE Tesar PJ Scacheri PC Epigenetic signaturesdistinguish multiple classes of enhancers with distinctcellular functions Genome Res 2011211273ndash83
73 Blow MJ McCulley DJ Li Z et al ChIP-Seq identificationof weakly conserved heart enhancers Nat Genet 201042806ndash10
74 Visel A Blow MJ Li Z et al ChIP-seq accurately predictstissue-specific activity of enhancers Nature 2009457854ndash8
75 Santos-Rosa H Schneider R Bannister AJ et al Activegenes are tri-methylated at K4 of histone H3 Nature2002419407ndash11
76 Wardle FC Odom DT Bell GW et al Zebrafish promotermicroarrays identify actively transcribed embryonic genesGenome Biol 20067R71
77 Bernstein BE Mikkelsen TS Xie X et al A bivalentchromatin structure marks key developmental genes inembryonic stem cells Cell 2006125315ndash26
78 Pan G Tian S Nie J et al Whole-genome analysis ofhistone H3 lysine 4 and lysine 27 methylation in humanembryonic stem cells Cell Stem Cell 20071299ndash312
79 Kane DA Kimmel CB The zebrafish midblastula transitionDevelopment 1993119447ndash56
80 Vastenhouw NL Zhang Y Woods IG et al Chromatinsignature of embryonic pluripotency is established duringgenome activation Nature 2010464922ndash6
81 Bogdanovic O Fernandez-Minan A Tena JJ et alDynamics of enhancer chromatin signatures mark the
transition from pluripotency to cell specification duringembryogenesis Genome Res 2012222043ndash53
82 Blader P Lam CS Rastegar S et al Conserved andacquired features of neurogenin1 regulation Development20041315627ndash37
83 Rastegar S Hess I Dickmeis T et al The words of theregulatory code are arranged in a variable manner in highlyconserved enhancers Dev Biol 2008318366ndash77
84 Kim TK Hemberg M Gray JM et al Widespreadtranscription at neuronal activity-regulated enhancersNature 2010465182ndash7
85 Li W Notani D Ma Q et al Functional roles of enhancerRNAs for oestrogen-dependent transcriptional activationNature 2013498516ndash20
86 Lai F Orom UA Cesaroni M et al Activating RNAsassociate with Mediator to enhance chromatin architectureand transcription Nature 2013494497ndash501
87 Wang KC Yang YW Liu B etal A long noncoding RNAmaintains active chromatin to coordinate homeotic geneexpression Nature 2011472120ndash4
88 Howe K Clark MD Torroja CF et al The zebrafishreference genome sequence and its relationship to thehuman genome Nature 2013496498ndash503
89 Hunter S Apweiler R Attwood TK et al InterPro theintegrative protein signature database Nucleic Acids Res200937D211ndash5
90 Domazet-Loso T Tautz D A phylogenetically basedtranscriptome age index mirrors ontogenetic divergencepatterns Nature 2010468815ndash8
91 Gordan R Murphy KF McCord RP et al Curatedcollection of yeast transcription factor DNA bindingspecificity data reveals novel structural and gene regulatoryinsights Genome Biol 201112R125
92 Taylor JS Braasch I Frickey T et al Genome duplicationa trait shared by 22000 species of ray-finned fish GenomeRes 200313382ndash90
93 Naef F Huelsken J Cell-type-specific transcriptomics inchimeric models using transcriptome-based masks NucleicAcids Res 200533e111
94 Ravasi T Suzuki H Cannistraci CV et al An atlas ofcombinatorial transcriptional regulation in mouse andman Cell 2010140744ndash52
95 Zhang W Morris QD Chang R et al The functionallandscape of mouse gene expression J Biol 2004321
96 Niehrs C Pollet N Synexpression groups in eukaryotesNature 1999402483ndash7
97 Karaulanov E Knochel W Niehrs C Transcriptionalregulation of BMP4 synexpression in transgenicXenopus EMBOJ 200423844ndash56
98 Albagli O Dhordain P Deweindt C et al The BTBPOZdomain a new protein-protein interaction motif commonto DNA- and actin-binding proteins Cell Growth Differ199561193ndash8
99 Kelly KF Daniel JM POZ for effectndashPOZ-ZF transcrip-tion factors in cancer and development Trends Cell Biol200616578ndash87
100 Stogios PJ Downs GS Jauhal JJ et al Sequence andstructural analysis of BTB domain proteins Genome Biol20056R82
101 Takeuchi JK Lou X Alexander JM et al Chromatinremodelling complex dosage modulates transcription
page 12 of 13 Ferg et al
factor function in heart development NatCommun 20112187
102 Link BA Fadool JM Malicki J et al The zebrafish youngmutation acts non-cell-autonomously to uncouple differ-entiation from specification for all retinal cells Development20001272177ndash88
103 Gregg RG Willer GB Fadool JM et al Positional cloningof the young mutation identifies an essential role for theBrahma chromatin remodeling complex in mediatingretinal cell differentiation Proc Natl Acad Sci USA 20031006535ndash40
104 Le Dreau G Marti E Dorsal-ventral patterning of theneural tube a tale of three signals Dev Neurobiol 2012721471ndash81
105 Dessaud E McMahon AP Briscoe J Pattern formation inthe vertebrate neural tube a sonic hedgehog morphogen-regulated transcriptional network Development 20081352489ndash503
106 Briscoe J Ericson J Specification of neuronal fates in theventral neural tube Curr Opin Neurobiol 20011143ndash9
107 Jacob J Briscoe J Gli proteins and the control of spinal-cord patterning EMBORep 20034761ndash5
108 Hui CC Angers S Gli proteins in development anddisease Annu RevCell Dev Biol 201127513ndash37
109 Lewis KE How do genes regulate simple behavioursUnderstanding how different neurons in the vertebratespinal cord are genetically specified PhilosTrans RSoc LondB Biol Sci 200636145ndash66
110 Koudijs MJ den Broeder MJ Groot E et al Geneticanalysis of the two zebrafish patched homologues identifiesnovel roles for the hedgehog signaling pathway BMCDevBiol 2008815
111 England S Batista MF Mich JK et al Roles of Hedgehogpathway components and retinoic acid signalling in spe-cifying zebrafish ventral spinal cord neurons Development20111385121ndash34
112 Barth KA Wilson SW Expression of zebrafish nk22 isinfluenced by sonic hedgehogvertebrate hedgehog-1and demarcates a zone of neuronal differentiation in theembryonic forebrain Development 19951211755ndash68
113 Guner B Karlstrom RO Cloning of zebrafish nkx62 anda comprehensive analysis of the conserved transcriptionalresponse to HedgehogGli signaling in the zebrafish neuraltube Gene Expr Patterns 20077596ndash605
114 Schafer M Kinzel D Neuner C et al Hedgehog andretinoid signalling confines nkx22b expression to thelateral floor plate of the zebrafish trunk Mech Dev 200512243ndash56
115 Xu J Srinivas BP Tay SY et al Genomewide expressionprofiling in the zebrafish embryo identifies target genes
regulated by Hedgehog signaling during vertebratedevelopment Genetics 2006174735ndash52
116 Oosterveen T Kurdija S Alekseenko Z et al Mechanisticdifferences in the transcriptional interpretation of localand long-range Shh morphogen signaling Dev Cell 2012231006ndash19
117 Peterson KA Nishi Y Ma W et al Neural-specific Sox2input and differential Gli-binding affinity provide contextand positional information in Shh-directed neural pattern-ing Genes Dev 2012262802ndash16
118 Vokes SA Ji H McCuine S et al Genomic characteriza-tion of Gli-activator targets in sonic hedgehog-mediatedneural patterning Development 20071341977ndash89
119 Batista MF Jacobstein J Lewis KE Zebrafish V2 cellsdevelop into excitatory CiD and Notch signallingdependent inhibitory VeLD interneurons Dev Biol 2008322263ndash75
120 Kimura Y Satou C Higashijima S V2a and V2b neuronsare generated by the final divisions of pair-producingprogenitors in the zebrafish spinal cord Development20081353001ndash5
121 Park HC Shin J Appel B Spatial and temporal regulationof ventral spinal cord precursor specification by Hedgehogsignaling Development 20041315959ndash69
122 Wyart C Del Bene F Warp E etal Optogenetic dissectionof a behavioural module in the vertebrate spinal cordNature 2009461407ndash10
123 Schafer M Kinzel D Winkler C Discontinuous organiza-tion and specification of the lateral floor plate in zebrafishDev Biol 2007301117ndash29
124 Shin J Park HC Topczewska JM et al Neural cell fateanalysis in zebrafish using olig2 BAC transgenics MethodsCell Sci 2003257ndash14
125 Huang P Xiong F Megason SG et al Attenuationof Notch and Hedgehog signaling is required for fate spe-cification in the spinal cord PLoSGenet 20128e1002762
126 Li H de Faria JP Andrew P et al Phosphorylationregulates OLIG2 cofactor choice and the motor neuron-oligodendrocyte fate switch Neuron 201169918ndash29
127 Sun Y Meijer DH Alberta JA et al Phosphorylation stateof Olig2 regulates proliferation of neural progenitorsNeuron 201169906ndash17
128 Christian M Cermak T Doyle EL et al Targeting DNAdouble-strand breaks with TAL effector nucleases Genetics2010186757ndash61
129 Jinek M Chylinski K Fonfara I et al A programmabledual-RNA-guided DNA endonuclease in adaptive bacter-ial immunity Science 2012337816ndash21
130 Crocker J Stern DL TALE-mediated modulation of tran-scriptional enhancers in vivo NatMethods 201310762ndash7
Gene regulatory networks and control of gene expression page 13 of 13
of these factors and their role in the specification of
the two distinct KA interneuron subtypes were
investigated in a systematic knockdown approach
using morpholinos designed against each one of
these TFs [38] Differentiation of the correct
number of KA00 cells depends on the activity of
Nkx29 that acts in cooperation with Nkx22a and
b All three of these nkx2 genes are necessary for the
expression of the zinc finger transcription factor gata2and gata3 in KA00 cells Gata2 but not Gata3 is neces-
sary for expression of the bHLH transcription factor
tal2 that acts upstream of gad67 in KA00 cells
(Figure 3) The four genes tal2 gata2 gata3 gad67 are
also expressed in KA0 cells and they depend on the
bHLH transcription factor Olig2 rather than on
Nkx2 genes in these cells Curiously knock-down
of gata2 does not affect tal2 or gad67 expression in
KA0 cells (Figure 3) suggesting different functional
connections Expression of tal2 and gad67 is rather
dependent on Gata3 in these cells Moreover tal2although like gata2 it is expressed in KA0 inter-
neurons is not required for gad67 expression in
these cells (Figure 3) Hence the functional connec-
tions between the different regulatory genes differ in
the two KA cell types although gata2 and tal2 are
also expressed in KA0 cells they are dispensable for
gad67 expression in these cells Instead olig2 and
gata3 are required for the differentiation of gad67-expressing KA0 cells (Figure 3 [38])
These data suggest that the expression state of TFs
per se is not sufficient to determine the cell fate or
differentiation status of cells and that one would
need to know the complete expression repertoire
of TRs to predict the fate of a cell Also the post-
transcriptional and post-translational modifications of
the TRs might play a role as for instance the phos-
phorylation state of the Olig2 protein determines the
choice between the MN and the oligodendrocyte
cell fate [126 127] Even this information might
not be enough as the epigenetic history of the cell
might also play a role by determining which CRMs
are accessible to the TR combination present in it
CONCLUSIONSANDPERSPECTIVESOver the last 20 years zebrafish has become a valu-
able model organism to address questions of gene
regulation and regulatory networks This model has
been shown to be advantageous in reverse and
forward genetic screens in reporter assays to study
enhancerpromoter function as well as in ChIP
studies targeting histone modifications and TRs
thereby delivering the resources for an in-depth
analysis of GRNs The above described analysis of
KolmerndashAgdhur interneuron differentiation demon-
strated that although TFs can be expressed in two
specific cell types they do not necessarily have the
same regulatory function in both cell types It
simultaneously underlines the major advantage of
zebrafish the potential to easily and rapidly address
complex questions where the questions were actually
phrasedmdashin the organism The examples of cell
specification in a single organ which have been
presented here also demonstrate what would be
required to investigate the mechanisms underlying
TR on a global scale throughout development
A systematic knock out of TRs by the transcription
activator-like effector (TALE) [128] or CRISPR
CAS9 [129] systems would help to understand
their integration in GRNs TALEs could also be
utilized to identify and characterize CRMs
Depending on the fused effector nucleases can
excise CRMs while repressors and activators could
temporarily change the activity of the targeted
CRM(s) [130] Experiments like this could help to
Figure 3 Scheme outlining the regulatory inter-actions in KA00 and KA0 interneurons In KA0 cells(right) tal2 and gata2 are expressed but not requiredfor gad67 expression In contrast these two genes arenecessary for gad67 expression in KA00 cells In KA00
cells on the other hand gata3 is expressed but notfunctionally linked to gad67 The expression of TF genesin different cells does not necessarily reflect conservedfunction even in a case as described here where thesame downstream gene (gad67) is expressed in bothcell types
Gene regulatory networks and control of gene expression page 9 of 13
resolve how multiple CRM modules work together
to define the expression domains of a gene and
would demonstrate if a CRM identified in reporter
assays is actually required for accurate expression in a
given context The ENCODE project demonstrated
that functional enhancers can be identified by bind-
ing of TRs at distinct loci in multiple cell lines
A similarly systematic ChIP-seq study in zebrafish
might shed light on the changes of CRM TR occu-
pancy over time in development Provided the
availability of good antibodies TF-binding sites
could be discovered rapidly in fish In summary
the time is ready for a zebrafish ENCODE project
to systematically mine the embryo of this animal
system for regulatory interactions and to combine
these with expression states and systematic functional
studies of TRs
Key Points
CRMs are DNA sequences that regulate gene expression TRs modulate gene expression on the protein level by
interactionwith CRMs Gene regulatory networks are formed by a multi-layered
interaction of TRs with CRMs resulting in the precise regulationof gene expression
The midline composed of notochord and floor plate is anorganizing centre for the specification of neuronal fate in thespinal cord controlling complex gene regulatory networks
FUNDINGThe work in our laboratory was supported by
the EU IP ZF-Health FP7-Health-2009-242048
NeuroXsys Health-F4-2009 No 223262 the
Interreg network for synthetic biology in the
Upper Rhine valley (NSB-Upper Rhine) the
BMBF funded network Erasys Bio BMBF KZ
0315716 and the BioInterfaces programme of the
Helmholtz association
References1 Ghiasvand NM Rudolph DD Mashayekhi M et al
Deletion of a remote enhancer near ATOH7 disrupts retinalneurogenesis causing NCRNA disease Nat Neurosci 201114578ndash86
2 Lee TI Young RA Transcriptional regulation and itsmisregulation in disease Cell 20131521237ndash51
3 Lettice LA Horikoshi T Heaney SJ et al Disruption ofa long-range cis-acting regulator for Shh causes preaxialpolydactyly Proc Natl Acad Sci USA 2002997548ndash53
4 Armant O Marz M Schmidt R et al Genome-widewhole mount in situ analysis of transcriptional regulatorsin zebrafish embryos Dev Biol 2013380(2)351ndash62
5 Vaquerizas JM Kummerfeld SK Teichmann SA et alA census of human transcription factors function expres-sion and evolution Nat Rev Genet 200910252ndash63
6 Davidson EH Emerging properties of animal gene regula-tory networks Nature 2010468911ndash20
7 Ettensohn CA Encoding anatomy Developmental generegulatory networks and morphogenesis Genesis 201351383ndash409
8 Peter IS Davidson EH Evolution of gene regulatorynetworks controlling body plan development Cell 2011144970ndash85
9 Bell AC West AG Felsenfeld G The protein CTCF isrequired for the enhancer blocking activity of vertebrateinsulators Cell 199998387ndash96
10 Handoko L Xu H Li G et al CTCF-mediated functionalchromatin interactome in pluripotent cells NatGenet 201143630ndash8
11 Parelho V Hadjur S Spivakov M et al Cohesins function-ally associate with CTCF on mammalian chromosomearms Cell 2008132422ndash33
12 Rubio ED Reiss DJ Welcsh PL et al CTCF physicallylinks cohesin to chromatin Proc Natl Acad Sci USA 20081058309ndash14
13 Banerji J Olson L Schaffner W A lymphocyte-specific cel-lular enhancer is located downstream of the joining region inimmunoglobulin heavy chain genes Cell 198333729ndash40
14 Banerji J Rusconi S Schaffner W Expression of a beta-globin gene is enhanced by remote SV40 DNA sequencesCell 198127299ndash308
15 Tumpel S Cambronero F Sims C et al A regulatorymodule embedded in the coding region of Hoxa2 controlsexpression in rhombomere 2 Proc Natl Acad Sci USA 200810520077ndash82
16 McLellan AS Kealey T Langlands K An E box in the exon1 promoter regulates insulin-like growth factor-I expressionin differentiating muscle cells AmJPhysiol Cell Physiol 2006291C300ndash7
17 Lettice LA Heaney SJ Purdie LA et al A long-range Shhenhancer regulates expression in the developing limb andfin and is associated with preaxial polydactyly Hum MolGenet 2003121725ndash35
18 Li Q Barkess G Qian H Chromatin looping and theprobability of transcription Trends Genet 200622197ndash202
19 Carter D Chakalova L Osborne CS et al Long-rangechromatin regulatory interactions in vivo Nat Genet 200232623ndash6
20 Chambeyron S Bickmore WA Chromatin decondensationand nuclear reorganization of the HoxB locus upon induc-tion of transcription Genes Dev 2004181119ndash30
21 Su W Porter S Kustu S et al DNA-looping and enhanceractivity association between DNA-bound NtrC activatorand RNA polymerase at the bacterial glnA promoterProc Natl Acad Sci USA 1990875504ndash8
22 Guo Y Monahan K Wu H etal CTCFcohesin-mediatedDNA looping is required for protocadherin alpha promoterchoice Proc Natl Acad Sci USA 201210921081ndash6
23 Morey C Da Silva NR Perry P et al Nuclear reorganisa-tion and chromatin decondensation are conserved but
page 10 of 13 Ferg et al
distinct mechanisms linked to Hox gene activationDevelopment 2007134909ndash19
24 Butler JE Kadonaga JT The RNA polymerase II corepromoter a key component in the regulation of geneexpression Genes Dev 2002162583ndash92
25 Kadonaga JT Perspectives on the RNA polymerase II corepromoter Wiley Interdiscip Rev Dev Biol 2012140ndash51
26 Juven-Gershon T Kadonaga JT Regulation of geneexpression via the core promoter and the basal transcrip-tional machinery Dev Biol 2010339225ndash9
27 Thomas MC Chiang CM The general transcriptionmachinery and general cofactors Crit Rev Biochem Mol Biol200641105ndash78
28 Muller F Tora L The multicoloured world of promoterrecognition complexes EMBOJ 2004232ndash8
29 Goodrich JA Tjian R Unexpected roles for core promoterrecognition factors in cell-type-specific transcription andgene regulation Nat Rev Genet 201011549ndash58
30 Espinosa JM Verdun RE Emerson BM p53 functionsthrough stress- and promoter-specific recruitment oftranscription initiation components before and after DNAdamage Mol Cell 2003121015ndash27
31 Gehrig J Reischl M Kalmar E et al Automated high-throughput mapping of promoter-enhancer interactions inzebrafish embryos NatMethods 20096911ndash6
32 Maston GA Evans SK Green MR Transcriptional regula-tory elements in the human genome Annu Rev GenomicsHumGenet 2006729ndash59
33 Raab JR Kamakaka RT Insulators and promoters closerthan we think Nat RevGenet 201011439ndash46
34 Kolovos P Knoch TA Grosveld FG et al Enhancers andsilencers an integrated and simple model for their functionEpigenetics Chromatin 201251
35 Ferg M Sanges R Gehrig J et al The TATA-bindingprotein regulates maternal mRNA degradation and differ-ential zygotic transcription in zebrafish EMBO J 2007263945ndash56
36 Guo S Yamaguchi Y Schilbach S et al A regulator oftranscriptional elongation controls vertebrate neuronaldevelopment Nature 2000408366ndash9
37 Morley RH Lachani K Keefe D et al A gene regulatorynetwork directed by zebrafish No tail accounts for its rolesin mesoderm formation Proc Natl Acad Sci USA 20091063829ndash34
38 Yang L Rastegar S Strahle U Regulatory interactionsspecifying Kolmer-Agduhr interneurons Development20101372713ndash22
39 Aday AW Zhu LJ Lakshmanan A etal Identification of cisregulatory features in the embryonic zebrafish genomethrough large-scale profiling of H3K4me1 and H3K4me3binding sites Dev Biol 2011357450ndash62
40 Ariza-Cosano A Visel A Pennacchio LA et al Differencesin enhancer activity in mouse and zebrafish reporter assaysare often associated with changes in gene expression BMCGenomics 201213713
41 Chatterjee S Bourque G Lufkin T Conserved and non-conserved enhancers direct tissue specific transcription inancient germ layer specific developmental control genesBMCDev Biol 20111163
42 Yip KY Cheng C Bhardwaj N et al Classification ofhuman genomic regions based on experimentally
determined binding sites of more than 100 transcription-related factors Genome Biol 201213R48
43 Tamplin OJ Cox BJ Rossant J Integrated microarray andChIP analysis identifies multiple Foxa2 dependent targetgenes in the notochord Dev Biol 2011360415ndash25
44 Ritter DI Dong Z Guo S et al Transcriptional enhancersin protein-coding exons of vertebrate developmental genesPLoSOne 20127e35202
45 Smith RP Riesenfeld SJ Holloway AK et al A compactin vivo screen of all 6-mers reveals drivers of tissue-specificexpression and guides synthetic regulatory element designGenome Biol 201314R72
46 Ellingsen S Laplante MA Konig M et al Large-scaleenhancer detection in the zebrafish genome Development20051323799ndash811
47 Levesque MP Krauss J Koehler C et al New tools forthe identification of developmentally regulated enhancerregions in embryonic and adult zebrafish Zebrafish 20131021ndash9
48 Aparicio S Chapman J Stupka E et al Whole-genomeshotgun assembly and analysis of the genome of Fugurubripes Science 20022971301ndash10
49 Lander ES Linton LM Birren B et al Initial sequenc-ing and analysis of the human genome Nature 2001409860ndash921
50 Venter JC Adams MD Myers EW et al The sequence ofthe human genome Science 20012911304ndash51
51 Pennacchio LA Rubin EM Genomic strategies to identifymammalian regulatory sequences Nat Rev Genet 20012100ndash9
52 Plessy C Dickmeis T Chalmel F et al Enhancersequence conservation between vertebrates is favouredin developmental regulator genes Trends Genet 200521207ndash10
53 Sandelin A Bailey P Bruce S et al Arrays of ultra-conserved non-coding regions span the loci of key devel-opmental genes in vertebrate genomes BMC Genomics2004599
54 Woolfe A Goodson M Goode DK et al Highly conservednon-coding sequences are associated with vertebrate devel-opment PLoS Biol 20053e7
55 Bray N Dubchak I Pachter L AVID A global alignmentprogram GenomeRes 20031397ndash102
56 Brudno M Do CB Cooper GM et al LAGAN and Multi-LAGAN efficient tools for large-scale multiple alignment ofgenomic DNA Genome Res 200313721ndash31
57 Dubchak I Poliakov A Kislyuk A et al Multiple whole-genome alignments without a reference organism GenomeRes 200919682ndash9
58 Schwartz S Zhang Z Frazer KA et al PipMakerndasha webserver for aligning two genomic DNA sequences GenomeRes 200010577ndash86
59 Sanges R Kalmar E Claudiani P et al Shuffling of cis-regulatory elements is a pervasive feature of the vertebratelineage Genome Biol 20067R56
60 Kuntz SG Schwarz EM DeModena JA etal MultigenomeDNA sequence conservation identifies Hox cis-regulatoryelements GenomeRes 2008181955ndash68
61 Li Q Ritter D Yang N et al A systematic approach toidentify functional motifs within vertebrate developmentalenhancers Dev Biol 2010337484ndash95
Gene regulatory networks and control of gene expression page 11 of 13
62 Pennacchio LA Ahituv N Moses AM et al In vivo enhan-cer analysis of human conserved non-coding sequencesNature 2006444499ndash502
63 Sanges R Hadzhiev Y Gueroult-Bellone M et al Highlyconserved elements discovered in vertebrates are presentin non-syntenic loci of tunicates act as enhancers andcan be transcribed during development Nucleic Acids Res2013413600ndash18
64 Gross DS Garrard WT Nuclease hypersensitive sites inchromatin Annu Rev Biochem 198857159ndash97
65 Crawford GE Davis S Scacheri PC et al DNase-chip ahigh-resolution method to identify DNase I hypersensitivesites using tiled microarrays NatMethods 20063503ndash9
66 Song L Crawford GE DNase-seq a high-resolutiontechnique for mapping active gene regulatory elementsacross the genome from mammalian cells Cold Spring HarbProtoc 20102010pdb prot5384
67 Barski A Cuddapah S Cui K et al High-resolution profil-ing of histone methylations in the human genome Cell2007129823ndash37
68 Bernstein BE Kamal M Lindblad-Toh K et al Genomicmaps and comparative analysis of histone modifications inhuman and mouse Cell 2005120169ndash81
69 Heintzman ND Stuart RK Hon G et al Distinct andpredictive chromatin signatures of transcriptional promotersand enhancers in the human genome Nat Genet 200739311ndash8
70 Creyghton MP Cheng AW Welstead GG et al HistoneH3K27ac separates active from poised enhancers andpredicts developmental state Proc Natl Acad Sci USA 201010721931ndash6
71 Rada-Iglesias A Bajpai R Swigut T et al A uniquechromatin signature uncovers early developmental enhan-cers in humans Nature 2011470279ndash83
72 Zentner GE Tesar PJ Scacheri PC Epigenetic signaturesdistinguish multiple classes of enhancers with distinctcellular functions Genome Res 2011211273ndash83
73 Blow MJ McCulley DJ Li Z et al ChIP-Seq identificationof weakly conserved heart enhancers Nat Genet 201042806ndash10
74 Visel A Blow MJ Li Z et al ChIP-seq accurately predictstissue-specific activity of enhancers Nature 2009457854ndash8
75 Santos-Rosa H Schneider R Bannister AJ et al Activegenes are tri-methylated at K4 of histone H3 Nature2002419407ndash11
76 Wardle FC Odom DT Bell GW et al Zebrafish promotermicroarrays identify actively transcribed embryonic genesGenome Biol 20067R71
77 Bernstein BE Mikkelsen TS Xie X et al A bivalentchromatin structure marks key developmental genes inembryonic stem cells Cell 2006125315ndash26
78 Pan G Tian S Nie J et al Whole-genome analysis ofhistone H3 lysine 4 and lysine 27 methylation in humanembryonic stem cells Cell Stem Cell 20071299ndash312
79 Kane DA Kimmel CB The zebrafish midblastula transitionDevelopment 1993119447ndash56
80 Vastenhouw NL Zhang Y Woods IG et al Chromatinsignature of embryonic pluripotency is established duringgenome activation Nature 2010464922ndash6
81 Bogdanovic O Fernandez-Minan A Tena JJ et alDynamics of enhancer chromatin signatures mark the
transition from pluripotency to cell specification duringembryogenesis Genome Res 2012222043ndash53
82 Blader P Lam CS Rastegar S et al Conserved andacquired features of neurogenin1 regulation Development20041315627ndash37
83 Rastegar S Hess I Dickmeis T et al The words of theregulatory code are arranged in a variable manner in highlyconserved enhancers Dev Biol 2008318366ndash77
84 Kim TK Hemberg M Gray JM et al Widespreadtranscription at neuronal activity-regulated enhancersNature 2010465182ndash7
85 Li W Notani D Ma Q et al Functional roles of enhancerRNAs for oestrogen-dependent transcriptional activationNature 2013498516ndash20
86 Lai F Orom UA Cesaroni M et al Activating RNAsassociate with Mediator to enhance chromatin architectureand transcription Nature 2013494497ndash501
87 Wang KC Yang YW Liu B etal A long noncoding RNAmaintains active chromatin to coordinate homeotic geneexpression Nature 2011472120ndash4
88 Howe K Clark MD Torroja CF et al The zebrafishreference genome sequence and its relationship to thehuman genome Nature 2013496498ndash503
89 Hunter S Apweiler R Attwood TK et al InterPro theintegrative protein signature database Nucleic Acids Res200937D211ndash5
90 Domazet-Loso T Tautz D A phylogenetically basedtranscriptome age index mirrors ontogenetic divergencepatterns Nature 2010468815ndash8
91 Gordan R Murphy KF McCord RP et al Curatedcollection of yeast transcription factor DNA bindingspecificity data reveals novel structural and gene regulatoryinsights Genome Biol 201112R125
92 Taylor JS Braasch I Frickey T et al Genome duplicationa trait shared by 22000 species of ray-finned fish GenomeRes 200313382ndash90
93 Naef F Huelsken J Cell-type-specific transcriptomics inchimeric models using transcriptome-based masks NucleicAcids Res 200533e111
94 Ravasi T Suzuki H Cannistraci CV et al An atlas ofcombinatorial transcriptional regulation in mouse andman Cell 2010140744ndash52
95 Zhang W Morris QD Chang R et al The functionallandscape of mouse gene expression J Biol 2004321
96 Niehrs C Pollet N Synexpression groups in eukaryotesNature 1999402483ndash7
97 Karaulanov E Knochel W Niehrs C Transcriptionalregulation of BMP4 synexpression in transgenicXenopus EMBOJ 200423844ndash56
98 Albagli O Dhordain P Deweindt C et al The BTBPOZdomain a new protein-protein interaction motif commonto DNA- and actin-binding proteins Cell Growth Differ199561193ndash8
99 Kelly KF Daniel JM POZ for effectndashPOZ-ZF transcrip-tion factors in cancer and development Trends Cell Biol200616578ndash87
100 Stogios PJ Downs GS Jauhal JJ et al Sequence andstructural analysis of BTB domain proteins Genome Biol20056R82
101 Takeuchi JK Lou X Alexander JM et al Chromatinremodelling complex dosage modulates transcription
page 12 of 13 Ferg et al
factor function in heart development NatCommun 20112187
102 Link BA Fadool JM Malicki J et al The zebrafish youngmutation acts non-cell-autonomously to uncouple differ-entiation from specification for all retinal cells Development20001272177ndash88
103 Gregg RG Willer GB Fadool JM et al Positional cloningof the young mutation identifies an essential role for theBrahma chromatin remodeling complex in mediatingretinal cell differentiation Proc Natl Acad Sci USA 20031006535ndash40
104 Le Dreau G Marti E Dorsal-ventral patterning of theneural tube a tale of three signals Dev Neurobiol 2012721471ndash81
105 Dessaud E McMahon AP Briscoe J Pattern formation inthe vertebrate neural tube a sonic hedgehog morphogen-regulated transcriptional network Development 20081352489ndash503
106 Briscoe J Ericson J Specification of neuronal fates in theventral neural tube Curr Opin Neurobiol 20011143ndash9
107 Jacob J Briscoe J Gli proteins and the control of spinal-cord patterning EMBORep 20034761ndash5
108 Hui CC Angers S Gli proteins in development anddisease Annu RevCell Dev Biol 201127513ndash37
109 Lewis KE How do genes regulate simple behavioursUnderstanding how different neurons in the vertebratespinal cord are genetically specified PhilosTrans RSoc LondB Biol Sci 200636145ndash66
110 Koudijs MJ den Broeder MJ Groot E et al Geneticanalysis of the two zebrafish patched homologues identifiesnovel roles for the hedgehog signaling pathway BMCDevBiol 2008815
111 England S Batista MF Mich JK et al Roles of Hedgehogpathway components and retinoic acid signalling in spe-cifying zebrafish ventral spinal cord neurons Development20111385121ndash34
112 Barth KA Wilson SW Expression of zebrafish nk22 isinfluenced by sonic hedgehogvertebrate hedgehog-1and demarcates a zone of neuronal differentiation in theembryonic forebrain Development 19951211755ndash68
113 Guner B Karlstrom RO Cloning of zebrafish nkx62 anda comprehensive analysis of the conserved transcriptionalresponse to HedgehogGli signaling in the zebrafish neuraltube Gene Expr Patterns 20077596ndash605
114 Schafer M Kinzel D Neuner C et al Hedgehog andretinoid signalling confines nkx22b expression to thelateral floor plate of the zebrafish trunk Mech Dev 200512243ndash56
115 Xu J Srinivas BP Tay SY et al Genomewide expressionprofiling in the zebrafish embryo identifies target genes
regulated by Hedgehog signaling during vertebratedevelopment Genetics 2006174735ndash52
116 Oosterveen T Kurdija S Alekseenko Z et al Mechanisticdifferences in the transcriptional interpretation of localand long-range Shh morphogen signaling Dev Cell 2012231006ndash19
117 Peterson KA Nishi Y Ma W et al Neural-specific Sox2input and differential Gli-binding affinity provide contextand positional information in Shh-directed neural pattern-ing Genes Dev 2012262802ndash16
118 Vokes SA Ji H McCuine S et al Genomic characteriza-tion of Gli-activator targets in sonic hedgehog-mediatedneural patterning Development 20071341977ndash89
119 Batista MF Jacobstein J Lewis KE Zebrafish V2 cellsdevelop into excitatory CiD and Notch signallingdependent inhibitory VeLD interneurons Dev Biol 2008322263ndash75
120 Kimura Y Satou C Higashijima S V2a and V2b neuronsare generated by the final divisions of pair-producingprogenitors in the zebrafish spinal cord Development20081353001ndash5
121 Park HC Shin J Appel B Spatial and temporal regulationof ventral spinal cord precursor specification by Hedgehogsignaling Development 20041315959ndash69
122 Wyart C Del Bene F Warp E etal Optogenetic dissectionof a behavioural module in the vertebrate spinal cordNature 2009461407ndash10
123 Schafer M Kinzel D Winkler C Discontinuous organiza-tion and specification of the lateral floor plate in zebrafishDev Biol 2007301117ndash29
124 Shin J Park HC Topczewska JM et al Neural cell fateanalysis in zebrafish using olig2 BAC transgenics MethodsCell Sci 2003257ndash14
125 Huang P Xiong F Megason SG et al Attenuationof Notch and Hedgehog signaling is required for fate spe-cification in the spinal cord PLoSGenet 20128e1002762
126 Li H de Faria JP Andrew P et al Phosphorylationregulates OLIG2 cofactor choice and the motor neuron-oligodendrocyte fate switch Neuron 201169918ndash29
127 Sun Y Meijer DH Alberta JA et al Phosphorylation stateof Olig2 regulates proliferation of neural progenitorsNeuron 201169906ndash17
128 Christian M Cermak T Doyle EL et al Targeting DNAdouble-strand breaks with TAL effector nucleases Genetics2010186757ndash61
129 Jinek M Chylinski K Fonfara I et al A programmabledual-RNA-guided DNA endonuclease in adaptive bacter-ial immunity Science 2012337816ndash21
130 Crocker J Stern DL TALE-mediated modulation of tran-scriptional enhancers in vivo NatMethods 201310762ndash7
Gene regulatory networks and control of gene expression page 13 of 13
resolve how multiple CRM modules work together
to define the expression domains of a gene and
would demonstrate if a CRM identified in reporter
assays is actually required for accurate expression in a
given context The ENCODE project demonstrated
that functional enhancers can be identified by bind-
ing of TRs at distinct loci in multiple cell lines
A similarly systematic ChIP-seq study in zebrafish
might shed light on the changes of CRM TR occu-
pancy over time in development Provided the
availability of good antibodies TF-binding sites
could be discovered rapidly in fish In summary
the time is ready for a zebrafish ENCODE project
to systematically mine the embryo of this animal
system for regulatory interactions and to combine
these with expression states and systematic functional
studies of TRs
Key Points
CRMs are DNA sequences that regulate gene expression TRs modulate gene expression on the protein level by
interactionwith CRMs Gene regulatory networks are formed by a multi-layered
interaction of TRs with CRMs resulting in the precise regulationof gene expression
The midline composed of notochord and floor plate is anorganizing centre for the specification of neuronal fate in thespinal cord controlling complex gene regulatory networks
FUNDINGThe work in our laboratory was supported by
the EU IP ZF-Health FP7-Health-2009-242048
NeuroXsys Health-F4-2009 No 223262 the
Interreg network for synthetic biology in the
Upper Rhine valley (NSB-Upper Rhine) the
BMBF funded network Erasys Bio BMBF KZ
0315716 and the BioInterfaces programme of the
Helmholtz association
References1 Ghiasvand NM Rudolph DD Mashayekhi M et al
Deletion of a remote enhancer near ATOH7 disrupts retinalneurogenesis causing NCRNA disease Nat Neurosci 201114578ndash86
2 Lee TI Young RA Transcriptional regulation and itsmisregulation in disease Cell 20131521237ndash51
3 Lettice LA Horikoshi T Heaney SJ et al Disruption ofa long-range cis-acting regulator for Shh causes preaxialpolydactyly Proc Natl Acad Sci USA 2002997548ndash53
4 Armant O Marz M Schmidt R et al Genome-widewhole mount in situ analysis of transcriptional regulatorsin zebrafish embryos Dev Biol 2013380(2)351ndash62
5 Vaquerizas JM Kummerfeld SK Teichmann SA et alA census of human transcription factors function expres-sion and evolution Nat Rev Genet 200910252ndash63
6 Davidson EH Emerging properties of animal gene regula-tory networks Nature 2010468911ndash20
7 Ettensohn CA Encoding anatomy Developmental generegulatory networks and morphogenesis Genesis 201351383ndash409
8 Peter IS Davidson EH Evolution of gene regulatorynetworks controlling body plan development Cell 2011144970ndash85
9 Bell AC West AG Felsenfeld G The protein CTCF isrequired for the enhancer blocking activity of vertebrateinsulators Cell 199998387ndash96
10 Handoko L Xu H Li G et al CTCF-mediated functionalchromatin interactome in pluripotent cells NatGenet 201143630ndash8
11 Parelho V Hadjur S Spivakov M et al Cohesins function-ally associate with CTCF on mammalian chromosomearms Cell 2008132422ndash33
12 Rubio ED Reiss DJ Welcsh PL et al CTCF physicallylinks cohesin to chromatin Proc Natl Acad Sci USA 20081058309ndash14
13 Banerji J Olson L Schaffner W A lymphocyte-specific cel-lular enhancer is located downstream of the joining region inimmunoglobulin heavy chain genes Cell 198333729ndash40
14 Banerji J Rusconi S Schaffner W Expression of a beta-globin gene is enhanced by remote SV40 DNA sequencesCell 198127299ndash308
15 Tumpel S Cambronero F Sims C et al A regulatorymodule embedded in the coding region of Hoxa2 controlsexpression in rhombomere 2 Proc Natl Acad Sci USA 200810520077ndash82
16 McLellan AS Kealey T Langlands K An E box in the exon1 promoter regulates insulin-like growth factor-I expressionin differentiating muscle cells AmJPhysiol Cell Physiol 2006291C300ndash7
17 Lettice LA Heaney SJ Purdie LA et al A long-range Shhenhancer regulates expression in the developing limb andfin and is associated with preaxial polydactyly Hum MolGenet 2003121725ndash35
18 Li Q Barkess G Qian H Chromatin looping and theprobability of transcription Trends Genet 200622197ndash202
19 Carter D Chakalova L Osborne CS et al Long-rangechromatin regulatory interactions in vivo Nat Genet 200232623ndash6
20 Chambeyron S Bickmore WA Chromatin decondensationand nuclear reorganization of the HoxB locus upon induc-tion of transcription Genes Dev 2004181119ndash30
21 Su W Porter S Kustu S et al DNA-looping and enhanceractivity association between DNA-bound NtrC activatorand RNA polymerase at the bacterial glnA promoterProc Natl Acad Sci USA 1990875504ndash8
22 Guo Y Monahan K Wu H etal CTCFcohesin-mediatedDNA looping is required for protocadherin alpha promoterchoice Proc Natl Acad Sci USA 201210921081ndash6
23 Morey C Da Silva NR Perry P et al Nuclear reorganisa-tion and chromatin decondensation are conserved but
page 10 of 13 Ferg et al
distinct mechanisms linked to Hox gene activationDevelopment 2007134909ndash19
24 Butler JE Kadonaga JT The RNA polymerase II corepromoter a key component in the regulation of geneexpression Genes Dev 2002162583ndash92
25 Kadonaga JT Perspectives on the RNA polymerase II corepromoter Wiley Interdiscip Rev Dev Biol 2012140ndash51
26 Juven-Gershon T Kadonaga JT Regulation of geneexpression via the core promoter and the basal transcrip-tional machinery Dev Biol 2010339225ndash9
27 Thomas MC Chiang CM The general transcriptionmachinery and general cofactors Crit Rev Biochem Mol Biol200641105ndash78
28 Muller F Tora L The multicoloured world of promoterrecognition complexes EMBOJ 2004232ndash8
29 Goodrich JA Tjian R Unexpected roles for core promoterrecognition factors in cell-type-specific transcription andgene regulation Nat Rev Genet 201011549ndash58
30 Espinosa JM Verdun RE Emerson BM p53 functionsthrough stress- and promoter-specific recruitment oftranscription initiation components before and after DNAdamage Mol Cell 2003121015ndash27
31 Gehrig J Reischl M Kalmar E et al Automated high-throughput mapping of promoter-enhancer interactions inzebrafish embryos NatMethods 20096911ndash6
32 Maston GA Evans SK Green MR Transcriptional regula-tory elements in the human genome Annu Rev GenomicsHumGenet 2006729ndash59
33 Raab JR Kamakaka RT Insulators and promoters closerthan we think Nat RevGenet 201011439ndash46
34 Kolovos P Knoch TA Grosveld FG et al Enhancers andsilencers an integrated and simple model for their functionEpigenetics Chromatin 201251
35 Ferg M Sanges R Gehrig J et al The TATA-bindingprotein regulates maternal mRNA degradation and differ-ential zygotic transcription in zebrafish EMBO J 2007263945ndash56
36 Guo S Yamaguchi Y Schilbach S et al A regulator oftranscriptional elongation controls vertebrate neuronaldevelopment Nature 2000408366ndash9
37 Morley RH Lachani K Keefe D et al A gene regulatorynetwork directed by zebrafish No tail accounts for its rolesin mesoderm formation Proc Natl Acad Sci USA 20091063829ndash34
38 Yang L Rastegar S Strahle U Regulatory interactionsspecifying Kolmer-Agduhr interneurons Development20101372713ndash22
39 Aday AW Zhu LJ Lakshmanan A etal Identification of cisregulatory features in the embryonic zebrafish genomethrough large-scale profiling of H3K4me1 and H3K4me3binding sites Dev Biol 2011357450ndash62
40 Ariza-Cosano A Visel A Pennacchio LA et al Differencesin enhancer activity in mouse and zebrafish reporter assaysare often associated with changes in gene expression BMCGenomics 201213713
41 Chatterjee S Bourque G Lufkin T Conserved and non-conserved enhancers direct tissue specific transcription inancient germ layer specific developmental control genesBMCDev Biol 20111163
42 Yip KY Cheng C Bhardwaj N et al Classification ofhuman genomic regions based on experimentally
determined binding sites of more than 100 transcription-related factors Genome Biol 201213R48
43 Tamplin OJ Cox BJ Rossant J Integrated microarray andChIP analysis identifies multiple Foxa2 dependent targetgenes in the notochord Dev Biol 2011360415ndash25
44 Ritter DI Dong Z Guo S et al Transcriptional enhancersin protein-coding exons of vertebrate developmental genesPLoSOne 20127e35202
45 Smith RP Riesenfeld SJ Holloway AK et al A compactin vivo screen of all 6-mers reveals drivers of tissue-specificexpression and guides synthetic regulatory element designGenome Biol 201314R72
46 Ellingsen S Laplante MA Konig M et al Large-scaleenhancer detection in the zebrafish genome Development20051323799ndash811
47 Levesque MP Krauss J Koehler C et al New tools forthe identification of developmentally regulated enhancerregions in embryonic and adult zebrafish Zebrafish 20131021ndash9
48 Aparicio S Chapman J Stupka E et al Whole-genomeshotgun assembly and analysis of the genome of Fugurubripes Science 20022971301ndash10
49 Lander ES Linton LM Birren B et al Initial sequenc-ing and analysis of the human genome Nature 2001409860ndash921
50 Venter JC Adams MD Myers EW et al The sequence ofthe human genome Science 20012911304ndash51
51 Pennacchio LA Rubin EM Genomic strategies to identifymammalian regulatory sequences Nat Rev Genet 20012100ndash9
52 Plessy C Dickmeis T Chalmel F et al Enhancersequence conservation between vertebrates is favouredin developmental regulator genes Trends Genet 200521207ndash10
53 Sandelin A Bailey P Bruce S et al Arrays of ultra-conserved non-coding regions span the loci of key devel-opmental genes in vertebrate genomes BMC Genomics2004599
54 Woolfe A Goodson M Goode DK et al Highly conservednon-coding sequences are associated with vertebrate devel-opment PLoS Biol 20053e7
55 Bray N Dubchak I Pachter L AVID A global alignmentprogram GenomeRes 20031397ndash102
56 Brudno M Do CB Cooper GM et al LAGAN and Multi-LAGAN efficient tools for large-scale multiple alignment ofgenomic DNA Genome Res 200313721ndash31
57 Dubchak I Poliakov A Kislyuk A et al Multiple whole-genome alignments without a reference organism GenomeRes 200919682ndash9
58 Schwartz S Zhang Z Frazer KA et al PipMakerndasha webserver for aligning two genomic DNA sequences GenomeRes 200010577ndash86
59 Sanges R Kalmar E Claudiani P et al Shuffling of cis-regulatory elements is a pervasive feature of the vertebratelineage Genome Biol 20067R56
60 Kuntz SG Schwarz EM DeModena JA etal MultigenomeDNA sequence conservation identifies Hox cis-regulatoryelements GenomeRes 2008181955ndash68
61 Li Q Ritter D Yang N et al A systematic approach toidentify functional motifs within vertebrate developmentalenhancers Dev Biol 2010337484ndash95
Gene regulatory networks and control of gene expression page 11 of 13
62 Pennacchio LA Ahituv N Moses AM et al In vivo enhan-cer analysis of human conserved non-coding sequencesNature 2006444499ndash502
63 Sanges R Hadzhiev Y Gueroult-Bellone M et al Highlyconserved elements discovered in vertebrates are presentin non-syntenic loci of tunicates act as enhancers andcan be transcribed during development Nucleic Acids Res2013413600ndash18
64 Gross DS Garrard WT Nuclease hypersensitive sites inchromatin Annu Rev Biochem 198857159ndash97
65 Crawford GE Davis S Scacheri PC et al DNase-chip ahigh-resolution method to identify DNase I hypersensitivesites using tiled microarrays NatMethods 20063503ndash9
66 Song L Crawford GE DNase-seq a high-resolutiontechnique for mapping active gene regulatory elementsacross the genome from mammalian cells Cold Spring HarbProtoc 20102010pdb prot5384
67 Barski A Cuddapah S Cui K et al High-resolution profil-ing of histone methylations in the human genome Cell2007129823ndash37
68 Bernstein BE Kamal M Lindblad-Toh K et al Genomicmaps and comparative analysis of histone modifications inhuman and mouse Cell 2005120169ndash81
69 Heintzman ND Stuart RK Hon G et al Distinct andpredictive chromatin signatures of transcriptional promotersand enhancers in the human genome Nat Genet 200739311ndash8
70 Creyghton MP Cheng AW Welstead GG et al HistoneH3K27ac separates active from poised enhancers andpredicts developmental state Proc Natl Acad Sci USA 201010721931ndash6
71 Rada-Iglesias A Bajpai R Swigut T et al A uniquechromatin signature uncovers early developmental enhan-cers in humans Nature 2011470279ndash83
72 Zentner GE Tesar PJ Scacheri PC Epigenetic signaturesdistinguish multiple classes of enhancers with distinctcellular functions Genome Res 2011211273ndash83
73 Blow MJ McCulley DJ Li Z et al ChIP-Seq identificationof weakly conserved heart enhancers Nat Genet 201042806ndash10
74 Visel A Blow MJ Li Z et al ChIP-seq accurately predictstissue-specific activity of enhancers Nature 2009457854ndash8
75 Santos-Rosa H Schneider R Bannister AJ et al Activegenes are tri-methylated at K4 of histone H3 Nature2002419407ndash11
76 Wardle FC Odom DT Bell GW et al Zebrafish promotermicroarrays identify actively transcribed embryonic genesGenome Biol 20067R71
77 Bernstein BE Mikkelsen TS Xie X et al A bivalentchromatin structure marks key developmental genes inembryonic stem cells Cell 2006125315ndash26
78 Pan G Tian S Nie J et al Whole-genome analysis ofhistone H3 lysine 4 and lysine 27 methylation in humanembryonic stem cells Cell Stem Cell 20071299ndash312
79 Kane DA Kimmel CB The zebrafish midblastula transitionDevelopment 1993119447ndash56
80 Vastenhouw NL Zhang Y Woods IG et al Chromatinsignature of embryonic pluripotency is established duringgenome activation Nature 2010464922ndash6
81 Bogdanovic O Fernandez-Minan A Tena JJ et alDynamics of enhancer chromatin signatures mark the
transition from pluripotency to cell specification duringembryogenesis Genome Res 2012222043ndash53
82 Blader P Lam CS Rastegar S et al Conserved andacquired features of neurogenin1 regulation Development20041315627ndash37
83 Rastegar S Hess I Dickmeis T et al The words of theregulatory code are arranged in a variable manner in highlyconserved enhancers Dev Biol 2008318366ndash77
84 Kim TK Hemberg M Gray JM et al Widespreadtranscription at neuronal activity-regulated enhancersNature 2010465182ndash7
85 Li W Notani D Ma Q et al Functional roles of enhancerRNAs for oestrogen-dependent transcriptional activationNature 2013498516ndash20
86 Lai F Orom UA Cesaroni M et al Activating RNAsassociate with Mediator to enhance chromatin architectureand transcription Nature 2013494497ndash501
87 Wang KC Yang YW Liu B etal A long noncoding RNAmaintains active chromatin to coordinate homeotic geneexpression Nature 2011472120ndash4
88 Howe K Clark MD Torroja CF et al The zebrafishreference genome sequence and its relationship to thehuman genome Nature 2013496498ndash503
89 Hunter S Apweiler R Attwood TK et al InterPro theintegrative protein signature database Nucleic Acids Res200937D211ndash5
90 Domazet-Loso T Tautz D A phylogenetically basedtranscriptome age index mirrors ontogenetic divergencepatterns Nature 2010468815ndash8
91 Gordan R Murphy KF McCord RP et al Curatedcollection of yeast transcription factor DNA bindingspecificity data reveals novel structural and gene regulatoryinsights Genome Biol 201112R125
92 Taylor JS Braasch I Frickey T et al Genome duplicationa trait shared by 22000 species of ray-finned fish GenomeRes 200313382ndash90
93 Naef F Huelsken J Cell-type-specific transcriptomics inchimeric models using transcriptome-based masks NucleicAcids Res 200533e111
94 Ravasi T Suzuki H Cannistraci CV et al An atlas ofcombinatorial transcriptional regulation in mouse andman Cell 2010140744ndash52
95 Zhang W Morris QD Chang R et al The functionallandscape of mouse gene expression J Biol 2004321
96 Niehrs C Pollet N Synexpression groups in eukaryotesNature 1999402483ndash7
97 Karaulanov E Knochel W Niehrs C Transcriptionalregulation of BMP4 synexpression in transgenicXenopus EMBOJ 200423844ndash56
98 Albagli O Dhordain P Deweindt C et al The BTBPOZdomain a new protein-protein interaction motif commonto DNA- and actin-binding proteins Cell Growth Differ199561193ndash8
99 Kelly KF Daniel JM POZ for effectndashPOZ-ZF transcrip-tion factors in cancer and development Trends Cell Biol200616578ndash87
100 Stogios PJ Downs GS Jauhal JJ et al Sequence andstructural analysis of BTB domain proteins Genome Biol20056R82
101 Takeuchi JK Lou X Alexander JM et al Chromatinremodelling complex dosage modulates transcription
page 12 of 13 Ferg et al
factor function in heart development NatCommun 20112187
102 Link BA Fadool JM Malicki J et al The zebrafish youngmutation acts non-cell-autonomously to uncouple differ-entiation from specification for all retinal cells Development20001272177ndash88
103 Gregg RG Willer GB Fadool JM et al Positional cloningof the young mutation identifies an essential role for theBrahma chromatin remodeling complex in mediatingretinal cell differentiation Proc Natl Acad Sci USA 20031006535ndash40
104 Le Dreau G Marti E Dorsal-ventral patterning of theneural tube a tale of three signals Dev Neurobiol 2012721471ndash81
105 Dessaud E McMahon AP Briscoe J Pattern formation inthe vertebrate neural tube a sonic hedgehog morphogen-regulated transcriptional network Development 20081352489ndash503
106 Briscoe J Ericson J Specification of neuronal fates in theventral neural tube Curr Opin Neurobiol 20011143ndash9
107 Jacob J Briscoe J Gli proteins and the control of spinal-cord patterning EMBORep 20034761ndash5
108 Hui CC Angers S Gli proteins in development anddisease Annu RevCell Dev Biol 201127513ndash37
109 Lewis KE How do genes regulate simple behavioursUnderstanding how different neurons in the vertebratespinal cord are genetically specified PhilosTrans RSoc LondB Biol Sci 200636145ndash66
110 Koudijs MJ den Broeder MJ Groot E et al Geneticanalysis of the two zebrafish patched homologues identifiesnovel roles for the hedgehog signaling pathway BMCDevBiol 2008815
111 England S Batista MF Mich JK et al Roles of Hedgehogpathway components and retinoic acid signalling in spe-cifying zebrafish ventral spinal cord neurons Development20111385121ndash34
112 Barth KA Wilson SW Expression of zebrafish nk22 isinfluenced by sonic hedgehogvertebrate hedgehog-1and demarcates a zone of neuronal differentiation in theembryonic forebrain Development 19951211755ndash68
113 Guner B Karlstrom RO Cloning of zebrafish nkx62 anda comprehensive analysis of the conserved transcriptionalresponse to HedgehogGli signaling in the zebrafish neuraltube Gene Expr Patterns 20077596ndash605
114 Schafer M Kinzel D Neuner C et al Hedgehog andretinoid signalling confines nkx22b expression to thelateral floor plate of the zebrafish trunk Mech Dev 200512243ndash56
115 Xu J Srinivas BP Tay SY et al Genomewide expressionprofiling in the zebrafish embryo identifies target genes
regulated by Hedgehog signaling during vertebratedevelopment Genetics 2006174735ndash52
116 Oosterveen T Kurdija S Alekseenko Z et al Mechanisticdifferences in the transcriptional interpretation of localand long-range Shh morphogen signaling Dev Cell 2012231006ndash19
117 Peterson KA Nishi Y Ma W et al Neural-specific Sox2input and differential Gli-binding affinity provide contextand positional information in Shh-directed neural pattern-ing Genes Dev 2012262802ndash16
118 Vokes SA Ji H McCuine S et al Genomic characteriza-tion of Gli-activator targets in sonic hedgehog-mediatedneural patterning Development 20071341977ndash89
119 Batista MF Jacobstein J Lewis KE Zebrafish V2 cellsdevelop into excitatory CiD and Notch signallingdependent inhibitory VeLD interneurons Dev Biol 2008322263ndash75
120 Kimura Y Satou C Higashijima S V2a and V2b neuronsare generated by the final divisions of pair-producingprogenitors in the zebrafish spinal cord Development20081353001ndash5
121 Park HC Shin J Appel B Spatial and temporal regulationof ventral spinal cord precursor specification by Hedgehogsignaling Development 20041315959ndash69
122 Wyart C Del Bene F Warp E etal Optogenetic dissectionof a behavioural module in the vertebrate spinal cordNature 2009461407ndash10
123 Schafer M Kinzel D Winkler C Discontinuous organiza-tion and specification of the lateral floor plate in zebrafishDev Biol 2007301117ndash29
124 Shin J Park HC Topczewska JM et al Neural cell fateanalysis in zebrafish using olig2 BAC transgenics MethodsCell Sci 2003257ndash14
125 Huang P Xiong F Megason SG et al Attenuationof Notch and Hedgehog signaling is required for fate spe-cification in the spinal cord PLoSGenet 20128e1002762
126 Li H de Faria JP Andrew P et al Phosphorylationregulates OLIG2 cofactor choice and the motor neuron-oligodendrocyte fate switch Neuron 201169918ndash29
127 Sun Y Meijer DH Alberta JA et al Phosphorylation stateof Olig2 regulates proliferation of neural progenitorsNeuron 201169906ndash17
128 Christian M Cermak T Doyle EL et al Targeting DNAdouble-strand breaks with TAL effector nucleases Genetics2010186757ndash61
129 Jinek M Chylinski K Fonfara I et al A programmabledual-RNA-guided DNA endonuclease in adaptive bacter-ial immunity Science 2012337816ndash21
130 Crocker J Stern DL TALE-mediated modulation of tran-scriptional enhancers in vivo NatMethods 201310762ndash7
Gene regulatory networks and control of gene expression page 13 of 13
distinct mechanisms linked to Hox gene activationDevelopment 2007134909ndash19
24 Butler JE Kadonaga JT The RNA polymerase II corepromoter a key component in the regulation of geneexpression Genes Dev 2002162583ndash92
25 Kadonaga JT Perspectives on the RNA polymerase II corepromoter Wiley Interdiscip Rev Dev Biol 2012140ndash51
26 Juven-Gershon T Kadonaga JT Regulation of geneexpression via the core promoter and the basal transcrip-tional machinery Dev Biol 2010339225ndash9
27 Thomas MC Chiang CM The general transcriptionmachinery and general cofactors Crit Rev Biochem Mol Biol200641105ndash78
28 Muller F Tora L The multicoloured world of promoterrecognition complexes EMBOJ 2004232ndash8
29 Goodrich JA Tjian R Unexpected roles for core promoterrecognition factors in cell-type-specific transcription andgene regulation Nat Rev Genet 201011549ndash58
30 Espinosa JM Verdun RE Emerson BM p53 functionsthrough stress- and promoter-specific recruitment oftranscription initiation components before and after DNAdamage Mol Cell 2003121015ndash27
31 Gehrig J Reischl M Kalmar E et al Automated high-throughput mapping of promoter-enhancer interactions inzebrafish embryos NatMethods 20096911ndash6
32 Maston GA Evans SK Green MR Transcriptional regula-tory elements in the human genome Annu Rev GenomicsHumGenet 2006729ndash59
33 Raab JR Kamakaka RT Insulators and promoters closerthan we think Nat RevGenet 201011439ndash46
34 Kolovos P Knoch TA Grosveld FG et al Enhancers andsilencers an integrated and simple model for their functionEpigenetics Chromatin 201251
35 Ferg M Sanges R Gehrig J et al The TATA-bindingprotein regulates maternal mRNA degradation and differ-ential zygotic transcription in zebrafish EMBO J 2007263945ndash56
36 Guo S Yamaguchi Y Schilbach S et al A regulator oftranscriptional elongation controls vertebrate neuronaldevelopment Nature 2000408366ndash9
37 Morley RH Lachani K Keefe D et al A gene regulatorynetwork directed by zebrafish No tail accounts for its rolesin mesoderm formation Proc Natl Acad Sci USA 20091063829ndash34
38 Yang L Rastegar S Strahle U Regulatory interactionsspecifying Kolmer-Agduhr interneurons Development20101372713ndash22
39 Aday AW Zhu LJ Lakshmanan A etal Identification of cisregulatory features in the embryonic zebrafish genomethrough large-scale profiling of H3K4me1 and H3K4me3binding sites Dev Biol 2011357450ndash62
40 Ariza-Cosano A Visel A Pennacchio LA et al Differencesin enhancer activity in mouse and zebrafish reporter assaysare often associated with changes in gene expression BMCGenomics 201213713
41 Chatterjee S Bourque G Lufkin T Conserved and non-conserved enhancers direct tissue specific transcription inancient germ layer specific developmental control genesBMCDev Biol 20111163
42 Yip KY Cheng C Bhardwaj N et al Classification ofhuman genomic regions based on experimentally
determined binding sites of more than 100 transcription-related factors Genome Biol 201213R48
43 Tamplin OJ Cox BJ Rossant J Integrated microarray andChIP analysis identifies multiple Foxa2 dependent targetgenes in the notochord Dev Biol 2011360415ndash25
44 Ritter DI Dong Z Guo S et al Transcriptional enhancersin protein-coding exons of vertebrate developmental genesPLoSOne 20127e35202
45 Smith RP Riesenfeld SJ Holloway AK et al A compactin vivo screen of all 6-mers reveals drivers of tissue-specificexpression and guides synthetic regulatory element designGenome Biol 201314R72
46 Ellingsen S Laplante MA Konig M et al Large-scaleenhancer detection in the zebrafish genome Development20051323799ndash811
47 Levesque MP Krauss J Koehler C et al New tools forthe identification of developmentally regulated enhancerregions in embryonic and adult zebrafish Zebrafish 20131021ndash9
48 Aparicio S Chapman J Stupka E et al Whole-genomeshotgun assembly and analysis of the genome of Fugurubripes Science 20022971301ndash10
49 Lander ES Linton LM Birren B et al Initial sequenc-ing and analysis of the human genome Nature 2001409860ndash921
50 Venter JC Adams MD Myers EW et al The sequence ofthe human genome Science 20012911304ndash51
51 Pennacchio LA Rubin EM Genomic strategies to identifymammalian regulatory sequences Nat Rev Genet 20012100ndash9
52 Plessy C Dickmeis T Chalmel F et al Enhancersequence conservation between vertebrates is favouredin developmental regulator genes Trends Genet 200521207ndash10
53 Sandelin A Bailey P Bruce S et al Arrays of ultra-conserved non-coding regions span the loci of key devel-opmental genes in vertebrate genomes BMC Genomics2004599
54 Woolfe A Goodson M Goode DK et al Highly conservednon-coding sequences are associated with vertebrate devel-opment PLoS Biol 20053e7
55 Bray N Dubchak I Pachter L AVID A global alignmentprogram GenomeRes 20031397ndash102
56 Brudno M Do CB Cooper GM et al LAGAN and Multi-LAGAN efficient tools for large-scale multiple alignment ofgenomic DNA Genome Res 200313721ndash31
57 Dubchak I Poliakov A Kislyuk A et al Multiple whole-genome alignments without a reference organism GenomeRes 200919682ndash9
58 Schwartz S Zhang Z Frazer KA et al PipMakerndasha webserver for aligning two genomic DNA sequences GenomeRes 200010577ndash86
59 Sanges R Kalmar E Claudiani P et al Shuffling of cis-regulatory elements is a pervasive feature of the vertebratelineage Genome Biol 20067R56
60 Kuntz SG Schwarz EM DeModena JA etal MultigenomeDNA sequence conservation identifies Hox cis-regulatoryelements GenomeRes 2008181955ndash68
61 Li Q Ritter D Yang N et al A systematic approach toidentify functional motifs within vertebrate developmentalenhancers Dev Biol 2010337484ndash95
Gene regulatory networks and control of gene expression page 11 of 13
62 Pennacchio LA Ahituv N Moses AM et al In vivo enhan-cer analysis of human conserved non-coding sequencesNature 2006444499ndash502
63 Sanges R Hadzhiev Y Gueroult-Bellone M et al Highlyconserved elements discovered in vertebrates are presentin non-syntenic loci of tunicates act as enhancers andcan be transcribed during development Nucleic Acids Res2013413600ndash18
64 Gross DS Garrard WT Nuclease hypersensitive sites inchromatin Annu Rev Biochem 198857159ndash97
65 Crawford GE Davis S Scacheri PC et al DNase-chip ahigh-resolution method to identify DNase I hypersensitivesites using tiled microarrays NatMethods 20063503ndash9
66 Song L Crawford GE DNase-seq a high-resolutiontechnique for mapping active gene regulatory elementsacross the genome from mammalian cells Cold Spring HarbProtoc 20102010pdb prot5384
67 Barski A Cuddapah S Cui K et al High-resolution profil-ing of histone methylations in the human genome Cell2007129823ndash37
68 Bernstein BE Kamal M Lindblad-Toh K et al Genomicmaps and comparative analysis of histone modifications inhuman and mouse Cell 2005120169ndash81
69 Heintzman ND Stuart RK Hon G et al Distinct andpredictive chromatin signatures of transcriptional promotersand enhancers in the human genome Nat Genet 200739311ndash8
70 Creyghton MP Cheng AW Welstead GG et al HistoneH3K27ac separates active from poised enhancers andpredicts developmental state Proc Natl Acad Sci USA 201010721931ndash6
71 Rada-Iglesias A Bajpai R Swigut T et al A uniquechromatin signature uncovers early developmental enhan-cers in humans Nature 2011470279ndash83
72 Zentner GE Tesar PJ Scacheri PC Epigenetic signaturesdistinguish multiple classes of enhancers with distinctcellular functions Genome Res 2011211273ndash83
73 Blow MJ McCulley DJ Li Z et al ChIP-Seq identificationof weakly conserved heart enhancers Nat Genet 201042806ndash10
74 Visel A Blow MJ Li Z et al ChIP-seq accurately predictstissue-specific activity of enhancers Nature 2009457854ndash8
75 Santos-Rosa H Schneider R Bannister AJ et al Activegenes are tri-methylated at K4 of histone H3 Nature2002419407ndash11
76 Wardle FC Odom DT Bell GW et al Zebrafish promotermicroarrays identify actively transcribed embryonic genesGenome Biol 20067R71
77 Bernstein BE Mikkelsen TS Xie X et al A bivalentchromatin structure marks key developmental genes inembryonic stem cells Cell 2006125315ndash26
78 Pan G Tian S Nie J et al Whole-genome analysis ofhistone H3 lysine 4 and lysine 27 methylation in humanembryonic stem cells Cell Stem Cell 20071299ndash312
79 Kane DA Kimmel CB The zebrafish midblastula transitionDevelopment 1993119447ndash56
80 Vastenhouw NL Zhang Y Woods IG et al Chromatinsignature of embryonic pluripotency is established duringgenome activation Nature 2010464922ndash6
81 Bogdanovic O Fernandez-Minan A Tena JJ et alDynamics of enhancer chromatin signatures mark the
transition from pluripotency to cell specification duringembryogenesis Genome Res 2012222043ndash53
82 Blader P Lam CS Rastegar S et al Conserved andacquired features of neurogenin1 regulation Development20041315627ndash37
83 Rastegar S Hess I Dickmeis T et al The words of theregulatory code are arranged in a variable manner in highlyconserved enhancers Dev Biol 2008318366ndash77
84 Kim TK Hemberg M Gray JM et al Widespreadtranscription at neuronal activity-regulated enhancersNature 2010465182ndash7
85 Li W Notani D Ma Q et al Functional roles of enhancerRNAs for oestrogen-dependent transcriptional activationNature 2013498516ndash20
86 Lai F Orom UA Cesaroni M et al Activating RNAsassociate with Mediator to enhance chromatin architectureand transcription Nature 2013494497ndash501
87 Wang KC Yang YW Liu B etal A long noncoding RNAmaintains active chromatin to coordinate homeotic geneexpression Nature 2011472120ndash4
88 Howe K Clark MD Torroja CF et al The zebrafishreference genome sequence and its relationship to thehuman genome Nature 2013496498ndash503
89 Hunter S Apweiler R Attwood TK et al InterPro theintegrative protein signature database Nucleic Acids Res200937D211ndash5
90 Domazet-Loso T Tautz D A phylogenetically basedtranscriptome age index mirrors ontogenetic divergencepatterns Nature 2010468815ndash8
91 Gordan R Murphy KF McCord RP et al Curatedcollection of yeast transcription factor DNA bindingspecificity data reveals novel structural and gene regulatoryinsights Genome Biol 201112R125
92 Taylor JS Braasch I Frickey T et al Genome duplicationa trait shared by 22000 species of ray-finned fish GenomeRes 200313382ndash90
93 Naef F Huelsken J Cell-type-specific transcriptomics inchimeric models using transcriptome-based masks NucleicAcids Res 200533e111
94 Ravasi T Suzuki H Cannistraci CV et al An atlas ofcombinatorial transcriptional regulation in mouse andman Cell 2010140744ndash52
95 Zhang W Morris QD Chang R et al The functionallandscape of mouse gene expression J Biol 2004321
96 Niehrs C Pollet N Synexpression groups in eukaryotesNature 1999402483ndash7
97 Karaulanov E Knochel W Niehrs C Transcriptionalregulation of BMP4 synexpression in transgenicXenopus EMBOJ 200423844ndash56
98 Albagli O Dhordain P Deweindt C et al The BTBPOZdomain a new protein-protein interaction motif commonto DNA- and actin-binding proteins Cell Growth Differ199561193ndash8
99 Kelly KF Daniel JM POZ for effectndashPOZ-ZF transcrip-tion factors in cancer and development Trends Cell Biol200616578ndash87
100 Stogios PJ Downs GS Jauhal JJ et al Sequence andstructural analysis of BTB domain proteins Genome Biol20056R82
101 Takeuchi JK Lou X Alexander JM et al Chromatinremodelling complex dosage modulates transcription
page 12 of 13 Ferg et al
factor function in heart development NatCommun 20112187
102 Link BA Fadool JM Malicki J et al The zebrafish youngmutation acts non-cell-autonomously to uncouple differ-entiation from specification for all retinal cells Development20001272177ndash88
103 Gregg RG Willer GB Fadool JM et al Positional cloningof the young mutation identifies an essential role for theBrahma chromatin remodeling complex in mediatingretinal cell differentiation Proc Natl Acad Sci USA 20031006535ndash40
104 Le Dreau G Marti E Dorsal-ventral patterning of theneural tube a tale of three signals Dev Neurobiol 2012721471ndash81
105 Dessaud E McMahon AP Briscoe J Pattern formation inthe vertebrate neural tube a sonic hedgehog morphogen-regulated transcriptional network Development 20081352489ndash503
106 Briscoe J Ericson J Specification of neuronal fates in theventral neural tube Curr Opin Neurobiol 20011143ndash9
107 Jacob J Briscoe J Gli proteins and the control of spinal-cord patterning EMBORep 20034761ndash5
108 Hui CC Angers S Gli proteins in development anddisease Annu RevCell Dev Biol 201127513ndash37
109 Lewis KE How do genes regulate simple behavioursUnderstanding how different neurons in the vertebratespinal cord are genetically specified PhilosTrans RSoc LondB Biol Sci 200636145ndash66
110 Koudijs MJ den Broeder MJ Groot E et al Geneticanalysis of the two zebrafish patched homologues identifiesnovel roles for the hedgehog signaling pathway BMCDevBiol 2008815
111 England S Batista MF Mich JK et al Roles of Hedgehogpathway components and retinoic acid signalling in spe-cifying zebrafish ventral spinal cord neurons Development20111385121ndash34
112 Barth KA Wilson SW Expression of zebrafish nk22 isinfluenced by sonic hedgehogvertebrate hedgehog-1and demarcates a zone of neuronal differentiation in theembryonic forebrain Development 19951211755ndash68
113 Guner B Karlstrom RO Cloning of zebrafish nkx62 anda comprehensive analysis of the conserved transcriptionalresponse to HedgehogGli signaling in the zebrafish neuraltube Gene Expr Patterns 20077596ndash605
114 Schafer M Kinzel D Neuner C et al Hedgehog andretinoid signalling confines nkx22b expression to thelateral floor plate of the zebrafish trunk Mech Dev 200512243ndash56
115 Xu J Srinivas BP Tay SY et al Genomewide expressionprofiling in the zebrafish embryo identifies target genes
regulated by Hedgehog signaling during vertebratedevelopment Genetics 2006174735ndash52
116 Oosterveen T Kurdija S Alekseenko Z et al Mechanisticdifferences in the transcriptional interpretation of localand long-range Shh morphogen signaling Dev Cell 2012231006ndash19
117 Peterson KA Nishi Y Ma W et al Neural-specific Sox2input and differential Gli-binding affinity provide contextand positional information in Shh-directed neural pattern-ing Genes Dev 2012262802ndash16
118 Vokes SA Ji H McCuine S et al Genomic characteriza-tion of Gli-activator targets in sonic hedgehog-mediatedneural patterning Development 20071341977ndash89
119 Batista MF Jacobstein J Lewis KE Zebrafish V2 cellsdevelop into excitatory CiD and Notch signallingdependent inhibitory VeLD interneurons Dev Biol 2008322263ndash75
120 Kimura Y Satou C Higashijima S V2a and V2b neuronsare generated by the final divisions of pair-producingprogenitors in the zebrafish spinal cord Development20081353001ndash5
121 Park HC Shin J Appel B Spatial and temporal regulationof ventral spinal cord precursor specification by Hedgehogsignaling Development 20041315959ndash69
122 Wyart C Del Bene F Warp E etal Optogenetic dissectionof a behavioural module in the vertebrate spinal cordNature 2009461407ndash10
123 Schafer M Kinzel D Winkler C Discontinuous organiza-tion and specification of the lateral floor plate in zebrafishDev Biol 2007301117ndash29
124 Shin J Park HC Topczewska JM et al Neural cell fateanalysis in zebrafish using olig2 BAC transgenics MethodsCell Sci 2003257ndash14
125 Huang P Xiong F Megason SG et al Attenuationof Notch and Hedgehog signaling is required for fate spe-cification in the spinal cord PLoSGenet 20128e1002762
126 Li H de Faria JP Andrew P et al Phosphorylationregulates OLIG2 cofactor choice and the motor neuron-oligodendrocyte fate switch Neuron 201169918ndash29
127 Sun Y Meijer DH Alberta JA et al Phosphorylation stateof Olig2 regulates proliferation of neural progenitorsNeuron 201169906ndash17
128 Christian M Cermak T Doyle EL et al Targeting DNAdouble-strand breaks with TAL effector nucleases Genetics2010186757ndash61
129 Jinek M Chylinski K Fonfara I et al A programmabledual-RNA-guided DNA endonuclease in adaptive bacter-ial immunity Science 2012337816ndash21
130 Crocker J Stern DL TALE-mediated modulation of tran-scriptional enhancers in vivo NatMethods 201310762ndash7
Gene regulatory networks and control of gene expression page 13 of 13
62 Pennacchio LA Ahituv N Moses AM et al In vivo enhan-cer analysis of human conserved non-coding sequencesNature 2006444499ndash502
63 Sanges R Hadzhiev Y Gueroult-Bellone M et al Highlyconserved elements discovered in vertebrates are presentin non-syntenic loci of tunicates act as enhancers andcan be transcribed during development Nucleic Acids Res2013413600ndash18
64 Gross DS Garrard WT Nuclease hypersensitive sites inchromatin Annu Rev Biochem 198857159ndash97
65 Crawford GE Davis S Scacheri PC et al DNase-chip ahigh-resolution method to identify DNase I hypersensitivesites using tiled microarrays NatMethods 20063503ndash9
66 Song L Crawford GE DNase-seq a high-resolutiontechnique for mapping active gene regulatory elementsacross the genome from mammalian cells Cold Spring HarbProtoc 20102010pdb prot5384
67 Barski A Cuddapah S Cui K et al High-resolution profil-ing of histone methylations in the human genome Cell2007129823ndash37
68 Bernstein BE Kamal M Lindblad-Toh K et al Genomicmaps and comparative analysis of histone modifications inhuman and mouse Cell 2005120169ndash81
69 Heintzman ND Stuart RK Hon G et al Distinct andpredictive chromatin signatures of transcriptional promotersand enhancers in the human genome Nat Genet 200739311ndash8
70 Creyghton MP Cheng AW Welstead GG et al HistoneH3K27ac separates active from poised enhancers andpredicts developmental state Proc Natl Acad Sci USA 201010721931ndash6
71 Rada-Iglesias A Bajpai R Swigut T et al A uniquechromatin signature uncovers early developmental enhan-cers in humans Nature 2011470279ndash83
72 Zentner GE Tesar PJ Scacheri PC Epigenetic signaturesdistinguish multiple classes of enhancers with distinctcellular functions Genome Res 2011211273ndash83
73 Blow MJ McCulley DJ Li Z et al ChIP-Seq identificationof weakly conserved heart enhancers Nat Genet 201042806ndash10
74 Visel A Blow MJ Li Z et al ChIP-seq accurately predictstissue-specific activity of enhancers Nature 2009457854ndash8
75 Santos-Rosa H Schneider R Bannister AJ et al Activegenes are tri-methylated at K4 of histone H3 Nature2002419407ndash11
76 Wardle FC Odom DT Bell GW et al Zebrafish promotermicroarrays identify actively transcribed embryonic genesGenome Biol 20067R71
77 Bernstein BE Mikkelsen TS Xie X et al A bivalentchromatin structure marks key developmental genes inembryonic stem cells Cell 2006125315ndash26
78 Pan G Tian S Nie J et al Whole-genome analysis ofhistone H3 lysine 4 and lysine 27 methylation in humanembryonic stem cells Cell Stem Cell 20071299ndash312
79 Kane DA Kimmel CB The zebrafish midblastula transitionDevelopment 1993119447ndash56
80 Vastenhouw NL Zhang Y Woods IG et al Chromatinsignature of embryonic pluripotency is established duringgenome activation Nature 2010464922ndash6
81 Bogdanovic O Fernandez-Minan A Tena JJ et alDynamics of enhancer chromatin signatures mark the
transition from pluripotency to cell specification duringembryogenesis Genome Res 2012222043ndash53
82 Blader P Lam CS Rastegar S et al Conserved andacquired features of neurogenin1 regulation Development20041315627ndash37
83 Rastegar S Hess I Dickmeis T et al The words of theregulatory code are arranged in a variable manner in highlyconserved enhancers Dev Biol 2008318366ndash77
84 Kim TK Hemberg M Gray JM et al Widespreadtranscription at neuronal activity-regulated enhancersNature 2010465182ndash7
85 Li W Notani D Ma Q et al Functional roles of enhancerRNAs for oestrogen-dependent transcriptional activationNature 2013498516ndash20
86 Lai F Orom UA Cesaroni M et al Activating RNAsassociate with Mediator to enhance chromatin architectureand transcription Nature 2013494497ndash501
87 Wang KC Yang YW Liu B etal A long noncoding RNAmaintains active chromatin to coordinate homeotic geneexpression Nature 2011472120ndash4
88 Howe K Clark MD Torroja CF et al The zebrafishreference genome sequence and its relationship to thehuman genome Nature 2013496498ndash503
89 Hunter S Apweiler R Attwood TK et al InterPro theintegrative protein signature database Nucleic Acids Res200937D211ndash5
90 Domazet-Loso T Tautz D A phylogenetically basedtranscriptome age index mirrors ontogenetic divergencepatterns Nature 2010468815ndash8
91 Gordan R Murphy KF McCord RP et al Curatedcollection of yeast transcription factor DNA bindingspecificity data reveals novel structural and gene regulatoryinsights Genome Biol 201112R125
92 Taylor JS Braasch I Frickey T et al Genome duplicationa trait shared by 22000 species of ray-finned fish GenomeRes 200313382ndash90
93 Naef F Huelsken J Cell-type-specific transcriptomics inchimeric models using transcriptome-based masks NucleicAcids Res 200533e111
94 Ravasi T Suzuki H Cannistraci CV et al An atlas ofcombinatorial transcriptional regulation in mouse andman Cell 2010140744ndash52
95 Zhang W Morris QD Chang R et al The functionallandscape of mouse gene expression J Biol 2004321
96 Niehrs C Pollet N Synexpression groups in eukaryotesNature 1999402483ndash7
97 Karaulanov E Knochel W Niehrs C Transcriptionalregulation of BMP4 synexpression in transgenicXenopus EMBOJ 200423844ndash56
98 Albagli O Dhordain P Deweindt C et al The BTBPOZdomain a new protein-protein interaction motif commonto DNA- and actin-binding proteins Cell Growth Differ199561193ndash8
99 Kelly KF Daniel JM POZ for effectndashPOZ-ZF transcrip-tion factors in cancer and development Trends Cell Biol200616578ndash87
100 Stogios PJ Downs GS Jauhal JJ et al Sequence andstructural analysis of BTB domain proteins Genome Biol20056R82
101 Takeuchi JK Lou X Alexander JM et al Chromatinremodelling complex dosage modulates transcription
page 12 of 13 Ferg et al
factor function in heart development NatCommun 20112187
102 Link BA Fadool JM Malicki J et al The zebrafish youngmutation acts non-cell-autonomously to uncouple differ-entiation from specification for all retinal cells Development20001272177ndash88
103 Gregg RG Willer GB Fadool JM et al Positional cloningof the young mutation identifies an essential role for theBrahma chromatin remodeling complex in mediatingretinal cell differentiation Proc Natl Acad Sci USA 20031006535ndash40
104 Le Dreau G Marti E Dorsal-ventral patterning of theneural tube a tale of three signals Dev Neurobiol 2012721471ndash81
105 Dessaud E McMahon AP Briscoe J Pattern formation inthe vertebrate neural tube a sonic hedgehog morphogen-regulated transcriptional network Development 20081352489ndash503
106 Briscoe J Ericson J Specification of neuronal fates in theventral neural tube Curr Opin Neurobiol 20011143ndash9
107 Jacob J Briscoe J Gli proteins and the control of spinal-cord patterning EMBORep 20034761ndash5
108 Hui CC Angers S Gli proteins in development anddisease Annu RevCell Dev Biol 201127513ndash37
109 Lewis KE How do genes regulate simple behavioursUnderstanding how different neurons in the vertebratespinal cord are genetically specified PhilosTrans RSoc LondB Biol Sci 200636145ndash66
110 Koudijs MJ den Broeder MJ Groot E et al Geneticanalysis of the two zebrafish patched homologues identifiesnovel roles for the hedgehog signaling pathway BMCDevBiol 2008815
111 England S Batista MF Mich JK et al Roles of Hedgehogpathway components and retinoic acid signalling in spe-cifying zebrafish ventral spinal cord neurons Development20111385121ndash34
112 Barth KA Wilson SW Expression of zebrafish nk22 isinfluenced by sonic hedgehogvertebrate hedgehog-1and demarcates a zone of neuronal differentiation in theembryonic forebrain Development 19951211755ndash68
113 Guner B Karlstrom RO Cloning of zebrafish nkx62 anda comprehensive analysis of the conserved transcriptionalresponse to HedgehogGli signaling in the zebrafish neuraltube Gene Expr Patterns 20077596ndash605
114 Schafer M Kinzel D Neuner C et al Hedgehog andretinoid signalling confines nkx22b expression to thelateral floor plate of the zebrafish trunk Mech Dev 200512243ndash56
115 Xu J Srinivas BP Tay SY et al Genomewide expressionprofiling in the zebrafish embryo identifies target genes
regulated by Hedgehog signaling during vertebratedevelopment Genetics 2006174735ndash52
116 Oosterveen T Kurdija S Alekseenko Z et al Mechanisticdifferences in the transcriptional interpretation of localand long-range Shh morphogen signaling Dev Cell 2012231006ndash19
117 Peterson KA Nishi Y Ma W et al Neural-specific Sox2input and differential Gli-binding affinity provide contextand positional information in Shh-directed neural pattern-ing Genes Dev 2012262802ndash16
118 Vokes SA Ji H McCuine S et al Genomic characteriza-tion of Gli-activator targets in sonic hedgehog-mediatedneural patterning Development 20071341977ndash89
119 Batista MF Jacobstein J Lewis KE Zebrafish V2 cellsdevelop into excitatory CiD and Notch signallingdependent inhibitory VeLD interneurons Dev Biol 2008322263ndash75
120 Kimura Y Satou C Higashijima S V2a and V2b neuronsare generated by the final divisions of pair-producingprogenitors in the zebrafish spinal cord Development20081353001ndash5
121 Park HC Shin J Appel B Spatial and temporal regulationof ventral spinal cord precursor specification by Hedgehogsignaling Development 20041315959ndash69
122 Wyart C Del Bene F Warp E etal Optogenetic dissectionof a behavioural module in the vertebrate spinal cordNature 2009461407ndash10
123 Schafer M Kinzel D Winkler C Discontinuous organiza-tion and specification of the lateral floor plate in zebrafishDev Biol 2007301117ndash29
124 Shin J Park HC Topczewska JM et al Neural cell fateanalysis in zebrafish using olig2 BAC transgenics MethodsCell Sci 2003257ndash14
125 Huang P Xiong F Megason SG et al Attenuationof Notch and Hedgehog signaling is required for fate spe-cification in the spinal cord PLoSGenet 20128e1002762
126 Li H de Faria JP Andrew P et al Phosphorylationregulates OLIG2 cofactor choice and the motor neuron-oligodendrocyte fate switch Neuron 201169918ndash29
127 Sun Y Meijer DH Alberta JA et al Phosphorylation stateof Olig2 regulates proliferation of neural progenitorsNeuron 201169906ndash17
128 Christian M Cermak T Doyle EL et al Targeting DNAdouble-strand breaks with TAL effector nucleases Genetics2010186757ndash61
129 Jinek M Chylinski K Fonfara I et al A programmabledual-RNA-guided DNA endonuclease in adaptive bacter-ial immunity Science 2012337816ndash21
130 Crocker J Stern DL TALE-mediated modulation of tran-scriptional enhancers in vivo NatMethods 201310762ndash7
Gene regulatory networks and control of gene expression page 13 of 13
factor function in heart development NatCommun 20112187
102 Link BA Fadool JM Malicki J et al The zebrafish youngmutation acts non-cell-autonomously to uncouple differ-entiation from specification for all retinal cells Development20001272177ndash88
103 Gregg RG Willer GB Fadool JM et al Positional cloningof the young mutation identifies an essential role for theBrahma chromatin remodeling complex in mediatingretinal cell differentiation Proc Natl Acad Sci USA 20031006535ndash40
104 Le Dreau G Marti E Dorsal-ventral patterning of theneural tube a tale of three signals Dev Neurobiol 2012721471ndash81
105 Dessaud E McMahon AP Briscoe J Pattern formation inthe vertebrate neural tube a sonic hedgehog morphogen-regulated transcriptional network Development 20081352489ndash503
106 Briscoe J Ericson J Specification of neuronal fates in theventral neural tube Curr Opin Neurobiol 20011143ndash9
107 Jacob J Briscoe J Gli proteins and the control of spinal-cord patterning EMBORep 20034761ndash5
108 Hui CC Angers S Gli proteins in development anddisease Annu RevCell Dev Biol 201127513ndash37
109 Lewis KE How do genes regulate simple behavioursUnderstanding how different neurons in the vertebratespinal cord are genetically specified PhilosTrans RSoc LondB Biol Sci 200636145ndash66
110 Koudijs MJ den Broeder MJ Groot E et al Geneticanalysis of the two zebrafish patched homologues identifiesnovel roles for the hedgehog signaling pathway BMCDevBiol 2008815
111 England S Batista MF Mich JK et al Roles of Hedgehogpathway components and retinoic acid signalling in spe-cifying zebrafish ventral spinal cord neurons Development20111385121ndash34
112 Barth KA Wilson SW Expression of zebrafish nk22 isinfluenced by sonic hedgehogvertebrate hedgehog-1and demarcates a zone of neuronal differentiation in theembryonic forebrain Development 19951211755ndash68
113 Guner B Karlstrom RO Cloning of zebrafish nkx62 anda comprehensive analysis of the conserved transcriptionalresponse to HedgehogGli signaling in the zebrafish neuraltube Gene Expr Patterns 20077596ndash605
114 Schafer M Kinzel D Neuner C et al Hedgehog andretinoid signalling confines nkx22b expression to thelateral floor plate of the zebrafish trunk Mech Dev 200512243ndash56
115 Xu J Srinivas BP Tay SY et al Genomewide expressionprofiling in the zebrafish embryo identifies target genes
regulated by Hedgehog signaling during vertebratedevelopment Genetics 2006174735ndash52
116 Oosterveen T Kurdija S Alekseenko Z et al Mechanisticdifferences in the transcriptional interpretation of localand long-range Shh morphogen signaling Dev Cell 2012231006ndash19
117 Peterson KA Nishi Y Ma W et al Neural-specific Sox2input and differential Gli-binding affinity provide contextand positional information in Shh-directed neural pattern-ing Genes Dev 2012262802ndash16
118 Vokes SA Ji H McCuine S et al Genomic characteriza-tion of Gli-activator targets in sonic hedgehog-mediatedneural patterning Development 20071341977ndash89
119 Batista MF Jacobstein J Lewis KE Zebrafish V2 cellsdevelop into excitatory CiD and Notch signallingdependent inhibitory VeLD interneurons Dev Biol 2008322263ndash75
120 Kimura Y Satou C Higashijima S V2a and V2b neuronsare generated by the final divisions of pair-producingprogenitors in the zebrafish spinal cord Development20081353001ndash5
121 Park HC Shin J Appel B Spatial and temporal regulationof ventral spinal cord precursor specification by Hedgehogsignaling Development 20041315959ndash69
122 Wyart C Del Bene F Warp E etal Optogenetic dissectionof a behavioural module in the vertebrate spinal cordNature 2009461407ndash10
123 Schafer M Kinzel D Winkler C Discontinuous organiza-tion and specification of the lateral floor plate in zebrafishDev Biol 2007301117ndash29
124 Shin J Park HC Topczewska JM et al Neural cell fateanalysis in zebrafish using olig2 BAC transgenics MethodsCell Sci 2003257ndash14
125 Huang P Xiong F Megason SG et al Attenuationof Notch and Hedgehog signaling is required for fate spe-cification in the spinal cord PLoSGenet 20128e1002762
126 Li H de Faria JP Andrew P et al Phosphorylationregulates OLIG2 cofactor choice and the motor neuron-oligodendrocyte fate switch Neuron 201169918ndash29
127 Sun Y Meijer DH Alberta JA et al Phosphorylation stateof Olig2 regulates proliferation of neural progenitorsNeuron 201169906ndash17
128 Christian M Cermak T Doyle EL et al Targeting DNAdouble-strand breaks with TAL effector nucleases Genetics2010186757ndash61
129 Jinek M Chylinski K Fonfara I et al A programmabledual-RNA-guided DNA endonuclease in adaptive bacter-ial immunity Science 2012337816ndash21
130 Crocker J Stern DL TALE-mediated modulation of tran-scriptional enhancers in vivo NatMethods 201310762ndash7
Gene regulatory networks and control of gene expression page 13 of 13