MARKER-ASSISTED BREEDING FOR SIMPLE INHERITED TRAITS CONFERRING STRESS RESISTANCE IN CROP PLANTS

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1 KEYWORDS Prof. P. C. Mishra Felicitation Volume Paper presented in National Seminar on Ecology Environment & Development 25 - 27 January, 2013 organised by Deptt. of Environmental Sciences, Sambalpur University, Sambalpur ISSN: 0974 - 0376 N Save Nature to Survive : Special issue, Vol. III: www.theecoscan.in AN INTERNATIONAL QUARTERLY JOURNAL OF ENVIRONMENTAL SCIENCES Jogeswar Panigrahi et al. DNA Marker Oligogenic Stress Resistance Crop 23 - 26 MARKER-ASSISTED BREEDING FOR SIMPLE INHERITED TRAITS CONFERRING STRESS RESISTANCE IN CROP PLANTS

Transcript of MARKER-ASSISTED BREEDING FOR SIMPLE INHERITED TRAITS CONFERRING STRESS RESISTANCE IN CROP PLANTS

1

KEYWORDS

Prof. P. C. Mishra Felicitation Volume

Paper presented in

National Seminar on Ecology Environment &Development

25 - 27 January, 2013

organised by

Deptt. of Environmental Sciences,

Sambalpur University, Sambalpur

ISSN: 0974 - 0376

NSave Nature to Survive

: Special issue, Vol. III:

www.theecoscan.inAN INTERNATIONAL QUARTERLY JOURNAL OF ENVIRONMENTAL SCIENCES

Jogeswar Panigrahi et al.

DNA Marker

Oligogenic

Stress Resistance

Crop

23 - 26

MARKER-ASSISTED BREEDING FOR SIMPLE INHERITED TRAITS

CONFERRING STRESS RESISTANCE IN CROP PLANTS

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JOGESWAR PANIGRAHI*, RAMYA RANJAN MISHRA, ALOK RANJAN SAHU,

SOBHA CHANDRA RATH, SEN SETH AND SATYENDRA PRASAD MISHRA

Plant Biotechnology Laboratory, School of Life Sciences,

Sambalpur University, Jyoti Vihar, Sambalpur - 768 019, Odisha, INDIA

E-mail: [email protected]

INTRODUCTION

Crop plants are constantly exposed to pathogens, insects and the harshenvironment; hence one of the major objectives of crop breeding has alwaysbeen adaptation of crop plants. The strategies of breeding through directed crossesand selection for the desired recombinants led to steady increase in cropproductivity and quality during last century. These progress of conventionalbreeding is based entirly on the availability of genetic variation and its uttilizationfor selection of host resistance against the pathogens/insects and host toleranceto harsh environment. Even though this process has proven to be very effectiveand ecofriendly means of reducing losses due to stresses, the effect of environmentin many cases masks the effect of genotype. Therefore, the phenotype-basedselection does not reflect the true genetic potential of a crop genotype. Hence, ithas been realized that a selection procedure indirectly at the genotype levelwould augment the efficiency of breeding efforts (Dekkers and Hospital, 2002).Development of DNA (or molecular) markers in the 1980s laid the foundation forthe utility of indirect selection strategies in plant breeding. Although DNA markershave manifold uses in crop breeding, the most promising one for cultivardevelopment is the use of DNA markers that are tightly linked to the target loci asa substitute for or to assist phenotypic screening during the processes of breedingfor the development of cultivars conferring resistance to biotic and abiotic stressesand other attributes required by the plant breeders for the genetic augmentationof crop species, which is considered as marker assisted breeding (MAB).

Basic Concept of Marker-Assisted Breeding (MAB)

Molecular crop breeding use the DNA based markers as handle for the miningand tagging of novel alleles. MAB aims at the introgression those alleles, whichcontrol the trait to be improved, into the desired cultivars by assuming theirgenotypes (associated DNA markers) which can be recognized easily,unambiguously and at an appropriate time without impeding the breedingprogramme. The prerequisites for this MAB are -

Development of suitable molecular markers and their characterization,

Establishment of marker to gene(s) linkage through molecular maps and

Establishment marker-trait association and validation of molecular markers acrossthe population.

Several types of DNA markers including restriction fragment length polymorphism(RFLP), random amplified polymorphic DNA (RAPD), amplified fragment lengthpolymorphism (AFLP), inter simple sequence repeat (ISSR), microsatellites or simplesequence repeat (SSR), expressed sequence tag (EST), cleaved amplifiedpolymorphic sequence (CAPS), diversity arrays technology (DArT), and singlenucleotide polymorphism (SNP) have been used in several crops (Doveri et al.,2008). Each marker system has its own advantages and disadvantages, and thevarious factors to be considered in selecting one or more of these marker systemshave been described (Semagn et al., 2006; Panigrahi, 2011). There are five main

NSave Nature to Survive QUARTERLY

DNA based polymorphism, commonly

known as DNA markers, have extensively been

used for tagging and mapping of simple

inherited trait loci (SITLs) and quantitative trait

loci (QTLs) conferring resistance to biotic and

abiotic stresses in various crop plants. These

tools have also been used for screening of

germplasms, fingerprinting, and marker-

assisted breeding (MAB) in crop systems. This

chapter presents an overview on the basic

concepts of marker-assisted breeding of simple

inherited traits, and its most widely used

applications in crop improvement

programmes, viz. marker-assisted backcross

breeding, gene introgression, gene pyramiding

and marker-assisted selection at an early

generation, with emphasis on biotic stress

resistance in several crop plants. In the post-

genomic era, the integration the molecular

data with metabolic processes, development

of cost-effective genotypic assay and efficient

breeding strategies will pave the way for the

greater adoption MAB on crop breeding

programmes.

ABSTRACT

*Corresponding author

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PHARMACOLOGICAL EFFICACY OF MEDICINAL PLANTS

considerations for the use of DNA markers in marker-assistedbreeding: Level of polymorphism, reliability andreproducibility; quantity and quality of DNA required;technical procedure for marker assay (genotyping), and costof marker development (Mackill and Ni, 2000; Mohler andSingrun, 2004; Collard and Mackill, 2008). The most widelyused markers in major crops including cereals and legumesare SSRs or microsatellites (Gupta et al., 1999; Gupta andVarshney, 2000; Kole and Gupta, 2004; Li et al., 2008; Kumaret al., 2011), whereas in oilseed brassicas are RFLPs (Panigrahiet al., 2009). Both SSR and RFLP are highly reproducible, co-dominant in inheritance, relatively simple and cheap to useand generally highly polymorphic. The only disadvantagesof SSRs are that they typically give information only about asingle locus per assay. This problem has been overcome inmany cases by multiplexing several SSR markers in a singlereaction (Kalia et al., 2011). Sequence tagged site (STS) andsequence characterized amplified region (SCAR) that arederived from specific DNA markers (e.g., RFLPs, RAPDs, etc.)that are linked to a gene or QTL are also extremely useful forMAB (Shan et al., 1999; Sanchez et al., 2000; Sharp et al.,

2001; Collard and Mackill, 2008; Kumar et al., 2011).A genetic linkage map based on DNA markers provides usefulfirst-hand information about the nature of genomeorganization and reorganization (Kole and Gupta, 2004).These maps indicate the position and relative genetic distancesbetween markers and concerned traits along chromosomes,which is analogous to landmarks along a highway. Themolecular marker systems along with genetic linkage analysisled to the development high-density DNA marker maps (i.e.

with many markers of known location, interspersed at shortintervals throughout the genome) in several crop species,which is the prerequisite for various applications of MAB.Demonstrated linkages between target traits/genes andmolecular markers are traditionally based on genetic mappingexperiments, and this is important to confirm that theseassociations are consistent across the mapping populationsand breeding lines. For efficient MAB, marker(s) should eitherco-segregate or be closely linked with the target trait, with adistance of 2 cM or less (Xu, 2003). Markers associated withmajor genes or QTL in one population may be used directlyfor MAB and MAS (marker assisted selection) in other breedingmaterials. For genes with relatively minor contributions, thecross-population comparison of genes, alleles, and gene effectsare required because of multilocus and multiallelic featuresthat characterize most quantitative traits. In addition, there areseveral factors including genetic background and alleledistribution around the target locus that is related to thedetection of marker-trait associations determines the efficiencyof MAB (Xu, 2003). Hence, the following four stages shouldbe followed carefully during MAB programmes aiming at theintrogression of stress resistance:

Stage-I: Identification of marker trait Association for stress

resistance using the concept of linkage mapping

Stage-II: Validation of marker trait association in different

genetic background using cross breeding population

Stage-III: Test the usefulness of marker in characterization

core germplasm

Separate the germplasm into lines that will serve as donor orrecipient of the stress resistance

↓↓↓↓↓Is the marker able to differentiate between donor and recipientgermplasm?

↓↓↓↓↓

Marker suitable for use

Yes

↓↓↓↓↓No

↓↓↓↓↓< <

Stage-IV: Implementation of the validated marker in the

breeding programmeme

Prepare simple genotyping protocol (marker assay) for themarker detection and its allele size

↓↓↓↓↓Provide the marker data along with allelic information to themolecular breeders for the MAB for stress resistance

MAB of Simple Inherited Trait loci (SITLs) Conferring Stress

Resistance

MAB for SITLs including monogenic traits and oligogenic traits,which follows simple Mendelian inheritance, is quite straightforward approach. It involves:

i. Identification of suitable DNA marker that either co-segregate with stress resistance gene/locus or a pair offlanking markers around the locus conferring resistance,and validation by testing its applicability and reliability inpredicting the stress resistance in the related populations.

ii. Deployment of identified marker(s) in various breedingprogrammes, such as marker-assisted backcross breeding(MABC), marker-assisted gene pyramiding (MAGP) andmarker-assisted selection (MAS) at early generations.

Molecular mapping of SITLs conferring stress resistance

Molecular mapping of loci controlling biotic stress resistance,most often under the control of oligogenes, is considered asgene mapping or SITL mapping. The strategy of gene mappingis quite simple. The phenotypic expression of the biotic stressresistance is recorded on the individuals of a mappingpopulation; they are converted to genotypes depending uponwhich parent they resemble, followed by linkage analysis withthe marker data already available. In some cases the phenotypicexpression may be recorded using metric data or scores. Formapping of the trait loci, these quantified phenotypic data areconverted to discrete forms resembling the parents, followedby routine linkage analysis.

The alternative strategy is using near-isogenic lines (NILs) thatare available from conventional breeding programmes forvarious major genes conferring stress resistance. Theconstruction of NILs for a specific gene is carried out by

Identify alternative marker lociclosely flanked the trait locus

↓↓↓↓↓Screen the marker against thegermplasm

↓↓↓↓↓Identify markers able to detectpolymorphism between donorand recipient and segregatinglines at par

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JOGESWAR PANIGRAHI et al.,

repeated backcrossing of a donor parent (DP) to a recurrentparent (RP). Backcrossing accompanied by selection for thegene of interest and recovery of the recurrent parent iscontinued until the newly developed line is nearly isogenicwith the RP; except for the chromosome segment that has thetarget gene. The basic idea of the NIL gene mapping techniqueis to identify molecular markers located in the linkage blocksurrounding the introgressed stress resistance gene. Linkagebetween a molecular marker and the target gene can beassessed by determining the markers genotypes of the RP, itsNIL derivative and their corresponding DP. Putative evidenceof linkage is obtained whenever the NIL has the same markergenotype as its DP, but a different marker genotype than its RP.Since only a few genotypes (RP, NIL and DP) have to beassayed, the NIL gene mapping technique provides a propertool for narrowing down a large set of randomly choosenmarkers to a subset of a few markers, some of which are verytightly linked to the target gene introgressed into NIL. With thissubset of molecular markers, however, a traditional segregationanalysis would have to be performed in order to find a tightlylinked marker to the target gene.

The third strategy employed in major gene mapping is calledbulked segregant analysis (BSA, Michelmore et al., 1991),which is popularly known as molecular tagging of genes. BSAstrategy employs mostly F

2 segregating population for tagging

and mapping the major gene. In this method, the homozygotesof the constrasting phenotypes (resistance and susceptible tostress) are from the F

2 based on the F

3 segregation analysis.

The DNA from homozygotes of each phenotype are pooled toform a pool similar to resistant parent (which is refered asresistant bulk), and pool similar to susceptible parent (which isrefered as suceptible bulk). The genotypes to be assayed formarkers include resistant parent, resistant bulk, susceptibleparent and susceptible bulk. Putative markers associated withalternative phenotypes are identified, i.e. known as genetagging and subject to traditional linkage analysis to identifythe tightly linked marker to the target gene- molecular mappingof gene.

Literature reveals mapping of an array of such loci confereningbiotic stress resistance in several crop species using all theabove strategies. A list of mapped SITLs conferring stressresistance in different crop systems using various kinds of DNAmarkers is furnished in Table 1.

MAB for Major SITLs Conferring Stress Resistance

Tight linkage of a marker to a target gene conferring stressresistance can be exploited for indirect selection of monogenicand oligogenic traits in a breeding programme. Application ofthis method presupposes that the initial population ispolymorphic for the marker and the target gene, and both arein extreme linkage disequilibrium. Instead of testing thephenotypes of the target gene itself, selection in segregatinggenerations is based on determination of marker genotype.Only those individuals that carry the desired marker allele(s)are selected (Melchinger, 1990). However, use of two linkedmarkers bracketing the target gene should improve thereliability of MAB (Collard and Mackill, 2008). These flankedmolecular markers can be effectively employed backcrossbreeding, gene pyramiding, gene introgression and earlygeneration selection of superior cultivars aimimg at complete

stress resistance and higher stress tolerance.

Marker-Assisted-Backcross Breeding (MABC) for SITLs

Conferring Stress Resistance

Backcross breeding has been a widely used strategy for almosta century to incorporate major gene(s) conferring resistanceto biotic and abiotic stresses into an adapted or elite variety,which is possessed with large number of desirable agronomictraits but is susceptible to the target stress (Allard, 1999). Inrepeated crossings, the hybrids (BC1-n) is backcrossed withthe recurrent parent until most of the genes stemming fromthe donor parent are eliminated except stress resistance(Becker 1993). This conventional backcross breedingprogrammes are planned on the assumption that theproportion of the recurrent parent genome is recovered at therate of {1/(2)n+1} for each ‘n’ generation of backcrossing. Thus,after six backcrosses, we expect to recover 99% of the recurrentparent. This approach was first described in 1922 and waspracticed between the 1930s and 1960s in several crops(Stoskopf et al., 1993). DNA markers are now increasinglyused in backcross breeding to increase the efficiency ofselection at three levels, viz. foreground selection (i.e. to tracethe presence of target allele or gene), background selection(i.e. selection of reconstructed recurrent parent genome inbackcross programme), and recombinant selection (i.eidentification of BC progeny with the target gene, andrecombination events between the target locus and linkedand/or flanked markers to minimize linkage drag) (Holland,2004; Collard Mackill, 2008).

Marker-assisted foreground selection is useful for stressassociated traits that have tedious and time consumingphenotypic screening procedures. By this approach thereproductive traits can also be selected at the sapling stage,and this allows for the identification of best plants at an earlystage for backcrossing as well as phenotyping. Furthermore,both dominant and recessive alleles conferring stress resistancecan also be selected and introgressed by this approach (Fig.1and 2), which is time consuming and difficult to do usingconventional breeding.

Marker-assisted background selection was initially proposedby Young and Tanksley (1989b), and the term was coined byHospital and Charcosset (1997). The background selectionrefers to the use of closely linked flanking markers for selectionof recombinant and unlinked background markers to selectthe genetic make up of recurrent parent (RP). Backgroundmarkers are unlinked to the target trait on all otherchromosomes, and these markers can be used to selectrecurrent genome against the donor genome. Hence, thisapproach is quite useful, for accelerated reconstitution ofrecurrent genome along with the desired donor fragment. Withconventional backcrossing, it takes a minimum of six BCgenerations to reconstitute the RP, which may be possessedwith several donor chromosome fragments unlinked to thetarget gene. Using marker assisted background selectionapproach, the reconstituted RP genome can be achieved intwo to four BC generations (Visscher et al., 1996; Hospitaland Charcosset, 1997; Frisch et al., 1999a,b) even byeliminating undesired donor fragment, thus saving two to fourBC generations. Thus, use of marker-assisted background

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Crop Trait Gene Marker Type Marker and distance in cM LG/Chr Reference

RICE Leaf blast Resistance Pi-1 RFLP NPB181(3.5) 11 Yu 1991

Pi-2(t) RAPD RG64(2.1) 6 Hittalmani et al., 1995a,b

Pi-4(t) RFLP RG869(15.3) 12 Yu et al., 1991

Pi-ta RFLP RZ397(3.3) 12 Yu et al., 1991

Pi-5(t) RFLP RG498 (5.0), RG788 (10.0) 4 Wang et al., 1994

Pi-6(t) RFLP RG869(20) 12 Yu 1991

Pi-7(t) RFLP RG103(5.1) 11 Wang et al., 1994

Pi-10(t) RAPD RRF6, RRH18 5 Naqvi et al., 1995

Pib RFLP RZ123 2 Miyamoto et al., 1996

Pi-9 RFLP RG16, pBA 14, pBA8 6 Liu et al., 2002

Pi-38 SSLPAFLP RM 206, RM21AF-1, AF-2, AF-3 11 Gowda et al., 2006

Pi-1 (t) SSR RM224 NA Prasad et al., 2009

Bacterial blight Xa-1 RFLP Npb235 (3.3) 4 Yoshimura et al., 1992

resistance Xa-2 RFLP Npb 235(3.4), Npb197(9.4) 4 Yoshimura et al., 1992

Xa-3 RFLP Npb181(2.3), Npb 78(3.5) 11 Yoshimura et al., 1992

Xa-4 RFLP Npb181(1.7), Npb 78(1.7) 11 Yoshimura et al., 1992

Xa-5 RFLP RG556 (0-1) 5 Mc Couch et al.,, 1992

Xa-10 RAPD OPO07(5.3) 11 Yoshimura et al.,1995a

Xa-13 RFLP RZ390 (0.0), RG 136(3.8) 8 Yoshimura et al.,1995b

Xa-21 RAPD Pta818(0.0), Pta 248(1.0) 11 Ronald et al., 1992

Xa-7 RGA RNM20576, MY4 6 Zhang et al., 2009

xa34(t) SSR RM493 (4.29) and RM446 (3.05) 1 Chen et al., 2011

Bph6 SSR RM6997 and RM5742 4 Qiu et al., 2010

BPH26 SSR RM309(13.3) and MSSR2(5.1) 12 Myint et al., 2012

Gallmidge Resistance Gm-2 RFLP RG329(1.3), RG476(3.4) 4 Mohan et al., 1994

Gm4-t RAPD E20570 (0.4) from R1813 and 8 Mohan et al.,1997; Nair

1.4 from S1633b et al., 1996

Gm-7 AFLP/ SCAR SA 598 4 Sardesai et al., 2002

SSR RM22550 (0.9) and RM547 (1.9) 8 Nanda et al., 2010

Gm11t SSR RM28574 (4.4) and RM28706 (3.8 ) 12 Himabindu et al.,2010

Brown planthopper bph4 SSR RM589 (1.1) and RM586 (0.6) 6 Jairin et al., 2010

BPH12 SSR RM16459 and RM1305 (1.9) 4 Qiu et al.,2012

bph20(t) SSR RM435 (2.7) and RM540 (2.5) 6 Yang et al.,2012

BYL7 and BYL8 (2.5)

bph21(t) SSR RM222 (7.9) and RM244 (4.0) 10 Yang et al.,2012Rice Stripe Virus RSV1 SSR, SRAP RM457 (4.5) and SR1 (2.9) 11 Zhao et al., 2010

WHEAT Powdery mildew Pm RFLP Xwg516 2B Rong et al., 1998Resistance Pm1 RFLP WHS178(3) NA Jahoor 1998

Pm2 RFLP Xbcd1871(3.5) 5D Ma et al., 1994Pm2 RFLP Xfba393 5DS Nelson et al., 1995Pm3b RFLP Xbcd1434 (1.3) 1AS Ma et al., 1994Pm4a RFLP Xbcd1231-2A (1.5) 2AL Ma et al., 1994Pm4a RFLP Xcdo678-2A (1.6) 2AL Ma et al., 1994Pm12 RFLP Xpsr10,Xpsr106,Nor2,Xpsr141,Xpsr113 6DS Jia et al., 1996Pm12 RFLP Xpsr142, Xpsr149, Xpsr2, Xpsr605 6DL Jia et al., 1996Pm34 SSR Xbarc1775D (5.4), Xbarc1445D (2.6) 5D Miranda et al., 2006PmY39 SSR Xgwm257, Xgwm296, Xgwm319 (0) 2B Zhu et al., 2006Pm35 SSR Xcfd (10.3), Xgdm (8.6), Xcfd (11.9) 5DL Miranda et al., 2006PmTb7A.2 STS MAG2185 and MAG1759 7A Chhuneja et al., 2012PmTb7A.1 DArT and SSRwPt4553 and Xcfa2019 (4.3)Pm-M53 AFLP Apm109 (1.0) and Apm161 (3.0) 5D Li et al., 2011PmHNK54 SSR Xbarc5 (5.0) and Xgwm312 (6.0) 2AL Xu et al., 2011Pm4d STS Xgwm526 (3.4) and Xbarc122 (1.0) 2AL Schmolke et al., 2012PmAS846 EST BJ261635 and CJ840011 5BL Xue et al., 2012Pm45 SSR Xcfd80,Xmag6139 (0.7) and Xmag6140 (2.7) 6DS Ma et al., 2011

Cyst nematode Cre1 RFLP Xglk605 (7.3), Xglk588 (8.4) 2BL. Williams et al., 1994resistance Ccn-D1 RAPD OPE20 (tight) 2DS Eastwood et al., 1994High-temperature HTAP RGAP Xbarc182 and Xwgp5258 (2.3) 7BL Ren et al., 2012adult-plant stripe rust SSRresistanceHigh temperature Yrxy2 SSR Two markers flanked at (4.0) and (6.4) 2A7A Zhou et al., 2011resistance to stripe rust Yrxy1 RGAP M8 (2.3) and M9 (3.5)

SSR Xbarc49 (15.8) and Xwmc422 (26.1)

Streak mosaic virus Wsm1 STS Wg232 (tight) 4L Talbert et al., 1996

Table 1: A list of mapped Simple inherited trait loci (SITL) conferring stress resistance using various kinds of molecular markers in some major

crops

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Table 1: A list of mapped Simple inherited trait loci (SITL) conferring stress resistance using various kinds of molecular markers in some major

crops

Crop Trait Gene Marker Type Marker and distance in cM LG/Chr Reference

WSSMV RFLP Xbcd1095, Xcdo373 2DL Khan et al., 2000

Hessian fly resistance H23 RFLP XksuH4 (6.9), XksuG48a (15.6) 6D Ma et al., 1993

H24 RFLP Xcnl BCD 451 (5.9), Xcnl CDO 482 (5.9), Xksu G48b (12.9) 3DL

Ma et al., 1993

Stem rust resistance Sr2 RFLP Xbcd1871 (3.5) 5B Nelson et al., 1995

Sr40 SSR Xwmc 344 (0.7) 2B Wu et al., 2009

Sr13 SSR barc37 (4.0) 6A Admassu et al., 2011

Leaf rust resistance Lr1 RFLP PSR580(13.8), PSR567 5DL Feuillet et al., 1995

Lr3 RFLP Xmwg 798 (0) 6BL Sacco et al., 1998

Lr13 RFLP Xbcd 1709(<7.9), Xpsrs 912 (9.1) 2B Seyfarth et al., 1998

Lr32 RFLP Xbcd 1278 (3.6), Xcdo 395 (6.9) 3DS Autrique et al., 1995

Lr34 SSR Xgwm1220, Xgwm295 7D Spielmeyer et al., 2005

Lr52 (W) SSR Xgwm 443 (16.5) 5B Hiebert et al., 2005

Lr34 EST-SSR SWM-10 7DS Bosolini et al., 2006

Lr22a SSR GWM-296 2DS Hiebert et al., 2007

Lr1 RGA WR-03 (0.07) 5DL Qiu et al., 2007

Lr41 SSR Xbarc 124 (<1.0) 2DS Sun et al., 2009

Stripe rust resistance Yr15 RFLP STMS Nor1 B (11)WMS533(4.5) 1B Sun et al., 1999

Fahima et al., 1997

yrH 52 RFLPSTMS Nor1 (1.4)NA (0.02-0.35) 1B Peng et al., 1999

Yr36 STS Xbarc 101 (2.0) 6B Uauy et al., 2005

YrCH42 SSR Xgwm498(1.6), Xbarc-187 (2.3) 1B Li et al., 2006

YrZH84 SSR Xcfa2040-7B(1.4), Xbarc32-7B (4.8) 7BL Li et al., 2006

Yr34 RGA Awn Inhibitor gene A-1 (12.2) 5AL Barian et al., 2006

Yr26 SSR/STS Xwe173 (1.4)/ Xbarc181(6.7) 1B Wang et al., 2008

YrZak SSR Xwgp 102, Xgwm 501 2B Sui et al., 2009

High-temperature HTAP RGAPSSR Xbarc182 and Xwgp5258 (2.3) 7BL Ren et al., 2012

adult-plant stripe rust resistance

High temperature Yrxy2 SSR Two markers flanked at (4.0) and (6.4) 2A7A Zhou et al., 2011

resistance to stripe rust Yrxy1 RGAP M8 (2.3) and M9 (3.5)

SSR Xbarc49 (15.8) and Xwmc422 (26.1)

Loose smut resistance T 10 RAPD UBC 353 (14) 2BL Procunier et al., 1997

RFLP Xcrc4.2 (14), Xcrc 153.2 (10) 2BL Procunier et al., 1997

Septoria nodorum RAPD UBC521 (15), RC37 (13) 3A Cao et al., 1998

blotch resistance

Scab resistance FHB AFLP XeageMetal (16.2) 3BS, 2AL, Anderson

ksuH16 (12.7) 6BS et al., 1998

Xbcd1331(7.3)

RFLP Xcdo 1387 (7.4) Xcdo 524 (5.9) 4AL6BS Anderson et al., 1998

Yellow mosaic YmYF SSR Xwmc41 (8.1), Xgwm349 (11.6) 2D Liu et al., 2005

virus resistance

BARLEY Stem rust resistance rpg 4 RAPD 7M Borokova et al., 1995

Powdery mildew MiLa RFLP WG645 (Cosegregating) 2 Saghai-Maroof et al., 1994

Resistance

Alluminium tolerance Al RFLP Xwg464 (21.6) 4H Echart et al., 2006

Crown rust resistance rpc-1 RAPD OPO-08700

(2.5) 3H Agrama et al., 2004

Leaf rust resistance Rph-5 RFLPAFLP VT-1(0.3) 3H Mamadov et al., 2003

C970 (0.5)

Rph-7 RFLP Hv3Lrk (3.20 3HS Brunner et al., 2000

CHICKPEAResistance to Foc1 SSR H3A12 (3.9) and TA110 (2.1) Gowda et al., 2009

Fusarium wilt Foc2 SSR TA96 (0.2) and H3A12 (2.7)

Foc3 SSR H1B06y (0.2) and TA194 (0.7)

Mungbean Bruchid resistance Bruchid RFLP PA882 (3.6) 8 Young et al., 1992

Br-2 RAPD, STS OPC-06 (11.0)STSbr2 (5.8) 8 Sun et al., 2008

Pigeonpea Sterlity Mosaic SMD AFLP E-CAA/M-GTG150

(5.7) NA Ganapthy et al., 2009

disease Resistance E-CAA/M-GTG60

(4.8)

E-CAG/M-GCC150

(5.2)

E-CAG/M-GCC120

(20.1)

Fusarium wilt resistance - RAPD OPM03704

and OPAC11500

NA Kotresh et al., 2006

SOYBEAN SMV resistance Rsv RFLP/SSR PA 186 (1.5), pK644a(2.1), SM176(0.5) NA Yu et al., 1994

TOMATO Fusarium wilt L2 RFLP TG105 (0.0 ±4.8) 11 Sarfatti et al., 1989

resistance

TMV resistance Tm2 RFLP TG3 (0.3), CD3 (0.9) 9 Young and Tanksley 1989

JOGESWAR PANIGRAHI et al.,

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selection accelerates the development of NIL at par with RPcontaining desired stress resistance and has been referred toas ‘complete line conversion’ (Ribaut et al., 2002).

A case study of goreground and background selection

through MAB

Marker assisted backcross breeding strategy has provenvaluable in accelerating the backcross programmes toincorporate two major blast resistant genes Pi-2(t) and Pi-1from pyramided donor parent into the background of IR64,an elite cultivar widely grown in Asia. Simultaneously recurrentparent genome was recovered with the help of both RAPDand RFLP markers to have the introgressed line identical withthat of IR64 (Hittalmani S., personal communication). Duringeach generation of F

1, BC

1F

1 and BC

2F

2 the progenies were

screened for tracking the major resistant genes Pi-2(t) and Pi-1

using tightly linked markers (Fig. 3). The broad based Pi-2(t)

major blast resistant gene, present in chromosome 6, wasconfirmed by using the previously established co-dominantRG64 SAP marker (Hittalmani et al., 1995a). Similarly, the

Crop Trait Gene Marker Type Marker and distance in cM LG/Chr Reference

Powdery Mildew Lv RAPD OP57,OP58, OP218 12 Chunwongse et al., 1994

Resistance Lv RFLP CT211, CT 219 (5.5) 12 Chunwongse et al., 1994

Ol-2 RAPD OPU31500

4 de Giovanni et al., 2004

Ol-1, Lv AFLP — 6,12 Bai et al., 2003

Salt Tolerance Isozyme Est3, Prx7, Pgdh2, pgt1 1, 3, 12 Foolad and Jones 1993

Tomato Yellow leaf Ty-2 RFLP Tg36 11 Hanson et al., 2006

curl virus resistance Ty-3 SCAR cLET31-P16, T1079, P169c 6 Ji and Scott 2006

Alternaria Stem Canker ASc RFLP YAC (11.2) 3 Mesbah et al., 1999

Vander Biezen et al., 1995

Bacterial spot Xv4 RFLP TG599, TG134 3 Astua Monge et al., 2000

Bs4 AFLP P11M6, P11M1 5 Ballvora et al., 2001

Mustard White rust resistance Ac2l RAPD WR2 (7), WR1a/3 (1.4) NA Prabhu et al., 1998

Ac2 (t) RAPD OPB061000

(5.5) NA Mukherjee et al.,2001

Rapeseed Turnip mosaic TuRBO1 RFLP pO120b (3.6) 6 Walsh et al.,1999

Virus resistance

Black leg resistance LEM1 RFLP wg2a3b (1), wg5a1a (1.9) 6 Figdore et al., 1993

LepR3 SSR SR12281a, SN2428Rb(2.9) N10 Yu et al.,,2008

White rust resistance ACA1 RFLP tg6a12 (12.9) 9 Ferreira et al., 1995a,b

Indianrape White rust resistance Aca1 RFLP wg6c1a (5.0), ec2b3a (5.5) 4 Kole et al., 2002;

Kole et al., 1996

Table 1: A list of mapped Simple inherited trait loci (SITL) conferring stress resistance using various kinds of molecular markers in some major

crops

tightly linked RM-144/c481 (2 cM) rice microsatellite markerconfirmed the introgression of complimentary resistance Pi-1

gene. This resistant gene is present on chromosome number11 and is linked to c481 clone, which is a PCR-based STSmarker (Mew et al., 1994). Simultaneously, progenies from F

1,

BC1F

1 and BC

2F

1, having Pi-2(t) and Pi1 major resistance genes

were screened for the fast recovery of recurrent parent genomeusing both RAPD and SSR primers. Through backgroundscreening it was possible to recover 96% of IR64 backgroundby BC

2F

1 generation (Fig. 3).

Marker-assisted recombinant selections reduce the size of thedonor segment of the genome containing the target locus.This approach is important because the decrease of donorfragment size reduce the deleterious effect of many undesirablegenes, linked to the target gene, that negatively affect cropperformance - this is referred to as ‘minimization of linkagedrag’ (Hospital, 2005). Using conventional breeding methods,the donor segment can remain very large even with many BCgenerations (Young and Tanksley, 1989a; Ribaut andHoisington, 1998; Salina et al., 2003) because the conventionalbreeding is phenotype-biased selection. By using flanking

Figure 1: Sketch showing marker assisted back cross approach to

transfer a single dominant allele conferring stress resistance

Figure 2: Sketch showing marker assisted back cross approach to

transfer a single recessive allele associated with stress resistance

8

markers around a stress resistant gene (e.g., less than 5 cM oneither side), linkage drag can be minimized (Collard andMackgill, 2008). Further, these markers enable the breedersto detect the double recombination events occurring on bothsides of stress resistance locus, which are extremely rare, andthis recombinant selection is usually performed using at leasttwo BC generations (Frisch et al., 1999b).

A case study for removal of linkage drag using MAB

Keygene, an agrobased company, was involved in a markerassisted breeding approach for the development of a novellettuce variety resistant to the aphid, Nasonovia ribisnigri,during mid nineties (Jansen, 1996). The resistance gene to thisaphid was present in its wild relative, Lactuca virosa, whichcould be introgressed from a by repeated backcrossing.Although the backcrossing programme developed aphidresistant genotype, the new product was of extremely poorquality, bearing yellow leaves and a greatly reduced head.Marker analysis revealed that this reduced quality was causedby a negative trait closely linked to aphid resistance, so calledlinkage drag. In this case, the linkage drag was recessive, onlyappeared in the homozygous state, thereby increasing thedifficulty in phenotype based selection of recombinationevents. With the identification of DNA markers flanking theaphid resistant locus, individuals having recombination eventsin the vicinity of the gene was pre-selected for further analysis.More than 1000 F

2 plants were screened this way, leading to

the selection of some 100 individuals bearing a recombinationor even double recombination in the vicinity of the aphidresistance gene. Only those individuals needed to bephenotyped for both the resistance and the absence of thenegative characteristics at F

3 level. This approach eventually

led to the selection of an individual bearing recombinationevents very close to each side of the gene, thereby removingthe recessive linkage drag located on both sides of theresistance gene, in addition to being tightly linked. By removingthe linkage drag, the mildly sweet, crunchy iceberg lettucewith aphid resistance (Cultivar-Fortunas Rz) was developedby the seed breeding company Rijk Zwann, Berlin.

Some examples of MABC for traits conferring stress resistancein rice, wheat, barley, maize, tomato and soybean is furnishedin Table 2.

Marker-Assisted Gene Pyramiding (MAGP) for SITLs

Conferring Stress Resistance

Pyramiding stress resistance genes to develop durable resistantvariety is another strategy of MAB. Breakdown of disease orpest resistance conferred by single major gene is a commonphenomenon in several crops, due to the emergence of newpathogenic races and/or biotypes after its wide cultivation(Kiyosawa, 1982; Ou, 1985). Therefore, breeding for durableresistance would be more effective if two or more major andminor resistance genes are combined into a single geneticbackground. This will lessen the chances of biotic resistancebreakdown by continuing evolution of new races ofpathogens and biotypes of pests. Pyramiding of two or moremajor and minor biotic stress resistance genes throughconventional breeding method is possible, but it is not easy toidentify the plants containing more than one genesimultaneously due to the different genetic behavior of genes, C

rop

Agro

no

mic

Tra

its

Mark

ers

use

dEn

d p

rod

uct

Refe

ren

ce

RIC

EB

acte

rial

bli

gh

t re

sist

an

ce (

Xa21

)R

FLP

, P

CR

base

d m

ark

ers

Min

gh

ui-

63

(X

a2

1):

A h

yb

rid

rest

ore

r li

ne

Ch

en

et

al.

, 2

00

0

AFLP

IV-6

07

8 (

Xa2

1):

A h

yb

rid

rest

ore

r li

ne

Ch

en

et

al.

, 2

00

1

Bacte

rial

bli

gh

t re

sist

an

ce (

Xa5

)ST

SA

ngke-A

cu

ltiv

ar

Bu

stam

am

et

al.

, 2

00

2

Bacte

rial

bli

gh

t re

sist

an

ce (

Xa7

)ST

SC

on

de-A

cu

ltiv

ar

Bu

stam

am

et

al.

, 2

00

2

WH

EA

TLeaf

rust

resi

stan

ce

RFLP

, C

AP

SIs

ogen

ic l

ines

of

thre

e s

pri

ng c

ult

ivars

- Exp

ress

, K

ern

an

d U

C 1

03

7H

elg

uera

et

al.

, 2

00

5

Leaf

rust

resi

stan

ce (

Lr

21

)SSR

Ad

v.

Bre

ed

ing l

ines

So

mers

et

al.

, 2

00

5

Leaf

rust

resi

stan

ce (

Lr

47

)P

CR

base

d m

ark

ers

Yeco

ra r

ojo

Lr4

7-c

ult

ivar

Ch

icaiz

a e

t al.

, 2

00

6

Cere

al

Cyst

nem

ato

de

RFLP

Ad

v.

bre

ed

ing l

ines

(DH

po

pu

lati

on

base

d)

Ogb

on

naya e

t al.

, 2

00

1

Str

ipe r

ust

resi

stan

ce (

Yr-

36

)P

CR

base

d m

ark

ers

Yeco

ra r

ojo

yr3

6-G

plB

1,

UC

11

13

yr3

6-G

plB

1-

two

cu

ltiv

ars

Ch

icaiz

a e

t al.

, 2

00

6

Ste

m r

ust

resi

stan

ce (

sr-3

8)

PC

R b

ase

d m

ark

ers

An

za L

r37

/Yr1

7/

Sr3

8C

hic

aiz

a e

t al.

, 2

00

6

BA

RLEY

Resi

stan

ce t

o b

oro

n t

oxic

ity

SSR

Ad

v.

Bre

ed

lin

g l

ines

Em

eb

iri

et

al.

, 2

00

9

Resi

stan

ce t

o B

aY

MV

I-I

IIR

FLP

Mo

kkei

01

53

0-

A C

ult

ivar

Okad

a e

t al.

, 2

00

3

Resi

stan

ce t

o s

po

t n

et

blo

tch

SSR

Lin

e W

I35

86

-17

47

Egli

nto

n e

t al.

, 2

00

6

MA

IZE

Resi

stan

ce S

ou

thw

est

ern

co

rn b

ore

r (S

WC

B)

RFLP

Ad

van

ced

bre

ed

ing l

ines

Wil

lco

x e

t al.

, 2

00

2

TO

MA

TO

Resi

stan

ce t

o T

om

ato

sp

ott

ed

wil

t vir

us

CA

PS

Ad

van

ced

bre

ed

ing l

ines

Lan

gell

a e

t al.

, 2

00

4

Tab

le 2

: M

ark

er

ass

iste

d b

ack c

ross

bre

ed

ing o

f so

me S

ITLs

co

nfe

rrin

g s

tress

resi

stan

ce f

or

the d

evelo

pm

en

t o

f cu

ltiv

ars

an

d a

dvan

ce b

reed

ing lin

es

in s

evera

l cro

p s

yst

em

s

JOGESWAR PANIGRAHI et al.,

9

the mode of gene action inter se, the appearance of samephenotype and destructive bioassay, etc. Since DNA markerassays are non-destructive and markers for multiple specificgenes can be tested simultaneously using a single DNA samplewithout phenotyping (Hittalmani et al., 1995b; Yoshimura et

al., 1995; Huang et al., 1997; Hittalmani et al., 2000; Werneret al., 2005; Saghaimaroof et al., 2008), the MAGPsubstantially enhance the selection process in crop breeding.

A schematic approach for acumulating six genes into a singlegenotype was demonstrated (Fig.4) by Servin et al. (2004).Accordingly the gene pyramiding scheme consists of two steps,viz. Pedigree step and Fixation step. The pedigree step aims at C

rop

Agro

no

mic

tra

itP

yra

mid

ed

gen

e(s

)R

efe

ren

ce

RIC

EB

last

resi

stan

ce

Pi1

, P

iz5

and

Pit

aH

itta

lman

i et

al.

, 2

00

0

Bacte

rial

Bli

gh

t R

esi

stan

ce

Xa4

, Xa5

, Xa13

an

d X

a 2

1H

uan

g e

tal.

19

97

Xa7

an

d X

a 2

1Z

han

g e

t al.

,2006

Xa5

, Xa13

an

d X

a 2

1K

ott

ap

all

i et

al.

, 2

01

0

Xa3

and

Xa 2

6Li

et

al.

, 2

01

2

Bacte

rial

Bli

gh

t, Y

ell

ow

ste

m b

ore

r an

d s

heath

bli

gh

tXa21

, cry

1A

b,

RC

7 C

hit

inase

an

d c

ry1

Ac

Datt

a e

t al.

, 2

00

2

Bacte

rial

Bli

gh

t, Y

ell

ow

ste

m b

ore

rXa21

, cry

1A

b a

nd

cry

1A

cJi

an

g e

t al.

, 2

00

4

Bro

wn

pla

nt

ho

pp

er

Bph1

an

d B

ph2

Sh

arm

a e

t al.

, 2

00

4

Gall

mid

ge R

esi

stan

ce

Gm

1 a

nd

Gm

4K

um

ara

vad

ivel

et

al.

, 2

00

6

Gm

2 a

nd

Gm

6(t

)K

att

iyar

et

al.

, 2

00

1

WH

EA

TP

ow

dery

Mil

dew

Pm

2 a

nd

Pm

4a

Liu

et

al.

, 2

00

0

Leaf

rust

resi

stan

ce

Lr41

, Lr

42

an

d L

r43

Co

x e

t al.

, 1

99

4

Gre

en

bu

g r

esi

stan

ce

Gb2

, G

b3

an

d G

b6

Po

rter

et

al.

, 2

00

0

Cyst

nem

ato

de r

esi

stan

ce

Cre

X a

nd

Cre

YB

arl

oy e

t al.

, 2

00

7

BA

RLEY

Yell

ow

mo

saic

vir

us

resi

stan

ce

rym

1 a

nd

rym

5O

kad

a e

t al.

, 2

00

4

Rym

4,

rym

9,

rym

11

Wern

er

et

al.

, 2

00

5

PEA

RL M

ILLET

Do

wn

ey M

ild

ew

Resi

stan

ce

P7

-3 a

nd

P7

-4H

ash

et

al.

, 2

00

6

SO

YB

EA

NSo

yb

ean

mo

saic

Vir

us

Resi

stan

ce

Rsv

1,

Rsv

3 a

nd

Rsv

4Sh

i et

al.

, 2

00

9Sagh

aim

aro

of

et

al.

, 2

00

8

GR

AP

E V

INE

Po

wd

ery

mil

dew

an

d D

ow

ney M

ild

ew

Resi

stan

ce

Ru

n1

an

d R

pv1

Eib

ach

et

al.

, 2

00

7

Tab

le 3

: M

ark

er

Ass

iste

d G

en

e P

yra

mid

ing o

f SIT

Ls

co

nfe

rrin

g r

esi

stan

ce t

o b

ioti

c a

nd

ab

ioti

c s

tress

in

so

me m

ajo

r cro

ps

Figure 3: Schematic sketch of marker assisted backcross breeding for

introgression of two major blast resistance genes, Pi-1 and Pi-2(t), in

rice

BC 3 F 1

Selection for major genes Pi -1 and Pi -2(t) using closelylinked PCR markers RM144 and RG64(SAP).

Selected F 1 plants backcrossed with recurrent parents .

Selection for major genes Pi -1 and Pi -2 (t)using close ly linked PCR markers.Background screening using both RAPD and

rice microsatellite primers.

As in BC 1 F 1

(Recurrent parent)(Donor parent)

Pheno typic evaluation of disease resistance with parentsand checks in blast hot spots (Ponnampet). Selection of blast

resistant plants having high RPG.

Pi -1 & P i-2 (t) isogenic line X IR64

BC 1 F 1 X IR64

BC 2 F 1 X IR64

M L Y T

Evaluation of resistant plants for yield and diseaseresistance in replicated trail under different

environments (Multi - location yield Trail) .

BC 3 F 2

Selfing of plants based ongenotypic & phen otypic

confirmation.

Release/Stabilization of variety

F 1 X IR64

Figure 4: Gene pyramiding strategy in plants (Redrawn from Servin

et al., 2004)

10

acumulating of all target genes in a single genotype called theroot genotype, and the fixation step aims at fixing the all targetgenes into a homozygous state i.e. to derive the ideal genotype(ideotype). Although the pedigree step may be common,several different procedures can be used to undergo fixationin gene pyramiding.

The marker-assisted gene pyramiding involves following steps

in general

• Fine-map the donor genes conferring stress resistance anddevelop tightly linked flanking markers for each resistantgene.

• The plant with known tagged gene (X-1) is crossed with thesecond plant carrying another target gene (X-2), andsimilarly with the others genes.

• The F1 plants of the above crosses are screened for the

presence of both the resistance genes (X-1 and X-2) byassaying for the presence both pair of flanking markers.

• F2 individual plants are screened for the presence of all

combination of genes using markers and plants carryingall gene combination are forwarded to next generation.

• Homozygous plants carrying all the desired combinationof target genes identified and further tested for their traits.

MAGP has been well demonstrated in several crops includingrice, wheat, pearl millet, barley, soybean, etc. (Table 3). Theexample cited in the Table 3 evidenced that the combinationof multiple resistance genes (effective against specific races ofa pathogen) can provide durable (broad spectrum) resistance.The ability of a pathogen to overcome two or more resistancegenes by mutation is considered much lower compared withthe invading of stress resistance controlled by a single gene(Kloppers and Pretorius, 1997; Shanti et al., 2001; Singh et

al., 2001). In this section, we have only cited the case of genepyramiding to improve qualitative stress related traits such asdisease and pest resistance.

Marker-Assisted Gene Introgression from Breeding Lines and

Wild Relatives

Evaluation of the exotic and adapted germplasm using DNAmarker is an integral part of MAB and it played important rolein the acquisition, storage and use of plant genetic resourcesin breeding endeavors (Bretting and Widrlechner, 1995; Xuet al., 2003). The wild allies of the domesticated crops,including its progenitors and the species in secondary andtertiary genepools, provide plant breeders with a handy sourceof desirable genes (Tanksley et al., 1989; Jena, 2010; Kole2011). The use of wild germplasm and putative progenitors incrop improvement gained importance in the 1970s and 1980s(Hajjar and Hodgkin, 2007; Dwivedi et al., 2008), and iscontinuing in several orphan crops till date (Panigrahi et al.,

2007; Varshney et al., 2010; Mishra et al., 2012). Theadvancements in genomics have considerably increased theuse of genes from exotic germplasms, in particular from thesecondary genepools, being the source agroeconomic genes.Hajjar and Hodgkin (2007) reported on the use of more than60 wild species to introgress desired genes conferring stressresistance and other agronomically important traits into 13agricultural crops during mid-1980s to 2005. The most

common use of wild relatives is as a source of pest and diseaseresistance, although other characteristics including abioticstress tolerance, yield attributes, improved quality, andcytoplasmic male sterility and fertility restoration also havebeen improved using crop wild relatives in individual cases(Fig. 5).

Figure 5: Numbers of traits introgressed into the domesticated species

from wild allies during 1990 to 2010. (Source: Partly obtained from

Hajjar and Hodgkin, 2007)

0

2

4

6

8

10

12

Rice Wheat Maize Barley Potato Tomato Lettuce

Major Crops

Nu

mb

er

of

tr

aits

Alleles for biotic stress resistance Alleles for abiotic stress resistance

The process by which beneficial traits from core collection ofgermplasm are transferred to the elite cultivars of a crop iscalled introgression. Mostly single major genes conferringstress resistance, identified in exotic or unadapted germplasm,are transferred into adapted breeding material by backcrossing(Simmonds, 1993). The use of these exotic germplasm in MABcan aid in transferring genes with minimal linkage drag, thusmaking the introgression of genes is one of the preferentialapplication of modern breeding. Introgression libraries (IL)allow for the identification of favorable alleles in exoticgermplasm, which can be exploited for improving elitebreeding material. ILs are obtained by a cross between theunadapted germplasm and an elite recurrent parent, which isfollowed by several generations of recurrent backcrossing. Aset of polymorphic markers that can distinguish betweenparental alleles is used to trace chromosome segments throughthe crosses. The backcrossing is followed by at least onegeneration of selfing, which leads to plants homozygous attargeted introgressed segments (Zamir, 2001). This systematicintrogression of individual, short, marker-defined chromosomesegments into the elite background results in a library of ILs.Each line carrying different parts of the donor genome and thelibrary can be used to screen for favorable alleles obtainedfrom the exotic unadapted germplasm. Introgression lines werefirst developed in tomato in 1994 and have since then beenadopted for several crops, including barley, maize, wheat andrye (Falke et al., 2009).

Marker-Assisted Selection (MAS) of Superior Genotypes

Having Major Genes Conferring Stress Resistance at Early

Generations

Molecular markers can be employed at any stage of a plantbreeding programme. Hence, MAS has great advantage inearly generation selections by eliminating undesirable genecombinations. Subsequently, the breeders focus on a lessernumber of high priority lines of desirable allelic or gene

JOGESWAR PANIGRAHI et al.,

Plea

se sen

d or

igin

al fi

le, i

.e. E

xcel

form

at

11

combination. MAS-based early generation selection not onlyselect suitable gene combinations but also ensure a highprobability of retaining superior breeding lines (Eathington et

al., 1997). An important prerequisite for successful early-generation selection with MAS are large populations and lowheritability of the target traits, as under individual selection,the relative efficiency of MAS is greatest for characters withlow heritability (Lande and Thompson, 1990). Results fromKuchel (2007) and Bonnett et al. (2005) showed that maximumgain can be achieved at lowest cost in marker-assisted wheatbreeding when molecular markers, closely linked to targetgenes, are utilized to enrich target loci within segregatingpopulations in early generations. When the linkage betweenthe marker and the selected trait loci conferring stress resistanceis not very close, the probability of recombination betweenthe marker and trait loci will increase, thereby increasing thenumber of gene-combination for early generation MAS. Thislead to more cost of genotyping a larger number of plants. Toavoid this disadvantage, Ribaut and Betran (1999) developeda strategy involving MAS at an early generation called singlelarge-scale MAS (SLS–MAS). This approach used flankingmarkers (less than 5 cM, on both sides of a target locus) in asingle MAS step. Alternatively, using co-dominant DNAmarkers, it is possible to fix specific alleles in their homozygousstate as early as the F

2 generation. However, this may require

large population sizes; thus, in practical terms, a small numberof loci may be fixed at each generation (Koebner and Summers,2003). Another strategy is to ‘enrich’ rather than fix alleles byselecting homozygotes and heterozygotes for a target locuswithin a population in order to reduce the size of the breedingpopulations required (Bonnett et al., 2005).

CONCLUSION

MAB for vertical (qualitative) resistance to biotic stress is aholistic approach. Till date MAB was applied in small scale forcrop breeding, but a large number of marker-trait associationhas been validated. Hence, there will be a greater level ofadoption of MAB in crop breeding endeavours within thenext decade and beyond. It is also critical that future endeavorsin MAB are based upon lessons that have been learnt frompast successes and especially failures in using MAB. Furtheroptimization of marker genotyping methods in terms of cost-effectiveness and a greater level of integration betweenmolecular and conventional breeding (especially in designingefficient and cost effective strategies) represent the criticalaspects for the greater adoption of MAB on crop breeding inthe near future.

REFERENCES

Admassu, B., Perovic, D., Friedt, W. and Ordon, F. 2011. Genetic

mapping 0f the stem rust (Puccinia graminis f. sp. Tritici Eriks. & E.

Henn ) resistance gene Sr13 in wheat (Triticum aestivum L.). Theoretical

Appllied Genetics. 122: 643-648.

Agrama, H. A., Dahleen, L., Wentz, M., Jin, Y. and Steffenson, B.

2004. Molecular mapping of the crown rust resistance gene Rpcl in

barley. Phytopathology. 94: 858-861.

Allard, R. W. 1999. Principles of plant breeding (2nd Ed), Wiley, NY,

USA.

Anderson, I. A., Waldron, B. L., Moreno-Sevilla, B., Stack, R. W. and

Frohberg, R. C.1998. Detection of Fusarium head blight resistance

QTL in wheat using AFLPs and RFLPs. In: Slinkard, A.E. (Ed) Proc 9th

International Wheat Genetics Symposium, Univ Saskatchewan,

Saskatoon. 1: 135-137.

Astua Monge, G., Minsavage, G. V., Stall, R. E., Vallejos, C. E.,

Davis, M. J. and Jones, J. B. 2000. Xv4-vrxv4: a new gene for gene

interaction identified between Xanthomonas campestris pv. vesicatoria

race T3 and the wild tomato relative Lycopersicon pennellii. Molecular

Plant-Microbe Interaction. 13: 1346–1355.

Autrique, E., Singh, R. P., Tanksley, S. D. and Sorells, M. E. 1995.

Molecular markers for four leaf rust resistance genes introgressed into

wheat from wild relatives. Genome. 38: 75-83.

Bai, Y., Huang, C., Van der Hulst, R., Meijer-Dekens, F., Bonnema,

G. and Lindhout, P. 2003. QTLs for tomato powdery mildew

resistance (Oidium lycopersici) in Lycopersicon parviflorum G1.1601

co-localize with two qualitative powdery mildew resistance genes.

Molecular Plant-Microbe Interaction. 16: 169-176.

Ballvora, A., Pierre, M., Van den Ackerveken, G. et al. 2001. Genetic

mapping and functional analysis of the tomato Bs4 locus governing

recognition of the Xanthomonas campestris pv. vesicatoria AvrBs4

protein. MolecularPlant-Microbe Interaction. 14: 629–638.

Barian, H. S., Parry, N., Barclay, I. R. et al. 2006. Identification and

characterization of stripe rust resistance gene Yr34 in common wheat.

Theoretical and Appllied Genetics. 112: 1143–1148.

Barloy, D., Lemoine, J., Abelard, P., Tanguy, A. M., Rivoal, R. and

Jahier, J. 2007. Marker assisted pyramiding of two cereal cyst nematode

resistance genes from Aegilops variabilis in wheat. Molecular Breeding.

20: 31-40.

Becker, H. 1993. Pflanzenzuchtung. Stuttgart : Verlag Eugen Ulmer

Bonnett, D. G., Rebetzke, G. J. and Spielmeyer, W. 2005. Strategies

for efficient implementation of molecular markers in wheat breeding.

Molecular Breeding. 15: 75-85.

Borovkova, L. G., Steffenson, B. J., Jin, Y. et al. 1995. Identification

of molecular markers linked to the stem rust resistance gene rpg4 in

barley. Phytopathology. 85: 181-185.

Bosolini, E., Krattinger, S. G. and Keller, B. 2006. Development of

simple sequence repeat markers specific for the Lr34 resistance region

of wheat using sequence information from rice and Aegilops tauschii.

Theoretical and Appllied Genetics. 113: 1049–1062.

Bretting, P. K. and Widrlechner, M. P. 1995. Genetic markers and

plant genetic resource management. Plant Breeding Reviews. 13: 11-

86.

Brunner, S., Keller, B. and Feuillet 2000. Molecular mapping of Rph-

7.g leaf rust resistance gene in barley (Hordeum vulgare). Theoretical

and Appllied Genetics. 101: 783-788.

Bustamam, M., Tabien, R. E., Suwarno, A., Abalos, M. C., Kadir, T.

S., Ona, I., Bernardo, M., Veracruz, C. M. and Leung, H. 2002. Asian

rice biotechnology network: Improving popular cultivars through

marker assisted backcrossing by the NARES. In: Proceedings of

International Rice Congress, Beijing, China.

Cao, W., Huges, G. R., Ma, H. and Dong, Z. 1998. Development of

DNA based markers for resistance to Septoria nodorum blotch in

durum wheat. In: Slinkard AE (ed) Proceedings of 9th International

Wheat Genetics Symposium, University of Saskatchewan. Saskatoon.

3: 95-97.

Chen, S., Liu, X., Zeng, L., Ouyang, D., Yang, J. and Zhu, X. 2011.

Genetic analysis and molecular mapping of a novel recessive gene

xa34(t) for resistance against Xanthomonas oryzae pv. oryzae.

Theoretical and Appllied Genetics. 122: 1331-1338.

Chen, S., Lin, X. H., Xu, C. G. and Zhang, Q. 2000. Improvement of

bacterial blight resistance of ‘Minghui 63’, an elite restorer line of

hybrid Rice, by molecular marker assisted selection. Crop Sci. 40:

239-244.

12

Chen, S., Xu, C. G., Lin, X. H. and Zhang, Q. 2001. Improving

bacterial blight resistance of ‘6078’, an elite restorer line of hybrid

rice, by molecular marker-assisted selection. Plant Breeding. 120:

133-137.

Chhuneja, P., Kumar, K., Stirnweis, D., Hurni, S., Keller, B.,

Dhaliwal, H. S. and Singh, K. 2012. Identification and mapping of

two powdery mildew resistance genes in Triticum boeoticum L.

Theoretical and Appllied Genetics. 124: 1051-1058.

Chicaiza, O., Khan, I. A., Zhang, X., Brevis, J. C., Jackson, L., Chen,

X. and Dubcovsky, J. 2006. Registration of five wheat isogenic lines

for leaf rust and stripe rust resistance genes. Crop Science. 46: 485-

487.

Chunwongse, J., Bunn, T. B., Crossman, C., Jiang, J. and Tanksley, S.

D. 1994. Chromosomal localization and molecular marker tagging of

the powdery mildew resistance gene (Lv) in tomato. Theoretical and

Appllied Genetics. 89: 76-79.

Collard, B. C. Y. and Mackill, M. J. 2008. Marker assisted selection:

an approach for precision plant breeding in the twenty first century.

Philosophical Transactions of the Royal Society B. 363: 557–572.

Cox, T. S., Raupp, W. J. and Gill, B. S. 1994. Leaf rust-resistance

genes- Lr41, Lr42 and Lr43 transferred from Triticum tauschii to

common wheat. Crop Science. 34: 339-343.

Datta, K., Baisakh, N., Thet, K. M., Tu, J. and Datta, S. 2002.

Pyramiding transgenes for multiple resistance in rice against bacterial

blight, yellow stem borer and sheath blight. Theoretical and Appllied

Genetics. 106: 1-8.

De Giovanni, C., Dell’Orco, P., Bruno, A., Ciccarese, F., Lotti, C.

and Ricciardi, L. 2004. Identification of PCR-based markers (RAPD,

AFLP) linked to a novel powdery mildew resistance gene (ol-2) in

tomato. Plant Science. 166: 41– 48.

Dekkers, J. C. M. and Hospital, F. 2002. The use of molecular genetics

in the improvement ofagricultural populations. Nature Review

Genetics. 3: 22–32.

Doveri, S., Maheswaran, M. and Powell, W. 2008. Molecular markers

– history, features and applications. In : Kole C, Abbott AG (eds)

Principles and Practices of Plant Genomics. Vol 1: Genome Mapping.

Science Publishers, Enfield, Jersey, Plymouth.

Dwivedi, S. L., Stalker, H. T., Blair, M. W., Bertoli, D. J., Nielen, S.

and Ortiz, R. 2008. Enhancing Crop Gene Pools with Beneficial

Traits Using Wild Relatives. Plant Breeding Review. 30: 179-230.

Eastwood, R. F., Lagudah, E. S. and Appels, R. 1994. A direct search

for DNA sequences tightly linked to cereal cyst nematode resistance

genes in Triticum tauschii. Genome. 37: 311-319.

Eathington, S. R., Dudley, J. W. and Rufener, G. K. 1997. Usefulness

of Marker-QTL Associations in Early Generation Selection. Crop

Science. 37: 1686-1693.

Echart, C. L., Neto, J. F. B. and Cavali, S. S. 2006. Aluminium tolerance

in Barley: Molecular mapping analysis. R. Bras Agrociencia Pelotas.

12: 15-20.

Eglinton, J. K., Coventry, S. J. and Chalmers, K. 2006. Breeding

outcomes from molecular genetics.-Breeding for success: Diversity in

action. In: Procedding of 13th Australasian plant breeding conference,

1 Christchurch, New Zealand.

Eibach, R., Zyprian, E., Welter, L. and Topfer, R. 2007. The use of

molecular markers for pyramiding resistance genes in grapevine

breeding. Vitis. 46: 120–124.

Emebiri, L., Michael, P. and Moody, D. 2009. Enhanced tolerance to

boron toxicity in two-rowed barley by marker-assisted introgression

of favourable alleles derived from Sahara 3771. Plant Soil. 314: 77-

85.

Fahima, T., Chague, V., Sun, G., Korol, A., Ronin, Y., Roder, M.,

Grama, A. and Neva, E. 1997. Identification and potential use of PCR

markers flanking the Triticum dicoccoides-derived stripe rust resistance

gene Yr15 in wheat. In: Proceedings of Wheat International 5th Congress

Plant Molecular Biology, Singapore.

Falke, K., Susic, Z., Wilde, P., Wortmann, H., Mohring, J., Piepho,

H. P., Geiger, H. and Miedaner, T. 2009. Testcross performance of

Rye introgression lines developed by marker assisted backcrossing

using an Iranian accession as donor. Theoretical and Appllied Genetics.

118: 1225-1238.

Ferreira, M. E., Satagopan, J. M., Yandell, B. S., Williams, P. H. and

Osborn, T. C. 1995a. Mapping loci controlling vernalization

requirement and flowering time in Brassica napus. Theoretical and

Appllied Genetics. 90: 727-732.

Ferreira, M. E., Williams, P. H. and Osborn, T. C. 1995b. Mapping of

a locus controlling resistance to Albugo candida in Brassica napus

using molecular markers. Phytopathology. 85: 218-220.

Feuillet, C., Messmer, M., Schachermayr, G. and KeIler, B. 1995.

Genetic and physical characterization of the Lr1 leaf rust locus in

wheat (Triticum aestivum L.). Molecular and General Genetics. 248:

553-562.

Figdore, S. S., Ferreira, M. E., Slocum, M. K. and Williams, P. H.

1993. Association of RFLP markers with trait loci affecting club root

resistance and morphological characters in Brassica oleracea L.

Euphytica. 63: 33-44.

Foolad, M. R. and Jones, R. A. 1993. Mapping salt-tolerance genes in

tomato (Lycopersicon esculentum) using trait-based marker analysis.

Theoretical and Appllied Genetics. 87: 184-192.

Frisch, M., Bohn, M. and Melchinger, A. E. 1999a. Comparison of

selection strategies for marker assisted backcrossing of a gene. Crop

Science. 39: 1295–1301.

Frisch, M., Bohn, M. and Melchinger, A. E. 1999b. Minimum sample

size and optimal positioning of flanking markers in marker-assisted

backcrossing for transfer of a target gene. Crop Science. 39: 967–975.

Ganapathy, K. N., Byre, G. M., Venkatesha, S. C. et al. 2009.

Identification of AFLP markers linked sterility mosaic disease in

pigeonpea Cajanus cajan (L.) Millsp. Internationa J. Integrative Biology.

7: 145-149.

Gowda, M., Roy Barman, S. and Chatto, B. B. 2006. Molecular

mapping of a novel blast resistance gene Pi38 in rice using SSLP &

AFLP markers. Plant Breeding. 125: 596-599.

Gowda, S. J. M., Radhika, P., Kadoo, N. Y., Mhase, L. B. and Gupta,

V. S. 2009. Molecular mapping of wilt resistance genes in chickpea.

Molecular Breeding. 24: 177-183.

Gupta, P. K. and Varshney, R. K. 2000. The development and use of

microsatellite markers for genetic analysis and plant breeding with

emphasis on bread wheat. Euphytica. 113: 163-185.

Gupta, P. K., Varshney, R. K., Sharma, P. C. and Ramesh, B. 1999.

Molecular markers and their application in wheat breeding: a review.

Plant Breeding. 118: 369-390.

Hajjar, R. and Hodgkin, T. 2007. The use of wild relatives in crop

improvement: A survey of developments over the last 20 years.

Euphytica. 156: 1-13.

Hanson, P. M., Green, S. K. and Kuo, G. 2006. Ty-2, a gene on

chromosome 11 conditioning gemini virus resistance in tomato. Report

of the Tomato Genetics Cooperative. 56: 17–18.

Hash, C. T., Thakur, R. P., Rao, V. P. and Bhasker Raj, A. G. 2006.

Evidence for enhanced resistance to diverse isolates of pearl through

gene pyramiding millet downy mildew. International Sorghum Millets

Newsletter. 47: 134-138.

Helguera, M., Vanzetti, L., Soria, M., Khan, I. A., Kolmer, J. and

Dubcovsky, J. 2005. PCR markers for Triticum speltoides leaf rust

resistance gene Lr51 and their use to develop isogenic hard red spring

wheat lines. Crop Science. 45: 728-734.

JOGESWAR PANIGRAHI et al.,

13

Hiebert, C., Thomas, J. and McCallum, B. 2005. Locating the broad-

spectrum wheat leaf rust resistance gene Lr52 (LrW) to chromosome 5B

by a new cytogenetic method. Theoretical and Appllied Genetics.

110: 1453-1457.

Hiebert, C. W., Thomas, J. B., Somers, D. J., McCallum, B. D. and

Fox, S. L. 2007. Microsatellite mapping of adult-plant leaf rust resistance

gene Lr22a in wheat. Theoretical and Appllied Genetics. 115: 877–

884.

Himabindu, K., Suneetha, K., Sama, V. S.A. K. and Bentur, J. S.

2010. A new rice gall midge resistance gene in the breeding line

CR57-MR1523, mapping with flanking markers and development of

NILs. Euphytica. 174: 179-187.

Hittalmani, S., Mew, T., Foolad, M. R. and Huang, N. 1995a.

Identification of blast resistance gene Pi-2(t) in a segregating population

of Rice. Theoretical and Appllied Genetics. 91: 9–14.

Hittalmani, S., Mew, T., Huang, N. and Khush, G. S. 1995b. Disease

resistance breeding for blast and bacterial leaf blight in rice. In: Fragile

lives in fragile ecosystems. Proceedings of International Rice Research

Conference, IRRI, Manila, Philippines.

Hittalmani, S., Parco, A., Mew, T. V., Zeigler, R. S. and Huang, N.

2000. Fine mapping and DNA marker assisted pyramiding of the

three major genes for blast resistance in rice. Theoretical and Appllied

Genetics. 100: 1121–1128.

Holland, J. B. 2004. Implementation of molecular markers for

quantitative traits in breeding programs- Challenges and opportunities.

In: Fischer T (Ed) New Directions for a Diverse Planet. Proceedings of

4th International Crop Science Congress, Brisbane, QLD, Australia.

Hospital, F. 2005. Selection in backcross programmes. Philosophical

Transactions of the Royal Society B. 360: 1503-1511.

Hospital, F. and Charcosset, A. 1997. Marker assisted introgression

of quantitative trait loci. Genetics. 147: 1469-1485.

Huang, N., Angeles, E. R., Domingo, J., Magpantay, G., Singh, S.,

Bennett, J. and Khush, G. S. 1997. Pyramiding of bacterial blight

resistance genes via DNA marker aided selection in rice. Theoretical

and Appllied Genetics. 95: 313–320.

Jahoor, A. 1998. Marker assisted breeding in cereals, specially with

respect to synteny among loci for mildew resistance. In: Gupta PK

(Ed) Genetics and Biotechnology for Crop Improvement, Rastogi Pub,

Meerut, India.

Jairin, J., Sansen, K., Wongboon, W. and Kothcharerk, J. 2010.

Detection of a brown planthopper resistance gene bph4 at the same

chromosomal position of Bph3 using two different genetic backgrounds

of rice. Breed Science. 60: 71–75.

Jansen, J. P. 1996. Aphid resistance in composites, International

application published under the patent cooperation treaty (PCT) No.

WO 97/46080.

Jena, K. K. 2010. The species of the genus Oryza and transfer of

useful genes from wild species into cultivated rice, O. sativa. Breed

Science. 60: 518-523.

Ji, Y. F. and Scott, J. W. 2006. Ty-3, a begomo virus resistance locus

linked to Ty-1 on chromosome 6 of tomato. Report of the Tomato

Genetics Cooperatives. 56: 22–25.

Jia, J., Devos, K. M., Chao, S., Miller, T. E., Reader, S. M. and Gale,

M. D. 1996. RFLP based maps of the homoeologous group-6

chromosomes of wheat and their application in the tagging of Pm12,

a powdery mildew resistance gene transferred from Aegilops speltoides

to wheat. Theoretical and Appllied Genetics. 92: 559-565.

Jiang, G. H., Xu, C. G., Tu, J. M., Li, X. H., He, Y. Q. and Zhang, Q.

F. 2004. Pyramiding of insect and disease resistance genes into an

elite indica, cytoplasm male sterile restorer line of rice, ‘Minghui 63’.

Plant Breeding. 123: 112-116.

Kalia, R. K., Rai, M. K., Kalia, S., Singh, R. and Dhawan, A. K. 2011.

Microsatellite markers: an overview of the recent progress in plants.

Euphytica. 177: 309-334.

Katiyar, S., Verulkar, S., Chandel, G., Zhang, Y., Huang, B. and

Bennet, J. 2001. Genetic analysis and pyramiding of two gall midge

resistance genes (Gm 2 and Gm 6t) in rice (Oryzae sativa L.). Euphytica.

122: 327-334.

Khan, A. A., Bergstrom, G. C., Nelson, J. C. and Sorrells, M. E. 2000.

Identification of RFLP markers for resistance to wheat spindle streak

mosaic bymovirus (WSSMV) disease. Genome. 43: 477–482.

Kiyosawa, S. 1982. Genetics and epidemiological modelling of

breakdown of plant disease resistance. Annu Rev Phytopathology.

20: 93-117.

Kloppers, F. J. and Pretorius, Z. A. 1997. Effects of combinations

amongst genes Lr13, Lr34 and Lr37 on components of resistance in

wheat to leaf rust. Plant Pathology. 46: 737–750.

Koebner, R. M. D. and Summers, R. W. 2003. 21st century wheat

breeding: Plot selection or plate detection? Trends Biotechnology.

21: 59-63.

Kole, C. 2011. Wild Crop Relatives: Genomic and Breeding Resources.

Springer - Heidelberg, Dordrecht, London, New York.

Kole, C. and Gupta, P. K. 2004. Genome mapping and map based

cloning. In : Jain HK, Kharkwal MC (Eds) Plant Breeding: Mendelian

to Molecular Approaches. Narosa Publishing House, New Delhi,

India.

Kole, C., Williams, P. H., Rimmer, S. R. and Osborn, T. C. 2002.

Linkage mapping of genes controlling resistance to white rust (Albugo

candida) in Brassica rapa (syn. campestris) and comparative mapping

to B. napus and Arabidopsis thaliana. Genome. 45: 22-27.

Kotresh, H., Fakrudin, B., Punnuri, S. M., Rajkumar, B. K., Thudi,

M., Paramesh, H., Lohithaswa, H. and Kuruvinashetti, M. S. 2006.

Identification of two RAPD markers genetically linked to a recessive

allele of a Fusarium wilt resistance gene in pigeonpea (Cajanus cajan

L. Millsp.). Euphytica. 149: 113–120.

Kottapalli, K. R., Narasu, M. L. and Jena, K. K. 2010. Effective strategy

for pyramiding three bacterial blight resistance genes into fine grain

rice cultivar, Samba Mahsuri, using sequence tagged site markers.

Biotechnology Letter. 32: 989–996.

Kuchel, H., Fox, R., Rainheimer, J., Mosionek, L., Willey, N., Bariana,

H. and Jefferies, S. 2007. The successful application of a marker

assisted wheat breeding strategy. Molecular Breeding. 20: 295-308.

Kumar, J., Choudhury, A. K., Solanki, R. K. and Pratap, A. 2011.

Towards MAS in pulses: a review. Plant Breeding. 130: 297-313.

Kumaravadivel, N., Uma, M. D., Saravanan, P. A. and Suresh, H.

2006. Molecular marker-assisted selection and pyramiding genes for

gall midge resistance in rice suitable for Tamil Nadu Region. In:

ABSTRACTS- 2nd International Rice Congress, IRRI, Manila,

Philippines.

Lande, R. and Thompson, R. 1990. Efficiency of marker assisted

selection in the improvement of quantitative traits. Genetics. 124:

743-756.

Langella, R., Ercolano, M., Monti, L., Frusciante, L. and Barone, A.

2004. Molecular marker assisted transfer of resistance to TSWV in

Tomato elite lines. Journal of Horticultural Science and Biotechnology.

79: 806-810.

Li, G. Q., Li, Z. F., Yang, W. Y. et al. 2006. Molecular mapping of

stripe rust resistance gene YrCH42 in Chinese wheat cultivar Chuanmai

42 and its allelism with Yr24 and Yr26. Theoretical and Appllied

Genetics. 112: 1434–1440.

Li, H. J., Li, X. H., Xiao, J. H., Wing, R. A. and Wang, S. P. 2012.

Ortholog alleles at Xa3/Xa26 locus confer conserved race-specific

resistance against Xanthomonas oryzae in rice. Molecular Plant. 5:

281–290.

14

Li, T., Zhang, Z., Hu, Y., Duan, X. and Xin, Z. 2011. Identification

and molecular mapping of a resistance gene to powdery mildew from

the synthetic wheat line M53. Journal of Appllied Genetics. 52: 137-

143.

Li, T. H., Li, Y. X., Li, Z. C., Zhang, H. L., Qi, Y. W. and Wang, T.

2008. Simple sequence repeat analysis of genetic diversity in primary

core collection of peach (Prunus persica). Journal of Integrative Plant

Biology. 50: 102–110.

Liu, G., Lu, G., Zeng, L. and Wang, G. L. 2002. Two broad spectrum

blast resistance genes, Pi9(t) and Pi2(t) are physically linked on rice

chromosome 6. Molecular Genetics and Genomics. 267: 472-480.

Liu, J., Liu, D., Tao, W., Li, W., Wang, S., Chen, P., Cheng, S. and

Gao, D. 2000. Molecular marker-facilitated pyramiding of different

genes for powdery mildew resistance in wheat. Plant Breeding. 119:

21–24.

Liu, W., Nie, H., Wang, S. et al. 2005. Mapping a resistance gene in

wheat cultivar Yangfu 9311 to yellow mosaic virus, using

microsatellite markers. Theoretical and Appllied Genetics. 111: 651-

657.

Ma, H., Kong, Z., Fu, B., Li, N., Zhang, L., Jia, H. and Ma, Z. 2011.

Identification and mapping of a new powdery mildew resistance

gene on chromosome 6D of common wheat. Theoretical and Appllied

Genetics. 123: 1099-1106.

Ma, Z. Q., Gill, B. S., Sorrells, M. E. and Tanksley, S. D. 1993. RFLP

markers linked to two Hessian fly resistance genes in wheat (Triticum

aestivum L.) from Triticum tauschii (Coss;) Schal. Theoretical and

Appllied Genetics. 85: 750-754.

Ma, Z. Q., Sorrells, M. E. and Tanksley, S. D. 1994. RFLP markers

linked to powdery mildew resistance genes Pm1, Pm2, Pm3 and Pm4

in wheat. Genome. 37: 871-875.

Mackill, D. J. and Ni, J. 2000. Molecular mapping and marker assisted

selection for major gene traits in rice, In: Khush GS, Brar DS, Hardy

B (eds) Proceedings of 4th International Rice Genetics Symposium,

IRRI, Los Banos, Philippines.

Mamadov, J. A., Biyashev, R. M., Griffery, C. A. and Saghaimaroof,M. A. 2003. Molecular mapping of leaf rust resistance gene Rph-5 inbarley. Crop Science. 43: 388-393.

Mc Couch, S. R., Abenes, M. L., Angeles, R., Khush, G. S. andTanksley, S. D. 1992. Molecular tagging of a recessive gene Xa-5 forresistance to bacterial blight of rice. Rice Genetics News letter. 8:143-145.

Melchinger, A. E. 1990. Use of Molecular markers in Breeding foroligogenic disease resistance. Plant Breeding. 104: 1-19.

Mesbah, L. A., Kneppers, T. J. A., Takken, F. L. W., Laurent, P., Hille,J. and Nijkamp, H. J. J. 1999. Genetic and physical analysis of a YACcontig spanning the fungal disease resistance locus Asc of tomato(Lycopersicon esculentum). Molecular and General Genetics. 261:50–57.

Mew, T. V., Parco, A., Hittalmani, S. et al. 1994. A 300 kb intervalrice genetic map including 883 expressed sequences. Nature Genetics.8: 365-372.

Michelmore, R. W., Paran, I. and Kesseli, R. V. 1991. Identificationof markers linked to disease resistance genes by bulked segregantanalysis: A rapid method to detect markers in specific genomic regionsby using segregating populations. Proceedings of National AcademyScience USA. 88: 9828-9832.

Miranda, L. M., Murphy, J. P., Marshall, D. and Leath, S. 2006.Pm34: a new powdery mildew resistance gene transferred fromAegilops tauschii Coss. to common wheat (Triticum aestivum L.).Theoretical and Appllied Genetics. 113: 1497–1504.

Mishra, R. R., Sahu, A. R., Rath, S. C., Mishra, S. P. and Panigrahi, J.2012. Cyto-morphological and molecular characterization of Cajanuscajan x C. scarabaeoides F

1 Hybrid. Nucleus. 55: 27-35

Miyamoto, M., Ando, I., Rybka, K., Kodama, O. and Kawasaki, S.

1996. High resolution mapping of the indica-derived rice blast

resistance genes. 1. Pi-b, Molecular Plant-Microbe Interaction. 9: 6-

13.

Mohan, M., Nair, S., Bentur, J. S., Prasad Rao, U. and Bennet, J.

1994. RFLP and RAPD mapping of the rice Gm-2 gene that confers

resistance to biotype 1 of gall midge (Orseolia oryzae), Theoretical

and Appllied Genetics. 87: 782-788.

Mohan, M., Sathyanarayanan, P. V., Kumar, A., Srivastava, M. N.

and Nair, S. 1997. Molecular mapping of a resistance specific PCR

based marker linked to a gall midge resistance gene (Gm4t) in rice,

Theoretical and Appllied Genetics. 95: 777-782.

Mohler, V. and Singrun, C. 2004. General considerations: marker

assisted selection. In: Lorz H, wenzel G (Eds) Biotechnology in

agriculture and forestry, Vol 55: Molecular marker systems, Springer,

Berlin, Germany.

Mukherjee, A. K., Mohapatra, T., Varshney, A., Sharma, R. and Sharma,

R. P. 2001. Molecular mapping of a locus controlling resistance to

Albugo candida in Indian mustard. Plant Breeding. 120: 481-487.

Myint, K. K. M., Fujita, D., Matsumura, M., Sonoda, T., Yoshimura,

A. and Hideshi Yasui, H. 2012. Mapping and pyramiding of two

major genes for resistance to the brown planthopper (Nilaparvata

lugens [Sta°l]) in the rice cultivar ADR52. Theoretical and Appllied

Genetics. 124: 495-504.

Nair, S., Kumar, A., Srivastava, M. N. and Mohan, M. 1996. PCR-

based DNA markers linked to a gall midge resistance gene, Gm4t has

potential for marker aided selection in rice. Theoretical and Appllied

Genetics. 92: 660-665.

Nanda, A., Mohanty, S. K., Panda, R. S., Behera, L., Prakash, A. and

Sahu, S. C. 2010. Flanking microsatellite markers for breeding varieties

against asian rice gallmidge. Tropical Plant Biology. 3: 219-226.

Naqvi, N. J., Bonman, J. M., Mackill, D. J., Nelson, R. J. and Chattoo,

B. J. 1995. Identification of RAPD markers linked to a major blast

resistance gene in rice. Mol Breeding. 1: 341-348.

Nelson, J. C., Sorrells, M. E., Van Deynze, A. E., Lu, L. H., Atkinson,M. D., Bernard, M., Leroy, P., Faris, J. and Anderson, J. A. 1995.Molecular mapping of wheat major genes and rearrangements inhomoeologous groups 4, 5 and 7. Genetics. 141: 721.-731.

Ogbonnaya, F. C., Subrahmanyam, N. C., Moullet, O., De Majnik,J., Eagles, H. A., Brown, J. S., Kollmorgen, J. F., Eastwood, R. F.,Lagudah, E. S. and Appels, R. 2001. Diagnostic DNA markers forcereal cyst nematode resistance in bread wheat. Australian Journal ofAgriculture and Research. 52: 1367-1374.

Okada, Y., Kashiwazaki, S., Kanatani, R., Arai, S. and Ito, K. 2003.Effects of barley yellow mosaic disease resistant gene rym1 on theinfection by strains of Barley yellow mosaic virus and Barley mildmosaic virus. Theoretical and Appllied Genetics. 106: 181-189.

Okada, Y., Kanatani, R., Arai, S. and Ito, K. 2004. Interaction betweenbarley yellow mosaic disease – resistance gene rym-1 and rym-5 inthe response to BaYMV strains. Breeding Science. 54: 319-325.

Ou, S. H., 1985. Rice Disease. 2nd Edn., Commonwealth MycologicalInstitute (CMI), Kew, Surrey, England, pp: 38.

Panigrahi, J. 2011. Molecular mapping and map based cloning ofgenes in plants. In: Thangadurai D (Ed) Plant Biotechnology andTransgenics. Bentham Science Publishers, USA.

Panigrahi, J., Kumar, D. R., Mishra, M., Mishra, R. P. and Jena, P.2007. Genomic relationships in the genus Cajanus as revealed byseed protein (albumin and globulin) polymorphisms. Plant BiotechnolRep. 1: 109-116.

Panigrahi, J., Patnaik, A., Kole, P. and Kole, C. 2009. Addition ofRFLP markers to the genetic linkage map of Brassica rapa L. (syn.campestris) and detection of new QTLs for Albugo candida race-7(AC-7). Z. Naturoforsch. 64C: 882-890.

JOGESWAR PANIGRAHI et al.,

15

Peng, J. H., Fahima, T., Roder, M. S., Li, Y. C., Dahn, A., Grama, A.,

Ronin, Y. J., Korol, A. B. and Nevo, E. 1999. Microsatellite tagging of

the stripe rust resistance gene YrH52 derived from wild emmer wheat

Triticum dicocoides and suggestive negative crossover interference

on chromosome IB. Theoretical and Appllied Genetics. 98: 862-872.

Porter, D. R., Burd, J. D., Shufran, K. A. and Webster, J. A. 2000.

Efficacy of pyramiding greenbug (Homoptera: Aphididae) resistance

genes in wheat. Journal of Economic Entomology. 93(4): 1315-1318.

Prabhu, K. V., Somens, D. J., Rakow, G. and Gugel, R. K. 1998.

Molecular markers linked to white rust resistance in mustard Brassica

juncea. Theoretical and Appllied Genetics. 97: 865-870.

Prasad, M. S., Kanthi, B. A., Balachandran, S. M., Seshumadhav, M.,

Mohan, K. M. and Viraktmah, B. C. 2009. Molecular mapping of rice

blast resistance gene Pi-1(t) in the elite indica variety Samba Mahsuri.

World Journal of Microbiology and Biotechnology. 25: 1765-1769.

Procunier, J. D., Knox, R. E., Bernier, A. M., Gray, M. A. and Howes,

N. K. 1997. DNA markers linked to a TI0 loose smut resistance gene

in wheat (Triticum aestivum L.). Genome. 40: 176-179.

Qiu, J. W., Schurch, A. C., Yahiaoui, N., Dong, L. L., Fan, H. J.,

Zhang, Z. J., Keller, B. and Ling, H. Q. 2007. Physical mapping and

identification of a candidate for the leaf rust resistance gene Lr1 of

wheat. Theoretical and Appllied Genetics. 115: 159–168.

Qiu, Y., Guo, J., Jing, S., Zhu, L. and He, G. 2012. Development and

characterization of japonica rice lines carrying the brown planthopper

resistance genes BPH12 and BPH6. Theoretical and Appllied Genetics

. 124: 485-494.

Qiu, Y., Guo, J., Jing, S., Zhu, L. and He, G. 2010. High-resolution

mapping of the brown planthopper resistance gene Bph6 in rice and

characterizing its resistance in the 9311 and Nipponbare near isogenic

backgrounds. Theoretical and Appllied Genetics. 12: 1601-1611.

Ren, R. S., Wang, M. N., Chen, X. M. and Zhang, Z. J. 2012.

Characterization and molecular mapping of Yr52 for high-temperature

adult-plant resistance to stripe rust in spring wheat germplasm PI

183527. Theoretical and Appllied Genetics. DOI: 10.1007/s00122-

012-1877-8.

Ribaut, J. M. and Betran, J. 1999. Single large scale marker assisted

selection (SLS-MAS). Molecular Breeding. 5: 531-541.

Ribaut, J.M. and Hoisington, D. 1998. Marker assisted selection:

new tools and strategies. Trends Plant Science. 3: 236–239.

Ribaut J. M., Jiang, C. and Hoisington, D. 2002. Simulation

experiments on efficiencies of gene introgression by backcrossing.

Crop Science. 42: 557–565.

Ronald, P. C., Albano, B., Tabien, R., Abenes, L., Wu, K. K., McCouch,

S. R. and Tanksley, S. D. 1992. Genetic and physical analysis of the

rice bacterial blight disease resistance locus Xa21. Molecular and

General Genetics. 236: 113-120.

Rong, J. K., Millet, E., Manisterski, J. and Feldman, M. 1998. A

powdery mildew resistance gene from wild emmer transferred into

common wheat and tagged by molecular markers. In: Proceedings of

9th International Wheat Genetics Symposium (Ed) Slinkard AE,

University of Saskatchewan, Saskatoon. 3: 148-150.

Sacco, F., Suarez, E. Y. and Naranjo, T. 1998. Mapping of the leaf rust

resistance gene Lr3 on chromosome 6B of Sinvalocho MA wheat.

Genome. 41: 686-690.

Saghai Maroof, M. A., Jeong, S. C., Gunduz, I., Tucker, D. M., Buss,

G. R. and Tolin, S. A. 2008. Pyramiding of soybean mosaic virus

resistance genes by marker assisted selection. Crop Science. 48: 517–

526.

Saghai Maroof, M. A., Zhang, Q. and Biyashev, R. M. 1994. Molecular

marker analyses of powdery mildew resistance in barley. Theoretical

and Appllied Genetics. 88: 733-740.

Salina, E., Dobrovolskaya, O., Efremova, T., Leonova, I. and Roder,

M. S. 2003. Microsatellite monitoring of recombination around the

Vrn-B1 locus of wheat during early backcross breeding. Plant

Breeding. 122: 116–119.

Sanchez, A. C., Brar, D. S., Huang, N., Li, Z. and Khush, G. S. 2000.

Sequence tagged site marker-assisted selection for three bacterial blight

resistance genes in rice. Crop Science. 40: 792–797.

Sardesai, N., Kumar, A., Rajyshri, K. R., Nair, S. and Mohan, M.

2002. Identification and mapping of an AFLP marker linked to Gm-7,

a gall midge resistance gene and its conversion to a SCAR marker for

its utility in MAS in Rice. Theoretical and Appllied Genetics. 105:

691-698.

Sarfatti, M., Katan, J., Fluhr, R. and Zamir, D. 1989. An RFLP marker

in tomato linked to the Fusarium oxysporum resistance gene 12.

Theoretical and Appllied Genetics . 78: 755-759.

Schmolke, M., Mohler, V., Hartl, L., Zeller, F. J. and Hsam, S. L. K.

2012. A new powdery mildew resistance allele at the Pm4 wheat

locus transferred from einkorn (Triticummonococcum). Molecular

Breeding. 29: 449-456.

Semagn, K., Bjornstad, A. and Ndjiondjop, M. N. 2006. An overview

of molecular marker methods for plant. African J. Biotechnology. 25:

2540-2569.

Servin, B., Martin, O. C., Mezard, M. and Hospital, F. 2004. Towards

a theory of Marker assisted gene pyramiding. Genetics. 168: 513-

523.

Seyfarth, R. C., Feuillet, C. and Keller, B. 1998. Development and

characterization of molecular markers for the adult leaf rust resistance

genes Lr13 and Lr35 in wheat. In: Slinkard AE (Ed) Proceedings of 9th

International Wheat Genetics Symposium, University of Saskatchewan,

Saskatoon. 3: 154-155.

Shan, X., Blake, T. K. and Talbert, L. E. 1999. Conversion of AFLP

markers to sequence-specific PCR markers in barley and wheat.

Theoretical and Appllied Genetics. 98: 1072–1078.

Shanti, M. L., George, M. L. C., Cruz, C. M. V., Bernardo, M. A.,

Nelson, R. J., Leung, H., Reddy, J. N. and Sridhar, R. 2001.

Identification of resistance genes effective against rice bacterial blight

pathogen in eastern India. Plant Disease. 85: 506–512.

Sharma, P. N., Torii, A., Takumi, S., Mori, N. and Nakamura, C.

2004. Marker-assisted pyramiding of brown planthopper (Nilaparvata

lugens Stål) resistance genes Bph1 and Bph2 on rice chromosome 12.

Hereditas. 140: 61–69.

Sharp, P. J., Johnston, S., Brown, R. et al. 2001. Validation of

molecular markers for wheat breeding. Australian journal of

Agricultural Research. 52: 1357–1366.

Shi, A., Chen, P., Li, D., Zheng, C., Zhang, B. and Hou, A. 2009.

Pyramiding multiple genes for resistance to soybean mosaic virus in

soybean using molecular markers. Molecular Breeding. 23: 113-124.

Simmonds, N. W. 1993. Introgression and Incorporation: Strategies

for the use of crop genetic resources. Biology Review. 68: 539-562.

Singh, S., Sidhu, J. S., Huang, N., Vikal, Y., Li, Z., Brar, D. S.,

Dhaliwal, H. S. and Khush, G. S. 2001. Pyramiding three bacterial

blight resistance genes (xa5, xa13 and Xa21) using marker-assisted

selection into indica rice cultivar PR106. Theoretical and Appllied

Genetics. 102: 1011–1015.

Somers, D., Thomas, J., Depauw, R., Fox, S., Humphreys, G. and

Fedak, G. 2005. Assembling complex genotypes to resist Fusarium in

wheat (Triticum aestivum L.). Theoretical and Appllied Genetics.

111: 1623-1631.

Spielmeyer, W., McIntosh, R. A., Kolmer, J. and Lagudah, E. S. 2005.

Powdery mildew resistance and Lr34/Yr18 genes for durable resistance

to leaf and stripe rust cosegregate at a locus on the short arm of

chromosome 7D of wheat. Theoretical and Appllied Genetics. 111:

731–735.

16

Stoskopf, N. C., Tomes, D. T. and Christie, B. R. 1993. Plant

breeding: Theory and practice. Oxford: Westview Press Inc, San

Francisco, CA, USA.

Sui, X. X., Wang, M. N. and Chen, X. M. 2009. Molecular mapping

of a stripe rust resistance gene in spring wheat cultivar ZAK.

Phytopathology. 99: 1209-1215.

Sun, L., Chen, X., Wang, S., Wang, L., Liu, C., Mei, L. and Xu, N.

2008. Heredity analysis and gene mapping of bruchid resistance of a

mung bean cultivar V2709. Agriculture Science China. 7: 672-677.

Sun, G. L., Fahima, T., Korol, A. B., Turpeinien, T., Grama, A.,

Ronin, Y. and Nevo, E. 1999. Identification of molecular markers

linked to Yr 15 stripe resistance gene of wheat originated in wild

emmer wheat, Triticum dicoccoides. Theoretical and Appllied

Genetics. 95: 622-628.

Sun, X., Bai, G. and Carver, B. F. 2009. Molecular markers for wheat

leaf rust resistance gene Lr41. Molecular Breeding. 23: 311-321.

Talbert, L. E., Bruckner, E., Smith, L. Y., Sears, R. and Martin, T. J.

1996. Development of PCR markers linked to resistance to wheat

streak mosaic virus in wheat. Theoretical and Appllied Genetics. 93:

463-467.

Tanksley, S. D., Young, N. D., Paterson, A. H. and Bonierbale, M.

W. 1989. RFLP mapping in plant breeding: New tools for an old

science. Biotechnology. 7: 257–263.

Uauy, C., Brevis, J. C., Chen, X. et al. 2005. High-temperature adult-

plant (HTAP) stripe rust resistance gene Yr36 from Triticum turgidum

ssp. dicoccoides is closely linked to the grain protein content locus

Gpc-B1. Theoretical and Appllied Genetics. 112: 97-105.

Van der Biezen, E. A., Glagotskaya, T., Overduin, B., Nijkamp, H. J.

J. and Hille, J. 1995. Inheritance and genetic mapping of resistance to

Alternaria alternata f. sp. lycopersici in Lycopersicon pennellii.

Molecular and General Genetics. 247: 453–461.

Varshney, R. K., Penmetsa, R. V. et al. 2010. Pigeonpea genomics

initiative (PGI): an international effort to improve crop productivity

of pigeonpea (Cajanus cajan L.). Molecular Breeding. 26: 393-408.

Visscher, P. M., Haley, C. S. and Thompson, R. 1996. Marker assisted

introgression in backcross breeding programs. Genetics. 144: 1923–

1932.

Walsh, J. A., Sharpe, A. G., Jenner, C. E. and Lydiate, D. J. 1999.

Characterization of resistance to turnip mosaic virus in oilseed rape

(Brassica napus) and genetic mapping of TURBO 1. Theoretical and

Appllied Genetics. 99: 1149-1154.

Wang, C., Zhang, Y., Han, D. et al. 2008. SSR and STS markers for

wheat stripe rust resistance gene Yr26. Euphytica. 159: 359–366.

Wang, G. L., Mackill, D. J., Bonman, J. M., McCouch, S. R.,

Champoux, M. C. and Nelson, R. J. 1994. RFLP mapping of genes

conferring complete and partial resistance to blast in a durably resistant

rice cultivar. Genetics. 136: 1421-1434.

Werner, K., Friedt, W. and Ordon, F. 2005. Strategies for pyramiding

resistance genes against the barley yellow mosaic virus complex

(BaMMV, BaYMV, BaYMV-2). Molecular Breeding. 16: 45-55.

Willcox, M. C., Khairallah, M. M., Bergvinson, D., Crossa, J., Deutsch,

J. A., Edmeades, G. O., Gonzalez-De-Leon, D., Jiang, C., Jewell, D.

C., Mihm, J. A., Williams, W. P. and Hoisington, D. 2002. Selection

for resistance to southwestern corn borer using marker assisted and

conventional backcrossing. Crop Science. 42: 1516-1528.

Williams, K. J., Fisher, J. M. and Langridge, P. 1994. Identification of

RFLP markers linked to the cereal cyst nematode resistant gene (ere) in

wheat. Theoretical and Appllied Genetics. 89: 927-930.

Wu, S., Pumphrey, M. and Bai, G. 2009. Molecular mapping of stem

rust resistance gene Sr40 in wheat. Crop Science. 49: 1681-86.

Xu, W., Li, C., Hu, L., Wang, H., Dong, H., Zhang, J. and Zan, X.

2011. Identification and molecular mapping of PmHNK54: a novel

JOGESWAR PANIGRAHI et al.,

powdery mildew resistance gene in common wheat. Plant Breeding.

130: 603–607.

Xu, Y. 2003. Developing marker assisted selection strategies for

breeding hybrid rice. Plant Breeding Reviews. 23: 73-174.

Xu, Y.B., Ishi, T. and Mc Couch, S. R. 2003. Marker assisted evaluation

of germplasm resources for plant breeding. In: Mew TW, Brar DS,

Peng S, Dawe D, Hardy B (Eds): Rice Science-Innovations and Impact

for Livelihood. IRRI, Manila, Philippines.

Xue, F., Ji, W., Wang, C., Zhang, H. and Yang, B. 2012. High density

mapping and marker development for the powdery mildew resistance

gene PmAS846 derived from wild emmer wheat (Triticum turgidum

var. dicoccoides). Theoretical and Appllied Genetics. 124: 1549-1560.

Yang, L., Li, R.B., Li, Y.R., Huang, F.K., Chen, Y.Z., Huang, S.S.,

Huang, L.F., Liu, C., Ma, Z.F., Huang, D.H. et al. 2012. Genetic

mapping of bph20(t) and bph21(t) loci conferring brown planthopper

resistance to Nilaparvata lugens Stal in rice (Oryza sativa L.). Euphytica.

183: 161-171.

Yoshimura, S., Yoshimura, A., Iwata, N., McCouch, S.R., Abenes,

M.L., Baraoidan, M.R., Mew, T.W. and Nelson, R.J. 1995a. Tagging

and combining bacterial blight resistant genes in rice using RAPD and

RFLP markers. Molecular Breeding. 1: 375-387.

Yoshimura, S., Yoshimura, A., Nelson, R.J., Mew, T.W. and Iwata,

N. 1995b. Tagging Xa-1, the bacterial blight resistance gene in rice, by

using RAPD markers. Breeding Science. 45: 81-85.

Yoshimura, S., Yoshimura, A., Saito, A., Kishimoto, N., Kawase, M.,

Yano, M., Nakagahra, N., Ogawa, T. and Iwata, N. 1992. RFLP

analysis of introgressed segments in three near isogenic lines of rice

for bacterial blight resistance genes, Xa-1, Xa-3 and Xa-4. Japaneese J.

Genetics. 67: 29-37.

Young, N. D., Kumar, L., Menancio-Hautea, D., Danesh, D., Talekar,

N. S., Shanmugasundaraum, S. and Kim, D. H. 1992. RFLP mapping

of a major bruchid resistance gene in mungbean (Vigna radiata L.

Wilczek). Theoretical and Appllied Genetics. 84: 839-844.

Young, N. D. and Tanksley, S. D. 1989a. Restriction fragment length

polymorphism maps and the concept of graphical genotypes.

Theoretical and Appllied Genetics. 77: 95–101.

Young, N. D. and Tanksley, S. D. 1989b. RFLP analysis of the size of

chromosomal segments retained around the tm-2 locus of tomato

during backcross breeding. Theoretical and Appllied Genetics. 77:

353- 359.

Yu, F., Lydiate, D. J. and Rimmer, S. R. 2008. Identification and

mapping of third black leg resistance locus in Brasica napus derived

from B. rapa subsp. sylvestris. Genome. 51: 64-72.

Yu, Y. G., Saghai-Maroof, M. A., Buss, G. R., Maughan, P. I. and

Tolin, S. A. 1994. RFLP and microsatellite mapping of a gene for

soybean mosaic virus resistance. Phytopathology. 84: 60-64.

Yu, Z. H. 1991. Molecular mapping of rice (Oryza sativa L.) genes via

linkage to restriction fragment polymorphism (RFLP) markers. PhD

Thesis, Cornell University, Ithaca, New York, USA.

Yu, Z. H., Mackill, D. J., Bonman, J. M. and Tanksley, S. D. 1991.

Tagging genes for blast resistance in rice via linkage to RFLP markers.

Theoretical and Appllied Genetics. 81: 471-476.

Zamir, D. 2001. Improving plant breeding with exotic genetic libraries.

Nature Review Genetics. 2: 983-989.

Zhang, J., Li, X., Jiang, G., Xu, Y. and He, Y. 2006. Pyramiding of

Xa7 and Xa21 for the improvement of disease resistance to bacterial

blight in hybrid rice. Plant Breeding. 125: 600-605.

Zhang, Y., Wang, J. and Pan, J. 2009. Identification and molecular

mapping of the rice bacterial blight resistance gene allelic to Xa-7

from an elite restorer line Zhenhui 084. European Journal Plant

Physiology. 125: 235-244.

Zhao, F., Cai, Z., Hu, T., Yao, H., Wang, L., Dong, N., Wang, B., Ru,

Z. and Zhai, W. 2010. Genetic analysis and molecular mapping of a

17

novel gene conferring resistance to rice stripe virus. Plant Molecular

Biology Reporter. 28: 512-518.

Zhou, X. L., Wang, W. L., Wang, L. L., Hou, D. Y., Jing, J. X., Wang,

Y., Xu, Z. Q., Yao, Q., Yin, J. L. and Ma, D. F. 2011. Genetics and

molecular mapping of genes for high-temperature resistance to stripe

rust in wheat cultivar Xiaoyan 54. Theoretical and Appllied Genetics.

123: 431-438.

Zhu, S., Walker, D. R., Boerma, H. R. and Parrot, W. A. 2006. Fine

mapping of a major insect resistance QTL in soybean and its interaction

with minor resistance QTLs. Crop Science. 46: 1094-1099.

18