Complex I Dysfunction Redirects Cellular and Mitochondrial Metabolism in Arabidopsis
Transcript of Complex I Dysfunction Redirects Cellular and Mitochondrial Metabolism in Arabidopsis
Complex I Dysfunction Redirects Cellular andMitochondrial Metabolism in Arabidopsis1[W][OA]
Marie Garmier2, Adam J. Carroll, Etienne Delannoy, Corinne Vallet, David A. Day,Ian D. Small, and A. Harvey Millar*
Australian Research Council Centre of Excellence in Plant Energy Biology M316 (M.G., A.J.C., E.D., C.V.,I.D.S., A.H.M.) and School of Biomedical, Biomolecular, and Chemical Sciences M310 (A.J.C.), University ofWestern Australia, Crawley, Western Australia 6009, Australia; and Australian Research Council Centre ofExcellence in Plant Energy Biology, School of Biological Sciences, University of Sydney, New South Wales2006, Australia (D.A.D.)
Mitochondrial complex I is a major avenue for reduced NAD oxidation linked to oxidative phosphorylation in plants.However, the plant enzyme has structural and functional features that set it apart from its counterparts in other organisms,raising questions about the physiological significance of this complex in plants. We have developed an experimental model inwhich rotenone, a classic complex I inhibitor, has been applied to Arabidopsis (Arabidopsis thaliana) cell suspension cultures inorder to dissect early metabolic adjustments involved in cell acclimation to mitochondrial dysfunction. Rotenone induced atransitory decrease in cellular respiration (0–4 h after treatment). Cell respiration then progressively recovered and reached asteady state at 10 to 12 h after treatment. Complex I inhibition by rotenone did not induce obvious oxidative stress or cell deathbut affected longer term cell growth. Integrated analyses of gene expression, the mitochondrial proteome, and changes inprimary metabolism indicated that rotenone treatment caused changes in mitochondrial function via alterations in specificcomponents. A physical disengagement of glycolytic activities associated with the mitochondrial outer membrane wasobserved, and the tricarboxylic acid cycle was altered. Amino acid and organic acid pools were also modified by rotenonetreatment, with a marked early decrease of 2-oxoglutarate, aspartate, and glutamine pools. These data demonstrate that, inArabidopsis cells, complex I inhibition by rotenone induces significant remodeling of metabolic pathways involving themitochondria and other compartments and point to early metabolic changes in response to mitochondrial dysfunction.
Complex I (NADH:ubiquinone oxidoreductase; EC1.6.5.3) is a major entry point into the mitochondrialelectron transport chain (ETC) of reductant generatedwithin the mitochondrial matrix. Concomitant protontranslocation by complex I is coupled to mitochondrialoxidative phosphorylation, generating ATP. ComplexI is composed of over 40 different subunits in eukary-otes with a native mass of 800 to 1,000 kD (Brandt
et al., 2003). It has a large hydrophobic arm integral tothe inner mitochondrial membrane that contains mostof the mitochondrially encoded subunits and a hy-drophilic arm that protrudes into the matrix andcontains the NADH-binding site and most of the Fe-Sclusters.
As complex I represents the sole entry point ofelectrons from matrix NADH to the electron transportchain in mammals, mutation, damage, or inhibition ofthe complex has a profound effect on cellular energetics(DiMauro and Schon, 2003). Mutations in complex Isubunits are linked to a variety of serious diseases,such as Leber’s heredity optic neuropathy and leuko-dystrophy, and complete absence of complex I is con-sidered lethal. Rotenone, the most potent member ofthe rotenoids, a family of isoflavonoids produced byLeguminosae plants, has become a classic inhibitorof complex I and a valuable tool to mimic complexI-associated disorders in mammalian systems (Ayalaet al., 2007). Its mode of action has been extensivelystudied in mammals, including the impact of rotenoneinhibition on mitochondria due to reverse electronflow through the ubiquinone pool from succinate dehy-drogenase, leading to superoxide production fromcomplex I and associated oxidative damage to cellcomponents (Kussmaul and Hirst, 2006). Recent stud-ies have shown that chronic exposure of rodents torotenone causes Parkinson-like degenerative syndrome,
1 This work was supported by the Australian Research Council(grant no. CE0561495 to A.H.M., I.D.S., and D.A.D.) through theCentre of Excellence program. M.G. was the recipient of an AustralianResearch Council Linkage International fellowship (no. LX0560236),A.J.C. was the recipient of a Grains Research and DevelopmentCorporation Postgraduate Award, I.D.S. was supported as a WesternAustralia Premier’s Fellow, and A.H.M. is an Australian ResearchCouncil Australian Professorial Fellow (award no. DP0771156).
2 Present address: Institut de Biotechnologie des Plantes, Uni-versite Paris-Sud 11, CNRS, UMR 8618, Batiment 630, 91405 Orsaycedex, France.
* Corresponding author; e-mail [email protected] author responsible for distribution of materials integral to the
findings presented in this article in accordance with the policydescribed in the Instructions for Authors (www.plantphysiol.org) is:A. Harvey Millar ([email protected]).
[W] The online version of this article contains Web-only data.[OA] Open Access articles can be viewed online without a sub-
scription.www.plantphysiol.org/cgi/doi/10.1104/pp.108.125880
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suggesting a link between the disease and complex Ifunction (Betarbet et al., 2000).
Key differences exist between animal and plantcomplex I, as the role of the complex in plants iscomplicated by a series of specific peripheral enzy-matic associations and the presence of complexI respiratory bypasses. For instance, the final enzymeof ascorbate synthesis in plants, converting galactolac-tone to ascorbate, is physically associated with com-plex I (Heazlewood et al., 2003; Millar et al., 2003), asare a series of carbonic anhydrase-like proteins and arange of plant-specific proteins of unknown function(Heazlewood et al., 2003, Perales et al., 2005, Meyeret al., 2007). Complex I is also part of a supercomplexwith complex III, in CI:CIII(2) and CI(2):CIII(4) con-figurations (Eubel et al., 2004; Dudkina et al., 2005).Plants contain bypasses of complex I in the form oftype II nonproton pumping NADH and NADPHdehydrogenases, located on both sides of the innermembrane, that can deliver electrons to ubiquinonefrom the matrix or from the intermembrane spaceNAD(P)H pool (Rasmusson et al., 2004). These type IINAD(P)H dehydrogenases are rotenone insensitiveand, consequently, plant respiration can continue inthe presence of the poison (Roberts et al., 1995; Meloet al., 1996), but they do not translocate protons and donot generate ATP.
Plants containing complex I mutations exist and areviable, presumably due to the presence and activationof the type II bypass dehydrogenases that allow alter-native means of oxidizing the matrix NADH pool,albeit with a lowered efficiency of coupled oxidativephosphorylation. The best studied case has been theCMSII (for cytoplasmic male sterile) mutant of tobacco(Nicotiana sylvestris), which harbors a deletion in themitochondrial nad7 gene encoding the NAD7 subunitof complex I (Gutierres et al., 1997; Pineau et al., 2005).CMSII plants lack rotenone-sensitive complex I activ-ity and structure and show a stable inherited pheno-type involving delayed germination and development,light-dependent cytoplasmic male sterility, decreasedphotosynthetic efficiency, modified light acclimationresponses, and altered organic acid and amino acidpools and antioxidant defenses (Sabar et al., 2000;Dutilleul et al., 2003a, 2003b, 2005). Interestingly, thismutant also shows enhanced expression of the cyanide-insensitive alternative oxidase (AOX) and enhancedresistance to ozone damage and tobacco mosaic virusinfection, suggesting a complicated link between mi-tochondrial metabolism, cellular redox regulation, andplant stress tolerance mechanisms (Dutilleul et al.,2003b; Vidal et al., 2007).
However, it is extremely difficult to use the com-parison of wild-type and mutant phenotypes to un-derstand the short-term events resulting from changesin complex I activity in plants. Mutants and wild typesrepresent distinct steady states separated by an un-known series of events and exhibit pleiotropic effectsthat do not necessarily portray direct roles of complexI or specific responses to complex I loss. Study of the
early events associated with loss of complex I activitynot only presents an opportunity to understand thetransition from one metabolic state to another but alsoto uncover elements in the pathway of mitochondrionto nucleus signaling that must occur to initiate theseevents. In this study, we have used rotenone to inhibitcomplex I function in an Arabidopsis (Arabidopsisthaliana) cell suspension and have followed cell re-sponses. By combining proteomic, transcriptomic, andmetabolomic analyses, we provide a detailed view ofhow cells manage mitochondrial dysfunction. Com-plex I inhibition by rotenone led to the induction ofalternative respiratory pathways; thus, overall cellularrespiration was maintained. Transcript, protein, andmetabolite analyses revealed complex metabolic ad-justments, with a disengagement of mitochondriafrom glycolysis.
RESULTS
Rotenone Transiently Inhibits Cell Respiration andAffects Long-Term Cell Growth
A heterotrophic cell suspension culture of Arabi-dopsis was grown in the dark until its midlog growthphase and treated with either 40 mM rotenone dis-solved in methanol (0.25%, v/v) or methanol (to0.25%, v/v) as a control. At specific time intervals,cell culture samples were frozen and kept for protein,RNA, and metabolite analyses, whereas fresh sampleswere taken for respiration, cell viability, and growthanalyses. Rotenone significantly affected cell respira-tion over the first 4 h of treatment, decreasing respi-ration rates by 25% to 45% (Fig. 1A, phase I).Respiration recovered to the control value over thefollowing 4 h, and no significant change was observedover the next 20 h (Fig. 1A, phase II). To assess thelongevity of the impact of rotenone on respiration, therespiratory rate of cells treated for 48 h with rotenonewas measured with or without a further rotenoneaddition (Supplemental Fig. S1, A and B), revealingthat the pretreated cells were resistant to furtherrotenone treatments. To determine if the cell superna-tant still contained rotenone for a substantial period,supernatant at 6, 24, and 48 h after rotenone treatmentwas harvested and used to inhibit fresh cells that hadnot been previously rotenone treated. In each case, thesupernatants inhibited respiration, and this rate couldnot be further inhibited by further rotenone additions(Supplemental Fig. S1C). The longer term impact ofrotenone treatment on cell growth and viability wasalso assessed over 7 d. Rotenone inhibited cell growthby nearly 10% after 16 h and by a further 20% after 48 hand up to 7 d (Fig. 1B). Measurement of cell viabilityby propidium iodide staining showed no significantdecrease in cell viability at 7 d after rotenone treatmentwhen compared with methanol treatment (Fig. 1C).This suggests that the cells were growing, albeit moreslowly, after rotenone treatment but that they were not
Early Metabolic Adjustments to Complex I Dysfunction
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senescing or undergoing programmed cell death at asignificantly higher rate than methanol-treated or un-treated cells. These conclusions were reinforced by theanalysis of the ATH1 GeneChip data from the samples,which showed significant decreases in transcripts en-coding histones (MapMan BIN 28.1.3), cell cycle andcell division proteins (BINs 31.3 and 31.2), and ribo-somal proteins (BIN 29.2.2), while no significant mod-ifications (P . 0.05) in transcript levels of BINs forstress-related genes were detected (BIN 20; Supple-mental Table S1). Thus, although whole cell respirationrapidly recovered from phase I inhibition, rotenonetreatment affected long-term cell culture growth. Res-piration as well as transcriptional and metabolic mod-ifications induced by rotenone were then furtherdissected in phases I and II of the response.
Respiration Acclimation to Rotenone (Phase II) Is
Associated with the Induction of AlternativeRespiratory Pathways
We have shown previously that transcripts for re-spiratory bypasses are induced in the first hours fol-lowing rotenone treatment of these cell cultures(Clifton et al., 2005). To confirm this, we carried outquantitative reverse transcription (RT)-PCR assays fortranscripts coding for alternative external (NDB1 andNDB2) and internal (NDA2) NAD(P)H dehydroge-nases as well as AOX1a, an isoform of AOX (Fig. 2A).AOX is present in the inner membrane of plantmitochondria and accepts electrons directly from theubiquinone pool and reduces oxygen to water, thusbypassing the cytochrome c oxidase (COX) pathwaythrough complexes III and IV. Transcript levels ofNDA2, NDB2, and AOX1a all showed a modest in-crease at 3 h and were more significantly induced at12 h after rotenone treatment, when whole cell respi-ration had recovered from phase I inhibition. Micro-array data confirmed these results and also showedan induction of UCP1 (At3g54110) and AOX1d (At1g32350)transcripts at 12 h as well as a significant induction ofthe mitochondrial alternative pathways as a functionalgrouping (see BIN 9.4 in Supplemental Table S1 andBIN 6 in Supplemental Table S2). These data confirmthat the rotenone treatment induced the expression ofcomplex I bypasses.
After 16 h, when the respiratory rate had recoveredand reached an equilibrium (Fig. 1A, phase II), wholecell respiration was further dissected using respiratoryinhibitors (Supplemental Fig. S2A). Total oxygen con-sumption rate, after addition of carbonyl cyanide
Figure 1. Treatment with rotenone caused a rapid inhibition of respi-ratory rate and a long-term lowering of cell dry weight (DW) withoutaffecting cell viability. A, Oxygen consumption of intact cells measuredat 1, 2 4, 8, 16, and 32 h after treatment with methanol (0.25% [v/v];white squares, dashed line) or 40 mM rotenone in methanol (0.25%[v/v]; black squares). Values correspond to means 6 SE of triplicatedeterminations. B and C, Cells were collected at time intervals (hours ordays) from untreated cell suspensions or suspensions treated withmethanol (0.25%, v/v) or 40 mM rotenone. B, Ratio of cell dry weight ofmethanol-treated cells (MET) versus untreated cells (white columns)and rotenone-treated (ROT) versus methanol-treated cells (gray col-umns). Values are means 6 SE from six independent experiments. Dryweight of rotenone-treated cells was significantly decreased at all timepoints compared with methanol treatment at P , 0.01. C, Cell viabilitydetermined by propidium iodide staining of untreated cells (C; white
columns), methanol-treated cells (M; gray columns), and rotenone-treated cells (R; black columns). The proportion of dead, fluorescentcells compared with the total number of cells was determined with anepifluorescence microscope, and data are expressed as percentage cellviability. At least 300 cells were scored per treatment, time point, andflask, with two aliquots per flask and two flasks analyzed per exper-iment. Data are means 6 SD from two independent experiments.
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m-chlorophenylhydrazone to remove adenylate control,was unchanged by rotenone treatment when ex-pressed on a cell dry weight basis. Addition of 1 mM
n-propyl gallate (nPG) to inhibit the AOX pathwayshowed that maximal respiration through the COXpathway was unchanged by rotenone treatment (Sup-plemental Fig. S2A). Blue-native PAGE (BN-PAGE)
separation of respiratory complexes and detection ofNADH dehydrogenase activity revealed that complexI was present and active in mitochondria isolated fromrotenone-treated cells (Supplemental Fig. S2B), consis-tent with the evidence that rotenone is a reversibleinhibitor and is lost during mitochondrial isolation(Singer, 1979). These gels also showed that the other
Figure 2. Up-regulation of respiratory bypasses of complex I during cell respiratory acclimation to rotenone treatment. A,Quantitative RT-PCR expression profiles of genes encoding external (NDB1 [At4g28220] and NDB2 [At4g05020]) and internal(NDA2 [At2g29990]) alternative NAD(P)H dehydrogenases and an isoform of AOX (AOX1a [At3g22370]). Arabidopsis cellsuspension cultures were treated with methanol (0.25% [v/v]; white columns) or 40 mM rotenone in methanol (0.25% [v/v]; blackcolumns). At time intervals (0, 3, and 12 h after treatment), cells were collected and transcript levels were quantified. Foldinduction in transcript levels was calculated as ratio of the transcript abundance of the studied gene to the transcript abundanceof actin2 (At3g18780). Asterisks indicate fold induction values that are significantly different (P , 0.01) in rotenone-treatedsamples compared with methanol samples. Error bars correspond to the SE of biological triplicate determinations. B, Oxygenuptake measurements of mitochondria isolated from cell suspensions at 16 h after treatment with methanol (white columns) or40 mM rotenone (black columns). Respiration rates were recorded at 25�C on 200 mg of mitochondrial protein with a Clarkoxygen electrode as described in ‘‘Materials and Methods.’’ Added substrates, cofactors, and inhibitors are indicated on the xaxis. Values are means 6 SE from at least five independent experiments. Statistically different values (P , 0.01) between methanoland rotenone treatments are indicated by asterisks. C, Left, Immunoblots of AOX proteins in mitochondria purified from cells at16 h after treatment with methanol (C) or 40 mM rotenone (Rot). Equal amounts (50 mg) of mitochondrial proteins were loaded ineach lane. Two independent sets of mitochondrial protein isolates as shown were loaded onto the same SDS-PAGE gel underreducing conditions (with DTT). Right, Immunoblots of AOX proteins in rapidly extracted membrane fractions from cellsuspension cultures at 16 h after treatment with methanol (C) or rotenone (Rot). Cells were ground in an extraction buffer (2),supplemented with the reducing agent DTT or the oxidizing agent diamide (Dia). Replicate gels were stained with CoomassieBrilliant Blue in order to check protein loading. Data shown are representative of three independent experiments.
Early Metabolic Adjustments to Complex I Dysfunction
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classic mitochondrial OxPhos complexes were presentand had similar total protein stain intensity in bothcontrol and rotenone-treated samples. This is consistentwith the fact that there were scarcely any transcriptionalresponses to rotenone treatment by any of the mito-chondrial (Supplemental Fig. S3) or nuclear genes en-coding components of the OxPhos complexes (Table I).
Addition of 1 mM KCN to whole cells to inhibit theCOX pathway revealed that the maximal respiratoryrate via the AOX pathway had doubled during rote-none treatment. Succinate-dependent respiratory ratesof mitochondria isolated from the rotenone-treatedand methanol control cells mirrored this selectiveinduction of AOX by rotenone (Supplemental Fig.S2C). Using malate and Glu to provide substratesfor complex I and internal NADH dehydrogenasesthrough the tricarboxylic acid (TCA) cycle, we ob-served no change in the respiratory capacity and nochange in the degree of rotenone sensitivity (Supple-mental Fig. S2D), consistent with the relatively revers-ible nature of rotenone inhibition in vivo and itsremoval during mitochondrial isolation. Rates of ex-ternal NADH oxidation by mitochondria isolated fromrotenone-treated cells were not significantly differentfrom those in control cell mitochondria, but again theyshowed that AOX activity was greatly enhanced byrotenone treatment (Fig. 2B). Western blots of isolatedmitochondria using antibodies to AOX confirmed thatAOX protein accumulated in mitochondria after rote-none treatment (Fig. 2C), consistent with the increasedcapacity of the alternative pathway. The in vivo redoxstate of AOX was investigated by performing rapidtotal membrane isolations from control and rotenone-treated cells according to Noguchi et al. (2005). AOX
consists of a homodimer of 35-kD monomers cova-lently linked by a disulfide bridge. Cell membraneswere quickly isolated in native conditions or in reduc-ing conditions (extraction buffer supplemented withdithiothreitol [DTT]) or in oxidizing conditions (buffersupplemented with diamide). AOX proteins wereimmunodetected after separation on nonreducinggels. Increased levels of AOX protein were seen onthe total membrane western blots after rotenone treat-ment, and these were predominantly in the reduced,active form (Fig. 2C). No obvious oxidation of AOXproteins was observed in the cells, indicating that notonly was AOX protein induced by rotenone treatmentbut that it was likely to be in the fully activatable form.
Altogether, these data confirm that rotenone treat-ment induced an up-regulation of complex I respi-ratory bypasses [internal and external NAD(P)Hdehydrogenases] and the AOX pathway, but withoutaffecting the cytochrome pathway. Transcriptionalchanges for these components were significant at 12 hafter treatment, suggesting that alternative pathwayinduction is involved in cell respiratory acclimation torotenone during phase II (Fig. 1A).
Rotenone Affects Ascorbate Abundance But Not ItsRedox Poise and Does Not Affect the Glutathione Pool
Complexes I and III are primary sites of mitochon-drial reactive oxygen species (mtROS) formation. InArabidopsis cells, inhibition of complex III by anti-mycin A affected the redox status of mitochondria andled to a global oxidative stress (Sweetlove et al., 2002).In contrast, in the CMSII tobacco complex I mutant,loss of complex I function is not associated with
Table I. Changes in expression of nucleus-encoded genes for mitochondrial proteins following 3 and12 h of rotenone treatment
A set of 556 transcripts for nucleus-encoded mitochondrial proteins were extracted from ATH1microarray data and placed in 18 functional groups. Significant changes in the expression of each groupare reported based on Benjamini-Hochberg correction of P values calculated by the Wilcoxon rank sumtest. NS, P . 0.05. Details of genes in each category are given in Supplemental Table S2.
Category3 h 12 h
P Regulation P Regulation
Complex I NS – NS –Complex II NS – NS –Complex III NS – NS –Complex IV NS – NS –ATP synthase NS – NS –Alternative pathways NS – 5.83E-05 UpProtein import and fate NS – 3.33E-05 UpHeat shock proteins and chaperonin NS – 3.33E-05 UpStress-responsive proteins NS – NS –TCA cycle NS – NS –General metabolism 6.89E-04 Up/down 3.30E-07 UpTranslation 0.01836 Down NS –Signaling and structure NS – 3.30E-07 UpCarrier and transporter NS – 0.028826 Up/downDNA replication and transcription NS – 1.46E-04 UpPhotorespiration and C1 metabolism 2.41E-04 Down NS –Unknown proteins NS – NS –
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elevated global ROS levels and oxidative stress. In thisplant, a retrograde signal, possibly involving mtROS,between mitochondria and the nucleus triggers in-creased antioxidant activities and maintains whole cellredox balance (Dutilleul et al., 2003b). To assess thestress status of Arabidopsis cells following rotenonetreatment, the content and redox state of two majorsoluble antioxidants, ascorbate and glutathione, wereanalyzed. Ascorbate (total and reduced forms) andglutathione (total and oxidized forms) were deter-mined using spectrophotometric methods at 1, 4, 8, 16,and 48 h after inhibitor treatments (Fig. 3). Totalascorbate (oxidized and reduced) level was signifi-cantly lowered (by 24%) during the first hour ofrotenone treatment, and the ascorbate content contin-ued to decrease over 16 h to less than half of the controllevel but recovered by 48 h to reach a similar level inboth inhibitor-treated and mock-treated samples. Incontrast, rotenone had little effect on the redox poise ofthe ascorbate pool. The glutathione pool, on the otherhand, changed little in the first 24 h of rotenonetreatment. Over the following 48 h, total glutathioneincreased significantly, mainly due to accumulation ofthe reduced form (Fig. 3). Taken together, these resultssuggest that the rotenone-treated cells were not underoxidative stress, and this was broadly supported bythe absence of transcriptional changes for classicalantioxidant machinery (Supplemental Table S1). How-ever, there does appear to be a link between ascorbatecontent and rotenone treatment. We have reportedpreviously that rotenone inhibits ascorbate synthesisin isolated plant mitochondria (Millar et al., 2003),presumably because galactonolactone dehydrogenaseis physically associated with complex I.
Rotenone Induces Changes inMitochondrial Biogenesis
In order to study the effect of complex I inhibition onother mitochondrial functions, we performed a quan-titative comparison of mitochondrial protein samplesisolated from control and rotenone-treated cells usingDIGE CyDye fluorophore technology (Fig. 4). Spotsthat increased or decreased more than 1.5-fold repro-ducibly over three independent experiments wereselected and analyzed using liquid chromatography-tandem mass spectrometry, and the identities of theproteins are summarized in Table II. We also looked atthe responses of transcripts for a broad set of 556nucleus-encoded components of the mitochondrialproteome to 3 and 12 h of rotenone treatment (TableI; Supplemental Table S2).
Two mitochondrial proteins increased in abundancefollowing rotenone treatment: formate dehydrogenaseand arginase (Table II). Three well-known mitochon-drial proteins decreased in abundance following rote-none treatment: two belong to the respiratory chain(matrix processing peptidase [MPP] b-subunit andSDH6) and one is part of the translational apparatus(elongation factor Tu). SDH6 is a plant-specific isoform
of a subunit of respiratory complex II, but a catalyticrole has not been identified for this protein (Millaret al., 2004) and there was no change in succinate-dependent respiration of isolated mitochondria (Sup-plemental Fig. 2B), indicating that no clear alteration inSDH function occurred. The MPP b-subunit proteinspot that decreased more than 2-fold following rote-
Figure 3. Redox status of cells in ascorbate and glutathione contentover 48 h after rotenone treatment. White columns, Control treatment(methanol, 0.25% [v/v]); black columns, treatment with 40 mM rote-none in methanol (0.25% [v/v]). Values are means 6 SE from threeindependent experiments. A, Total ascorbate (Asc) content expressed asnmol ascorbate g21 cell fresh weight (FW). The decrease in ascorbatecontent between rotenone-treated cells and control cells was signifi-cant at P , 0.01 at 1, 8, and 16 h after treatment. B, There was nosignificant change in the reduced to oxidized ascorbate ratio. C and D,There was no significant change in the total glutathione (GSH) content(C), but the reduced to oxidized glutathione ratio (D) was significantlyincreased (P , 0.01) in rotenone-treated cells compared with controlcells at 4 and 48 h. Dashed lines on the columns indicate levels of theoxidized forms of ascorbate and glutathione.
Early Metabolic Adjustments to Complex I Dysfunction
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none treatment is the main spot for this protein onisoelectric focusing (IEF)-SDS-PAGE gels (Millar et al.,2001). Our previous studies have shown that Arabi-dopsis cell cultures have a lowered in vitro importcapacity following rotenone treatment (Lister et al.,2004), that in pea (Pisum sativum) plants import effi-ciency into mitochondria is decreased by a variety ofabiotic environmental stresses that also cause a de-crease in abundance of the MPP b-subunit (Tayloret al., 2003, 2005), and that MPP has a high controlcoefficient in the control of the rate of import in rice(Oryza sativa) during mitochondrial biogenesis (Howellet al., 2007). Thus, this loss of MPP b-subunit may bean important contributor to the lowered import ratesafter rotenone treatments (Lister et al., 2004).
The microarray analysis showed that none of 556known mitochondrial components changed transcriptabundance significantly at 3 h (P . 0.05 after falsediscovery rate correction); however, by 12 h, 98 of the556 had changed, 89 by increasing in abundance(Supplemental Table S2). Analysis of these changesin functional BINs showed a significant induction ofcomponents of the alternative pathway, protein importand fate, signaling and structure, general metabolism,heat shock proteins, mitochondrial DNA replicationand transcription, and MAM33 glycoproteins after 12 h.
Transcripts of genes encoding proteins involved intranslation and C1 metabolism, on the other hand,were slightly down at 3 h (Table I).
Rotenone Treatment Induces a Major Shift in CellularEnergy Metabolism
Seven other protein spots that decreased in abun-dance by 1.5- to 5.5-fold in isolated mitochondriafollowing rotenone treatment (Fig. 4; Table II) wereidentified as major cytosolic enzymes of primarycarbon metabolism. Notably among these were iso-forms of aldolase, glyceraldehyde-3-P dehydrogenase(GAPDH), enolase, and triosephosphate isomerase, allof which have been shown to selectively bind to plantmitochondria as a functional glycolytic unit on theouter membrane (Giege et al., 2003). These enzymesare postulated to function as a membrane-boundmetabolon, feeding glycolytic products to mitochon-dria. Our measurements of GAPDH and aldolaseactivities in mitochondrial fractions isolated from therotenone-treated cells also showed significant de-creases in their activity (Fig. 5). To determine if thechanges observed simply reflected decreases in thetotal cytosolic pool of these enzymes, we comparedactivity assays for GADPH and aldolase in whole cell
Figure 4. Differential gel electrophoresis of changesin the mitochondrial proteome after 16 h of rotenonetreatment. Quantitative comparison of mitochondrialsamples isolated from control cells (methanol treat-ment, 0.25% [v/v]) or 40 mM rotenone-treated cellswith differential 2D-DIGE IEF/SDS-PAGE CyDyetechnology. Proteins from each treatment (50 mg)were bound to different fluorescent dyes, Cy2 (redfluorescence) for control samples and Cy5 (greenfluorescence) for rotenone samples, and run througha standard procedure of IEF (pI 3-10NL)/SDS-PAGE.Gels were scanned using the Typhoon Trio VariableMode Imager. Protein spots that reproducibly changedin abundance following rotenone treatment wereselected for further analysis (numbered arrows atbottom). Top, Black and white images generated bythe Typhoon Imager. Bottom, Superimposition of gelsscanned with the fluorescence mode. Yellow spots,Both dyes present in equal abundance; green spots, up-regulated spots; red spots, down-regulated spots.Three independent sets of mitochondrial isolatesand a set of three gels were run and analyzed usingDyCyder quantitation software. Protein identificationwas performed from Coomassie Brilliant Blue-stainedgels loaded with a mix of 150 mg of proteins for eachtreatment. Molecular weight scales are indicated atleft of each image.
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Early Metabolic Adjustments to Complex I Dysfunction
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Copyright © 2008 American Society of Plant Biologists. All rights reserved.
extracts with those in isolated mitochondrial samples(Fig. 5). This showed that the loss of these enzymeactivities in mitochondrial samples following rotenonetreatment occurred against a backdrop of net increasesin both enzyme activities in total cellular extracts; thatis, it was their association with mitochondria thatchanged. Transcripts for the enzymes of the glycolyticpathway also increased (Supplemental Table S1), con-sistent with these increased whole cell enzymaticactivities (Fig. 5).
Three other cytosolic carbon metabolism enzymeswere also decreased in mitochondrial extracts: NAD-malate dehydrogenase, NADP-malic enzyme (ME),and NADP-isocitrate dehydrogenase (ICDH; Table II);all three of these are directly linked to the import andexport of carbon skeletons in mitochondria. Cytosolicmalate dehydrogenase and NAD-ME are involved inthe connections between malate, OAA, and pyruvateprovision to mitochondria and thus can be consideredas extensions of the glycolytic pathway, while cytosolicICDH is involved in converting isocitrate exportedfrom mitochondria to 2-oxoglutarate as a carbon skel-eton for nitrogen assimilation. By analogy with theclaims made for the functional association of classicalglycolytic enzymes with mitochondria, these proteinsmay also be associated in a functional manner, con-necting mitochondrial metabolism with the broadercellular metabolism. The apparent dissolution of theselinkages may indicate a degree of disengagement ofmitochondria from cytosolic carbon metabolism.
Quantitative profiles of the abundance of the majormetabolites from rotenone-treated cells over the first 24 hof treatment were generated using gas chromatography-mass spectrometry (GC-MS) analysis of derivatizedcompounds from methanol-soluble cell extracts. A seriesof 48 significant changes were recorded in response tothe treatment in a time-dependent fashion. These in-cluded 18 metabolites that significantly increased and30 metabolites that significantly decreased in abun-dance during at least one point of the time series. InFigure 6, a heat map of the abundance of major com-pounds unambiguously identified by comparison withlibrary standards and classified into amino acids, or-ganic acids, sugars, and other compounds is presented.Within each grouping, the metabolites are orderedaccording to their degree of change at the 16-h timepoint, where most of the measurements reported inFigures 2 to 5 were made.
The first significant changes recorded were theapproximate halving of 2-oxoglutarate concentrationand the approximate 2.5-fold increases in Trp and Lyswithin 1 h of rotenone treatment. Interestingly, thedecrease in 2-oxoglutarate was sustained for at least 16h, while Trp and Lys returned to control levels within 3and 6 h, respectively. These changes were rapidlyfollowed by decreases in Gln, Glu, Asp, and Asn, allsignificantly reduced within 3 to 6 h. These rapidchanges are consistent with a slowing in TCA cyclefunction. At 12 to 16 h, there was evidence of decreasesin a variety of TCA cycle intermediates from thedecarboxylating portion of the cycle, namely citrate,aconitate, isocitrate, and of course 2-oxoglutarate,while there were trends to increases in abundancefor fumarate and malate in the other side of the cycle.The activity of TCA cycle enzymes, on the other hand,showed either no decrease or a slight increase (TableIII), suggesting that the slowing of the TCA cycle couldbe caused by an increase in the redox poise of thematrix NADH pool upon inhibition of complex I byrotenone. Pyruvate, 2-oxoglutarate, isocitrate, and ma-late dehydrogenases are all sensitive to the redox poiseof the NADH pool and dramatically decrease theiractivity as the NADH to NAD ratio increases (forreview, see Noctor et al., 2007). Such changes willdecrease the availability of 2-oxoglutarate for trans-amination to Glu and its related amino acids and ofoxaloacetate (OAA) for transamination to the Asp-derived amino acids (Fig. 7). As we are unable toreliably measure OAA by this method, it is not pos-sible to be sure whether the Asp changes were due tochanges in OAA availability or a greater demand forAsp (see below). As time progressed, these changesand the metabolic slowing of the TCA cycle appear tohave had a variety of effects on other metabolite pools(Figs. 6 and 7), and some of the later ones can be linkedto transcriptional changes observed in our microarrayanalysis.
Accumulation of carbon intermediates at the end ofthe glycolytic pathway led to the accumulation of Ala(first recorded at 6 h) and the pyruvate-derived
Figure 5. Glycolytic enzyme activities in whole cells versus mitochon-dria after rotenone treatment. Measurements of GAPDH and Fru-1,6-bisP aldolase activities on isolated mitochondria and whole cellextracts were taken at 16 h after methanol (0.25% [v/v]; white columns)or 40 mM rotenone (black columns) treatments. Values are expressed asnmol NADH min21 mg21 mitochondrial proteins or total proteins(whole cell extracts). Values are means 6 SE from three to fourindependent experiments. Statistical differences in rotenone treatmentcompared with control (methanol) treatment are indicated by differentletters (level of significance: a, P , 0.01; b, P , 0.05).
Garmier et al.
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Copyright © 2008 American Society of Plant Biologists. All rights reserved.
branched chain amino acids Leu and Val (first recordedat 12 h). By 6 h, there were already net increases in thepyruvate-derived fermentation product lactate. This isconsistent with transcriptional increases in the com-ponents of the glycolytic pathway (BINs 4.9 and 5) andbranched chain amino acid degradation pathways(BINs 13.2.4.1 and 13.2.4.4; Supplemental Table S1)and increased whole cell glycolytic enzymatic activi-ties at 16 h (Fig. 5).
Phosphoenolpyruvate-derived amino acids and com-pounds in the shikimate pathway decreased from3 h (Fig. 6) with the exception of Trp, which first in-creased at 1 h before dropping over the time course.Despite the decrease in Asp and Asn, increases werenoted in the homoserine branch of the Asp family ofamino acids, notably in Ile, Met, and 1-aminocyclo-propane carboxylic acid, while aminoadipic acid inLys catabolism decreased by half within 16 h. Losses inboth the Asp and Glu pools might be expected to alterthe biosynthetic functions of the cell, and this can beseen in the decrease in allantoin from the purinesynthesis pathway. Decreases in Glu were consistentwith decreases in Orn, and the concomitant loss of Aspappears to have lowered the urea cycle and decreasedurea abundance by 24 h. As Glu is also the precursorfor Pro and thus 4-Hyp, the decrease of the lattercompound was also likely to have stemmed from thelowering of TCA cycle activity and 2-oxoglutarateavailability (Fig. 7). Late decreases (12–24 h) were alsorecorded in hexose phosphate pools that either fed, orwere fed by, changes in several Glc-derived sugars.However, hexoses have largely reverted to controllevels by 24 h.
DISCUSSION
The aim of this work was to identify the earlyresponses of Arabidopsis cells involved in acclimationto complex I dysfunction. The long-term consequencesof complex I loss have been studied in several mutantplants, but it is difficult to unravel the initial eventsinvolved in the modification of primary metabolism inthese plants.
We showed that rotenone treatment induced a two-phase response of Arabidopsis cells: phase I, from 0 to4 h after treatment, characterized by a strong inhibition
Figure 6. Time course of metabolite measurements. Quantitative GC-MS analysis of metabolite changes at different times (0, 1, 3, 6, 12, 16,and 24 h) after treatment of cells with 40 mM rotenone. In parallel,
methanol treatment (0.25% [v/v]) was performed as a control. Data areexpressed as the ratio of rotenone to methanol signal values andstandardized according to the yield of the ribitol internal standard.Ratios that increased significantly (P , 0.05; n 5 5) in response to thestress treatment are highlighted in blue, while ratios that decreasedsignificantly (P , 0.05; n 5 5) are highlighted in red; boldface valuesindicates the fold change. Signals that showed no significant change(P . 0.05) are shown in black, while ratios that were significantlychanged (P , 0.05) by less than the 20% threshold are shown asboldface values in a black box. Color intensities are related to metab-olite response intensities, with more strongly responsive signals high-lighted in brighter tones. Three independent experiments wereperformed. Data from one representative experiment are shown (withsamples analyzed from five independently treated flasks of cells).
Early Metabolic Adjustments to Complex I Dysfunction
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of cellular respiration by rotenone; and phase II, from4 to 32 h, characterized by a progressive recovery ofcell respiration to initial rates (Fig. 1A). Phase II wasassociated with transcriptional and posttranscrip-tional induction of alternative respiratory pathways,complex I bypasses [NAD(P)H dehydrogenases], andAOX, suggesting that these processes were part of cellacclimation to complex I inhibition. Up-regulation ofalternative pathways is a classic adaptive response ofplants lacking functional complex I, such as the to-bacco CMSII mutant or the Arabidopsis otp43 mutant(Sabar et al., 2000; Falcon de Longevialle et al., 2007),and has already been reported after treatment ofArabidopsis cell cultures with ETC inhibitors (Cliftonet al., 2005).
The use of chemical inhibitors raises the possibilityof pleiotrophic effects, as both mitochondria and chlo-roplasts can contain rotenone targets. We used a con-centration of 40 mM because previous experimentshave optimized this concentration for cell culturegrowth and survival (Lister et al., 2004; Clifton et al.,2005) and because at least low micromolar concentra-tions are needed for maximal complex I inhibition inplant mitochondria (Rasmusson and Møller, 1991).Reports of the impact of rotenone on chloroplastelectron transport are largely restricted to concentra-tions in the 200 mM to 1 mM range (Igambardiev et al.,1997; Corneille et al., 1998; Ikezawa et al., 2002). Thetime course data and the molecular data are consistentwith a response emanating from mitochondrial ETCinhibition.
From our data, changes in enzyme and protein werecorrelated with changes in metabolite and transcrip-tional profiles over the first 24 h of rotenone treatment.These changes included alterations of specific path-ways of mitochondrial electron transport, the source ofreductant in the matrix and cytosol, and the disen-gagement of mitochondria from glycolysis and relatedcarbon metabolism. Although most of the changes intranscript, protein, and metabolite levels were ob-
served during phase II ‘‘acclimation’’ (6–24 h), somechanges occurred in phase I (1–3 h; Fig. 6), precedingmeasurable changes in nuclear gene transcription.
Alteration of Mitochondrial Metabolism
Loss of complex I appeared to lead to a degree ofdisconnection between glycolysis, the TCA cycle, andthe electron transport chain. We saw this through aseries of cellular changes that reflect this disconnectionand that could also be interpreted as attempts toreconcile this problem through the enhancement ofalternative metabolic pathways. Even with the avail-ability of time series data, it has been relatively diffi-cult to neatly place these events in series, but it is clearthat progressive changes occur in only a few hours thatlead to a new steady state appearing within 10 to 12 h.The early decreases in 2-oxoglutarate and Gln/Glu areconsistent with slowing of the TCA cycle due to a lossof a major entry point for NADH, complex I. Thisappears to set in motion a series of changes in metab-olism that alter the carbon sources used to drive respi-ration and also increase capacity to bypass complex I asan entry point, in a complex and interrelated manner.
The loss of glycolytic enzymes from mitochondria(Table II; Fig. 5) suggests a degree of physical disen-gagement of mitochondria from glycolysis. The ob-served accumulation of glycolytic end products andassociated amino acid pools, together with decreasesin early TCA cycle-derived products, suggests that thisphysical disengagement leads to a degree of functionaldisengagement. This is consistent with the recentevidence provided by Graham et al. (2007), who ob-served that the degree of association of glycolyticenzymes with Arabidopsis mitochondria was corre-lated with respiratory rates and showed a repartition-ing of enzyme pools between mitochondria and thecytosol. Giege et al. (2003) and Graham et al. (2007)provided strong evidence that mitochondrially asso-ciated glycolytic enzymes form a functioning glyco-lytic pathway that can support mitochondrial TCAcycle flux and electron transport chain activity, prob-ably by providing pyruvate through substrate chan-neling to the mitochondria. If this disconnection ofmitochondria from a source of reducing substrate wasallowed to take its course, it would most likely havedetrimental effects for the cell. Instead, we observedthat this disconnection of glycolysis is followed bycompensation. Alternative NADH dehydrogenasesthat can use reductants from the cytosol and thematrix are up-regulated (Fig. 2A). In addition, newdehydrogenases, like formate dehydrogenase, accu-mulate in mitochondria (Table II) and the branchedchain amino acid degradation pathways are induced(Supplemental Table S1, BIN 13), providing newsources of matrix NADH independent of the TCAcycle. Enhanced branched chain amino acid catabolismprovides another bypass of complex I, as the electrontransfer flavoprotein delivers electrons from this path-way directly to ubiquinone (Ishizaki et al., 2006).
Table III. Difference in the specific activity of enzymes inmitochondria from control and rotenone-treated cells
Aconitate hydratase (aconitase), NAD-ME, NAD- and NADP-depen-dent ICDH, PDC, and OGDC activities were measured on 25 to 50 mgof mitochondrial proteins. Mitochondria were isolated from cells at16 h after treatment with methanol (0.25% [v/v]; control) or 40 mM
rotenone in methanol (0.25% [v/v]). Asterisks indicate significantchanges at P , 0.05 between mitochondrial activities from methanol-or rotenone-treated cells. Values are means 6 SE of data from fourindependent experiments.
SampleControl
Mitochondria
Rotenone-Treated
Mitochondria
nmol min21 mg21 protein
Aconitase 350 6 55 721 6 160*NAD-ME 112 6 12 77 6 8*NAD-ICDH 119 6 14 100 6 9NADP-ICDH 160 6 12 140 6 16PDC 111 6 32 82 6 23OGDC 629 6 90 558 6 107
Garmier et al.
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The substrates for these compensatory pathwaysmay, in fact, be provided through the disconnection ofglycolysis from mitochondria. As pyruvate cannotenter mitochondria or is not rapidly used in mito-chondria, it can be used for the synthesis of Leu andVal, which are key substrates of the branched chaindegradation pathway. There is clear transcriptionalevidence for the induction of branched chain catabo-lism components located both within the mitochondria(Supplemental Table S2, BIN 12) and more generally inthe cell (Supplemental Table S1, BIN 13) and clearmetabolomic data for the increased availability ofthese amino acids (Figs. 6 and 7). Increased glycolyticflux disconnected from the mitochondria also leads tofermentation and lactate formation, shown by both thetranscript and metabolite analysis (Fig. 6; Supplemen-tal Table S1). This raises the potential for enhancedcytosolic NADH levels that could act as the substratefor the external rotenone-insensitive NADH dehydro-genases that are induced by rotenone treatment.
Formate oxidation generates NADH in the matrix,and formate could be provided as a consequence ofglycolytic interruption, either from a fermentationaldehyde product or via the predicted pyruvate-lyasereaction. Alternatively, it could be generated viathe Met salvage pathway/Yang cycle, as Met and1-aminocyclopropane carboxylic acid are two of themore rapidly increased metabolites and Met was theonly metabolite to significantly increase and thensignificantly decrease during the 24-h time course(Fig. 6). Interestingly, formate dehydrogenase is alsoelevated after disruption of a plant-specific subunit ofcomplex I, which leads to a substantial loss of assem-bly of the respiratory complex (Perales et al., 2005).
Retrograde Signaling duringMitochondrial Dysfunction
Details of the signal transduction pathways thatalter nuclear gene expression upon mitochondrial
Figure 7. Cartoon of metabolite changes in biochemical pathways after rotenone treatment. The data from Figure 6 were layeredonto a metabolic pathway cartoon and annotated by the timing of the first significant change in metabolite abundance afterrotenone treatment.
Early Metabolic Adjustments to Complex I Dysfunction
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dysfunction remain elusive in plants. Mitochondrialdysfunction leads to changes in a large number ofmetabolites, and a single one or a combination ofseveral might be involved in the signaling process.
Redox-based signaling is often raised as a keycomponent in mitochondria-nucleus communication(Noctor et al., 2007; Rhoads and Subbaiah, 2007). Thecomplex III inhibitor, antimycin A, has been shown toinduce an increase in cellular ROS accumulation, lead-ing to oxidative stress in Arabidopsis cells (Maxwellet al., 1999), and has various regulatory effects onmitochondrial and nuclear gene expression (Sweetloveet al., 2002; Clifton et al., 2005; Vidal et al., 2007). Theinduction of AOX1a by antimycin A has long beenlinked to increased mtROS production by complex IIIinhibition (Saisho et al., 1997; Maxwell et al., 1999). Inour experiments, AOX induction by rotenone maysuggest an increase in mtROS, although it did notaffect whole cell redox status, as ascorbate and gluta-thione redox state was maintained (Fig. 3). In tobaccocomplex I mutants, AOX transcript and protein levelsare also constitutively high but are also not associatedwith elevated global ROS levels and oxidative stress(Dutilleul et al., 2003b). It is possible that changes incarbon metabolism trigger the induction of AOX un-der these circumstances, as shown for soybean (Glycinemax) suspension cells (Djajanegara et al., 2002). Thelack of oxidative stress induced by rotenone is in starkcontrast to the impact of rotenone on mammalian cellsin initiating ROS production and oxidation of the GSHpool (Betarbet et al., 2000; Kussmaul and Hirst, 2006;Ayala et al., 2007).
Interestingly, many of the components transcrip-tionally induced by rotenone belong to the machineryinvolved in mitochondrial transcription, translation,ETC organization/assembly, and protein fate (Table I;Supplemental Table S2), showing that cells respond byincreasing their capacity for mitochondrial biogenesisand ETC protection. Rotenone also induced HSP60s,HSP70s, and HSP90-related proteins, which act aschaperones and ensure the correct function of proteinsby preventing the aggregation of denatured proteins,by refolding of stress-denatured proteins, and by as-sisting in the rapid assembly of the oligomeric proteinstructures. HSP60 and HSP70 have also been reportedto be involved in Arabidopsis cell tolerance to heatstress and to respiration deficiency (Kuzmin et al.,2004; Rikhvanov et al., 2007). In the NCS2 mutant ofmaize (Zea mays), complex I impairment is also corre-lated with an increase in the expression of genesencoding a mitochondrial HSP60 and mitochondrialand cytosolic HSP70s (Kuzmin et al., 2004). It wassuggested that the decrease in ETC deficiency due toAOX induction decreased the mitochondrial trans-membrane potential, and this in turn activated signal-ing response(s), leading to increased expression of hspgenes. It was proposed that cytosolic HSP wouldcontrol the cellular redox state and the integrity ofmitochondria, while mitochondrial HSP would protectthe respiratory complexes and sustain their assembly. A
retrograde signal, other than a ROS-dependent one,was suggested to be involved in such a response.
Many stress-responsive genes are repressed duringnormal plant development, and stress-induced ex-pression could be due to the unbinding of a repressorrather than the binding of an activator molecule. Giventhis, the initial signal might also be loss of a normallypresent component rather than either the extraordi-nary accumulation of a primary metabolite or thegeneration of a specific ‘‘stress signaling’’ component.In this context, 2-oxoglutarate, Asp, and Gln poolsrapidly responded to rotenone inhibition, decreasingsignificantly by 1 h (Fig. 6) and preceding transcrip-tional responses of genes for nucleus-encoded mito-chondrial components (Fig. 2A; Table I). Consistentand prolonged elevation of other metabolic compo-nents (Fig. 6) did not occur significantly until somehours later, and in many instances this could havebeen caused by the loss of these primary metabolites.In yeast, evidence has accumulated that 2-oxoglutarateand Glu are probable signals in retrograde regulationof mitochondrial function. Glu is a potent repressor ofthe retrograde-dependent expression of genes that leadsto 2-oxoglutarate formation (notably peroxisomal andmitochondrial citrate synthase and mitochondrialaconitase and ICDH), so loss of Glu leads to enhancedexpression of these enzymes in a pathway allowingtruncated TCA cycle function during respiratory defi-ciency (Liu and Butow, 1999, 2006).
Links between the Effects of Short-Term Complex IDeficiency and the Phenotypes of Complex I Mutants
Complex I dysfunction has been reported to havevarious effects on plant growth and development.Rotenone treatment did not alter cell viability butreduced growth (Fig. 1). A similar growth reductionwas seen in suspension cell cultures generated fromArabidopsis plants with a knockout of a g-carbonicanhydrase-like complex I subunit (Perales et al., 2005).In the tobacco CMSII line, absence of complex I iscorrelated with partial male sterility, reduced germi-nation, and slow growth (Gutierres et al., 1997; Sabaret al., 2000). More severe phenotypes are reported forthe otp43 mutation (leading to a loss of mitochondrialnad1 expression) in Arabidopsis, which, while malefertile, is severely affected in seed development andplant growth rate (Falcon de Longevialle et al., 2007).In NCS2 maize plants, complex I mutation causeslethality during kernel development, and it was onlypossible to maintain them as heteroplasmic lines(Karpova et al., 2002). Our rotenone treatments con-firm that complex I deficiency is not lethal for plantcells; however, the ensuing metabolic adjustments arenot sufficient to sustain a high rate of growth and mayprove unviable during specific points in the life cycle,such as seed set and germination.
As observed after rotenone treatment, AOX and/oralternative dehydrogenase pathways are increased in
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leaves of different complex I mutant plants, at the levelof gene expression, protein accumulation, or respira-tion rates (Sabar et al., 2000; Karpova et al., 2002;Falcon de Longevialle et al., 2007). In CMSII plantslacking complex I activity, leaf respiration was notdecreased in the dark when malate and pyruvate wereused as substrates, suggesting that TCA cycle activityis sustained by alternative dehydrogenase and com-plex II activities (Dutilleul et al., 2003a; Sabar et al.,2000). Leaf respiration is even slightly increased, sug-gesting that CMSII mitochondria may have increasedelectron flux through the COX pathway in order tosustain ATP production (Dutilleul et al., 2003a; Vidalet al., 2007). This is consistent with the recovery ofsteady-state respiratory rates in response to rotenoneover a 12- to 16-h period.
The metabolite profile of CMSII leaves is enriched inamino acids with low carbon to nitrogen ratios anddepleted in both starch and 2-oxoglutarate (Dutilleulet al., 2005). Interestingly, the deficiency in 2-oxoglutaratein the CMSII plants occurred despite higher citrate andmalate levels and increased NAD-ICDH capacity thanin the wild type. Oxoglutarate content was also sig-nificantly reduced following rotenone treatment,showing that it is a common response to complex Ideficiency (Figs. 6 and 7). Moreover, this change wasone of the earliest changes recorded, suggesting that itmay play a key role in metabolic adjustment and thesignaling of ETC dysfunction. The shift in abundanceto compounds with low carbon-nitrogen ratios in CMSIIcould be seen in the alteration of the 2-oxoglutarate-Glu-Gln and Asp-Asn ratios (Dutilleul et al., 2005).In this plant, a 2-fold increase in total free aminoacids has been reported, most notably in Arg, whereascarbohydrate abundance, such as Suc and Glc, wasreduced. We reported here different consequences ofrotenone complex I inhibition on the carbon-nitrogenratio. Indeed, although a decrease in carbohydratecontent was detected and Arg was increased, we alsoobserved decreased levels for some amino acids, es-pecially Glu, Gln, Asp, and Asn, and for organic acids(Figs. 6 and 7). These contrasting effects betweenrotenone and mutation-induced complex I inhibitionmay have different explanations. First, a decrease insome amino acids may correspond to an early, transi-tory response to complex I inhibition and may laterevolve to a readjustment correlated with acclimationto a new steady state, but proving this would needmuch more data. Second, it is difficult to compareArabidopsis and N. sylvestris, as these two plantsbelong to different plant families, requiring differentenvironmental conditions to grow and thus havingdifferent metabolism. Third, rotenone was applied onheterotrophic Arabidopsis cell suspension culturesgrown in the dark, whereas the CMSII plants wereanalyzed in light conditions. As complex I has beenshown to be involved in photosynthesis performance(Dutilleul et al., 2003a), it is thus highly probable thatrepercussion of complex I inhibition is different in thedark and in the light.
CONCLUSION
Using rotenone inhibition in Arabidopsis cell cul-tures, we have shown that plant cells respond to theloss of complex I function by readjusting their electrontransport properties and general cellular carbon andnitrogen metabolism to minimize oxidative stress andallow cell survival. This provides insights into themolecular and metabolic phenotypes of complex Imutants and also highlights very early changes inmetabolite concentrations that may function in retro-grade signaling to the nucleus upon changes in mito-chondrial function.
MATERIALS AND METHODS
Arabidopsis Cell Culture, Plant Growth,and Treatments
A heterotrophic cell suspension culture of Arabidopsis (Arabidopsis thaliana
ecotype Landsberg erecta) was maintained on Murashige and Skoog basal salt
medium as described by Sweetlove et al. (2002). Cells was routinely grown at
22�C under the light (100 mE m22 s21) on an orbital shaker (130 rpm) and
subcultured every 7 d by transferring a volume (about 20 mL) corresponding
to 3.5 g of fresh cell weight to 100 mL of fresh Murashige and Skoog medium
in 250-mL flasks. Cell cultures used in the following experiments were then
grown in the dark (22�C) with shaking (130 rpm). Cell cultures (4 d after
subculture) were treated with 40 mM (v/v) rotenone. Rotenone was purchased
from Sigma-Aldrich, and stocks were made in methanol (final volume of
methanol, 0.25% [v/v] in 120 mL of cell culture). Methanol (final volume,
0.25% [v/v]) was also applied on cell cultures as a control. Cells were collected
at intervals by filtration and washed with fresh Murashige and Skoog
medium. Fresh and dry weights of 10-mL aliquots of cell suspension were
determined. Cell viability was also checked by staining aliquots with
propidium iodide (2 mg mL21 final). The proportion of dead cells was counted
using an epifluorescence microscope (excitation, 546 nm; emission, 590 nm).
At least 300 cells were scored per treatment, time point, and flask.
Transcript Analysis
Total RNA from treated and control samples was extracted using the
Qiagen Plant RNeasy kit, and genomic DNA was removed using DNA-free
DNase (Ambion). Complete removal of both mitochondrial and nuclear DNA
was checked by PCR on diluted RNA prior to RT with random primers
(SuperScript III; Invitrogen). Quantitative PCR was performed with the
LightCycler 480 real-time PCR system (Roche) using the LightCycler 480
SYBR Green 1 Master Mix and the primer sets detailed in Supplemental Table
S3, originally developed by Clifton et al. (2005) and Falcon de Longevialle
et al. (2007). Microarray ATH1 chip hybridizations were conducted following
Affymetrix instructions using the same RNA samples as for the quantitative
RT-PCR. All experiments were done on three biological replicates. Microarray
data analysis was conducted using AVADIS (Strands). Arrays were normal-
ized using PLIER (for Probe Logarithmic Intensity Error). A stringent false
discovery rate correction was applied to P values when individual fold
changes were studied (Nettleton, 2006) but not when genes were studied in
functional groups. The latter was conducted using MapMan (Thimm et al.,
2004; http://gabi.rzpd.de/projects/MapMan/) with the Ath_AFFY_TAIR7
mapping file (Supplemental Table S1) or the functional groups defined in
Supplemental Table S2. A Benjamini-Hochberg correction was applied to the P
values calculated by the Wilcoxon rank sum test.
Isolation of Mitochondria from ArabidopsisCell Culture
Mitochondria were isolated and purified by differential centrifugations
followed by two Percoll step gradients according to the method of Millar et al.
(2001). After two final washes in Suc buffer (0.3 M Suc and 10 mM TES-NaOH,
pH 7.5) and centrifugations at 24,000g, 4�C, for 15 min, mitochondria were
resuspended in a small volume of Suc buffer. Mitochondrial proteins were
quantified using the Coomassie Plus Kit (Pierce). Aliquots of 50, 150, and 500
Early Metabolic Adjustments to Complex I Dysfunction
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Copyright © 2008 American Society of Plant Biologists. All rights reserved.
mg of mitochondrial proteins were immediately snap frozen in liquid nitrogen
and stored at 280�C until use. Respiration rates were determined on the
remaining fresh mitochondria.
Measurements of Oxygen on Whole Cells
and Mitochondria
Oxygen consumption was measured using a Clark-type oxygen electrode
(Hansatech Instrument) in 1 mL of reaction medium. Respiration on whole
Arabidopsis cell culture was performed at 22�C by suspending 300 mL of cell
culture in 700 mL of fresh cell medium. Total respiration was measured after
the addition of the uncoupler carbonyl cyanide m-chlorophenylhydrazone (4
mM). Subsequent addition of 1 mM nPG to inhibit the AOX pathway or 1 mM
KCN to inhibit the COX pathway allowed measurements of maximal activity
of the COX and AOX pathways, respectively. Respiration rates on isolated
mitochondria were determined at 25�C on 200 mg of mitochondrial proteins
suspended in the reaction medium (0.3 M Suc, 5 mM KH2PO4, 10 mM TES, 10
mM NaCl, 2 mM MgSO4, and 0.1% bovine serum albumin [w/v], pH 7.2).
Different substrates, cofactors, and inhibitors were successively added to the
reaction medium to modulate oxygen consumption by mitochondria. Total
respiration was measured in the presence of succinate (10 mM) and ATP (0.5
mM). Maximal capacity of the AOX pathway was measured after successive
additions of the complex III inhibitor myxothiazol (2.5 mM), activators of AOX,
pyruvate (10 mM), and the reductant DTT (5 mM), and finally the AOX
inhibitor nPG (0.5 mM). Respiration rate through the COX pathway was
measured in the presence of nPG (0.5 mM) and the complex IV inhibitor KCN
(1 mM). Total respiration was also measured in the presence of Glu (10 mM)
and malate (10 mM), which provide substrates for complex I and internal
NADH dehydrogenases through the TCA cycle. In this case, the pH of the
reaction medium was adjusted to 6.8. To Glu and malate were added
coenzyme A (12 mM), thiamine pyrophosphate (0.2 mM), NAD1 (2 mM), and
ADP (0.3 mM) in order to initiate electron transport. Rotenone (5 mM), nPG (0.5
mM), and KCN (1 mM) were then added. The capacity of mitochondria to use
external NADH was measured by additions of NADH (1 mM), CaCl2 (0.1 mM),
and ADP (0.3 mM) and then myxothiazol (2.5 mM), DTT (5 mM)/pyruvate (10
mM), and nPG (0.5 mM). Mitochondrial integrity was measured by following
oxygen uptake after the addition of ascorbate (10 mM), cytochrome c (25 mM),
and Triton X-100 (0.05%, w/v). In all experiments, it was consistently better
than 90%.
One-Dimensional SDS-PAGE and
AOX Immunodetection
In order to study AOX content and redox state in treated cells, one-
dimensional SDS-PAGE and western blot analysis were performed on mito-
chondrial proteins or on membrane proteins quickly extracted from whole
cells. For mitochondrial proteins, 50 mg of proteins was solubilized in sample
buffer (2% SDS, 125 mM Tris-HCl, 10% glycerol, 10% b-mercaptoethanol, and
0.002% bromphenol blue, pH 6.8) and heated at 95�C for 3 min before loading
onto a polyacrylamide gel. For isolated cell membranes, 0.5 g of cells was
ground at 4�C in 1 mL of an extraction buffer (0.45 M mannitol, 50 mM TES,
0.5% bovine serum albumin, 0.5% polyvinylpyrrolidone-40, 2 mM EGTA, 20
mM ascorbate, and a proteinase inhibitor tablet [Roche], pH 8.0) as described
by Noguchi et al. (2005). The homogenate was centrifuged for 5 min at 1,100g,
and the resulting supernatant was centrifuged for 5 min at 10,000g. The pellet
was resuspended in 200 mL of sample buffer (without b-mercaptoethanol),
and 50 mL was loaded onto a polyacrylamide gel. Cell samples were also
ground in extraction buffer including DTT (50 mM) that reduces AOX in its
monomer form or diamide (30 mM) that oxidizes AOX in its dimer form, and
membranes were resuspended in sample buffer including DTT or diamide.
Proteins were separated according to standard protocols using 12% (w/v)
polyacrylamide and 0.1% (w/v) SDS gels. For immunodetection, separated
proteins were transferred onto a polyvinylidene difluoride membrane (Immobilon-P;
Millipore) and incubated with a primary monoclonal antibody raised against
Sauromattum guttatum AOX (Elthon et al., 1989). A chemiluminescence detec-
tion system linked to horseradish peroxidase was used as a secondary
antibody (GE Healthcare). Images of the membrane were recorded using a
Luminescent Image Analyzer (LAS 100; Fuji).
BN-PAGE and Complex I Activity Assay
BN-PAGE was performed according to the method described by Jansch
et al. (1996). Mitochondrial proteins (500 mg) were solubilized with digitonin
(5% [w/v] digitonin, 150 mM acetate, 10% glycerol, and 30 mM HEPES-HCl,
pH 7.4), and after 20 min at 4�C, Serva Blue G (5%, v/v) was added to the
supernatant. The sample was then loaded onto a two-layer polyacrylamide gel
with a stacking gel and a separation gel (respectively 4% and 4.5%216%
acrylamide:bis-acrylamide [33:1] gels). Gels were stained with colloidal
Coomassie Brilliant Blue G250 or directly used for in-gel complex I activity
assay.
Complex I (NADH dehydrogenase) activity was measured after protein
separation by BN-PAGE according to Zerbetto et al. (1997). The gel was
washed for 5 min, four times, with distilled water and incubated in the
reaction medium (0.14 mM NADH, 1.22 mM nitroblue tetrazolium, and 0.1 M
Tris-HCl, pH 7.4). When the complex was visible as a dark-blue color band,
the reaction was stopped by transferring the gel in 40% methanol:10% acetic
acid (v/v).
Two-Dimensional Fluorescence DifferenceGel Electrophoresis
The two-dimensional fluorescence difference gel electrophoresis (2D-
DIGE) technology was used to allow comparison on one gel of mitochondrial
protein contents from two different samples: mitochondrial proteins from
control cells (treated with methanol) and mitochondrial proteins from rotenone-
treated cells. Proteins of each sample were first individually labeled with
CyDye fluorophores according to the manufacturer’s instructions (GE Health-
care). Proteins were precipitated by incubating purified mitochondria over-
night at 220�C in acetone. After centrifugation at 20,000g, 4�C for 20 min,
pellets were resuspended in 10 mL of DIGE lysis buffer (8 M urea, 4% CHAPS,
and 40 mM Tris, pH 8.5) and centrifuged again at 12,000g, 4�C for 10 min in
order to remove unsolubilized material. Fifty micrograms of proteins of each
sample (proteins from methanol- and rotenone-treated cells) were stained
with a different CyDye (Cy-2 or Cy-5) by addition of 400 pmol of dye (freshly
diluted in dimethylformamide) and incubation on ice in the dark for 30 min.
The reaction was stopped by incubating samples for 10 min on ice in the dark
with 10 nmol of Lys. An equal volume (12 mL) of DIGE lysis buffer with 22 mM
DTT was added to each sample. Each of the labeled protein samples was
mixed, and rehydration buffer (8 M urea, 4% CHAPS, 0.5% 3–10 nonlinear
immobilized pH gradient buffer, 18 mM DTT, and 0.001% [w/v] bromphenol
blue) was added to give a final volume of 450 mL. The mix was loaded onto a
strip of 24 cm in length with an immobilized nonlinear pH gradient of 3 to 10
(Immobiline DryStrip; GE Healthcare). Rehydration of the strips and the first
IEF dimension electrophoresis were performed on an IPGphor Unit (GE
Healthcare) using the following settings: 12 h at 30 V (rehydration step), 1 h at
500 V, 1-h gradient from 500 to 1,000 V, 1-h gradient from 1,000 to 3,000 V, 2-h
gradient from 3,000 to 8,000 V, and 5 h at 8,000 V. After IEF, strips were
incubated for 15 min in an equilibration buffer (6 M urea, 2% SDS, 26% glycerol,
65 mM DTT, 0.001% [w/v] bromphenol blue, and 50 mM Tris-HCl, pH 8.8) and
then for 15 min in an equilibration buffer containing iodoacetamide (6 M urea,
2% SDS, 26% glycerol, 135 mM DTT, 0.001% [w/v] bromphenol blue, and 50
mM Tris-HCl, pH 8.8). The equilibrated strips were then loaded on top of a 12%
acrylamide gel. Following separation, gels were scanned using the Typhoon
Trio Variable Mode Imager at a resolution of 100 (pixel size) with the
photomultiplier tube set to 500 V. Proteins were visualized using the Typhoon
Scanner Control software (version 5.0) and processed (quantification) using
DeCyder 2-D Differential Analysis software version 6.5 (GE Healthcare). In
order to get statistical significance from these experiments, three sets of
proteins (control and ‘‘rotenone’’ proteins) from three independent experi-
ments were labeled and submitted to electrophoresis. Standard gels were also
used, and precipitation, IEF, and SDS-PAGE were run in parallel with labeled
samples. These standard gels were loaded with a mix of 150 mg of each protein
sample (control and rotenone). After electrophoresis, proteins were visualized
by colloidal Coomassie Brilliant Blue G250 staining (Sweetlove et al., 2002).
The aims of these gels were to check profiles between labeled and unlabeled
samples and to allow the identification of proteins by excising gel spots from
colloidal Coomassie Brilliant Blue-stained gels.
Identification of Proteins by Liquid
Chromatography-Tandem Mass Spectrometry
Gel spots to be analyzed were cut from colloidal Coomassie Brilliant Blue-
stained gels. Proteins were digested with trypsin (trypsin sequencing grade;
Roche Diagnostic) according to Sweetlove et al. (2001). Prior to mass spec-
trometry, peptides were resuspended in 5% acetonitrile/0.1% formic acid (v/v).
Garmier et al.
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Copyright © 2008 American Society of Plant Biologists. All rights reserved.
Samples were analyzed with an Agilent 1100 series capillary liquid chroma-
tography system and an Agilent Technologies XCT Ultra IonTrap with an
electrospray ionization source equipped with a low-flow nebulizer in positive
mode controlled by Chemstation (Rev B.01.03 [204]; Agilent Technologies) and
MSD Trap Control version 6.0 (Build 38.15) software (Bruker Daltonik).
Samples were loaded with the Agilent 1100 series capillary liquid chroma-
tography system onto a 0.5- 3 50-mm C18 (5 mm, 100 A) reverse-phase column
(Higgins Analytical) with a C18 OPTI-GUARD guard column (Optimize
Technologies) at 10 mL min21 equilibrated with 5% acetonitrile and 0.1%
formic acid under a regulated temperature of 50�C. Peptides were eluted from
the C18 reverse-phase column at 10 mL min21 into the XCT Ultra by a 9-min
acetonitrile gradient (5%260%) in 0.1% formic acid at 50�C. Initial ion
detection utilized a mass range of 200 to 1,400 mass-to-charge ratio (m/z)
with a scan mode set to 8,100 m/z per second. Ions reaching an intensity of
80,000 counts per second were sent to tandem mass spectrometry (MS/MS)
analysis, and two precursors were selected for the initial MS scan. MS/MS
conditions employed SmartFrag for ion fragmentation (scan range, 70–2,200
m/z). Resulting MS/MS spectra were exported from the Data Analysis for the
LC/MSD Trap version 3.3 (Build 149) software package (Bruker Daltonik)
using default parameters for AutoMS(n) and compound Export. For protein
identification, data generated from MS/MS spectra were blasted against The
Arabidopsis Information Resource (release 6) Arabidopsis database using the
Mascot search engine (Matrix Sciences). Searches were conducted with
parameters set at error tolerances of 61.2 for MS and 60.6 for MS/MS and
with ‘‘max. missed cleavages’’ set to 1. Results were filtered using ‘‘standard
scoring,’’ ‘‘max. number of hits’’ set to 20, and ‘‘significance threshold’’ at
P , 0.05.
TCA Cycle and Glycolysis Activity Measurements
Activities were measured on purified mitochondria according to methods
optimized for plant mitochondrial activities: aconitase (EC 4.2.1.3), NAD-ME
(EC 1.1.1.39), pyruvate dehydrogenase complex (PDC), and 2-oxoglutarate
dehydrogenase complex (OGDC) as described by Millar et al. (1999); NAD-
and NADP-dependent ICDH (EC 1.1.1.41 and 1.1.1.42) as described by Millar
et al. (1999) and Rasmusson and Møller (1990). Fru-1,6-bisP aldolase (EC
4.1.2.13) and GAPDH (EC 1.2.1.12) activities were measured on isolated
mitochondria and whole cell extracts as described by Bardey et al. (2005).
Triton X-100 (0.05%, v/v) was added to reaction media in order to solubilize
membranes. PDC, OGDC, NAD-ME, NAD(P)-ICDH, and aconitase activities
were assessed on 25 to 50 mg of proteins, and GAPDH and Fru-1,6-bisP
aldolase were assessed on 100 and 200 mg, respectively.
Metabolite Extraction and GC-MS Analysis
Metabolites were extracted from frozen Arabidopsis cells according to a
method adapted from Roessner-Tunali et al. (2003). Frozen cells (approxi-
mately 50 mg) were ground to a fine powder (without thawing) in a ball mill
and extracted with metabolite extraction medium (85% [v/v] HPLC-grade
methanol [Sigma], 15% [v/v] untreated MilliQ water, and 100 ng mL21 ribitol)
for 15 min at 65�C with 1,400 rpm shaking. Tubes were centrifuged for 10 min
at 20,000g and 4�C in order to pellet cell debris. Supernatants (50 mL) were
dried for 2 h in a SpeedVac system. Prior to GC-MS analysis, polar metabolites
were derivatized. A first derivatization was performed by addition of 20 mL of
methoxyamine hydrochloride (stock solution of 20 mg mL21 in pyridine) on
the dry metabolite pellet and incubation for 90 min at 30�C with shaking (1,400
rpm). A second derivatization was performed by addition of 30 mL of
N-methyl-N-(trimethylsilyl)trifluoroacetamide (Sigma Aldrich) and incubation
for 30 min at 37�C with shaking (1,400 rpm). Ten microliters of a retention time
standard mixture (0.29% [v/v] n-dodecane, 0.29% [v/v] n-pentadecane, 0.29%
[w/v] n-nonadecane, 0.29% [w/v] n-docosane, 0.29% [w/v] n-octacosane,
0.29% [w/v] n-dotriacontane, and 0.29% [w/v] n-hexatriacontane dissolved in
anhydrous pyridine) was then added to each tube, and the samples were
transferred to GC-MS vials for analysis.
Derivatized metabolite samples were analyzed on an Agilent GC/MSD
system composed of an Agilent GC 6890N gas chromatograph fitted with a
7683B Automatic Liquid Sampler and 5975B Inert MSD quadrupole MS
detector (Agilent Technologies). The gas chromatograph was fitted with a
0.25-mm i.d., 0.25-mm film thickness, 30-m Varian FactorFour VF-5ms capil-
lary column with 10 m integrated guard column (Varian). GC-MS run con-
ditions were essentially as described for GC-quadrupole-MS metabolite
profiling on the Golm Metabolome Database Web site (http://csbdb.mpimp-golm.
mpg.de/csbdb/gmd/analytic/gmd_meth.html; Kopka et al., 2005). Samples
were injected into the split/splitless injector operating in splitless mode with
an injection volume of 1 mL, purge flow of 50 mL min21, purge time of 1 min,
and a constant inlet temperature of 300�C. Helium carrier gas flow rate was
held constant at 1 mL min21. The GC column oven was held at the initial
temperature of 70�C for 1 min before being increased to 76�C at 1�C min21 and
then to 325�C at 6�C min21 before being held at 325�C for 10 min. Total run
time was 58.5 min. Transfer line temperature was 300�C. MS source temper-
ature was 230�C. Quadrupole temperature was 150�C. Electron impact ion-
ization energy was 70 eV, and the MS detector was operated in full scan mode
in the range 40 to 600 m/z with a scan rate of 2.6 Hz. The MSD was pretuned
against perfluorotributylamine mass calibrant using the ‘‘atune.u’’ autotune
method provided with Agilent GC/MSD Productivity ChemStation Software
(version D.02.00 SP1; Agilent Technologies). Raw GC-MS data preprocessing
and statistical analysis were carried out using in-house Metabolome-Express
software (version 1.0). Detailed methods are supplied as Supplemental
Materials and Methods S1.
Ascorbate and Glutathione Assays
After collection, cells were snap frozen in liquid nitrogen and stored at
280�C. Frozen cells were ground to a fine powder with liquid nitrogen and
homogenized in 1 M perchloric acid (with a cell biomass:perchloric acid ratio
of 1:5 [w/v]). After centrifugation for 15 min at 15,000g and 4�C, a volume of
0.1 mL of 0.12 M NaH2PO4 (pH 5.6) was added to 0.5 mL of supernatant and
the pH was adjusted to a value between 5 and 6 with 2.5 M K2CO3. Insoluble
KClO4 was removed from samples by centrifugation at 15,000g for 5 min at
4�C. Ascorbate and glutathione were determined in the same supernatant by
spectrophotometry as described by Dutilleul et al. (2003b).
Statistical Analysis
ANOVA was performed with StatBox 6.6 software (Grimmersoft). Data are
expressed as means 6 SE or SD as specified.
Supplemental Data
The following materials are available in the online version of this article.
Supplemental Figure S1. Continuity of rotenone inhibition during the
time course of cell treatment.
Supplemental Figure S2. Analysis of respiratory rates of whole cells and
isolated mitochondria and analysis of mitochondrial OxPhos com-
plexes by BN-PAGE after rotenone treatment.
Supplemental Figure S3. Transcriptional response of mitochondria-
encoded genes for mitochondrial components following rotenone
treatment.
Supplemental Table S1. Microarray analysis of the transcription response
of nucleus-encoded genes to rotenone treatment.
Supplemental Table S2. Microarray analysis of the transcription response
of nucleus-encoded genes for mitochondrial components to rotenone
treatment.
Supplemental Table S3. Primer sequences used in the quantitative
RT-PCR experiments.
Supplemental Materials and Methods S1. Detailed methodology of
GC-MS data analysis.
ACKNOWLEDGMENTS
From the Australian Research Council Centre of Excellence in Plant
Energy Biology, we thank Holger Eubel, Alison M. Winger, and Etienne H.
Meyer for assistance with BN-PAGE and 2D-DIGE technologies and Joshua L.
Heazlewood for advice and assistance with peptide mass spectrometry.
Received July 5, 2008; accepted September 5, 2008; published September 10,
2008.
Early Metabolic Adjustments to Complex I Dysfunction
Plant Physiol. Vol. 148, 2008 1339 www.plant.org on January 2, 2016 - Published by www.plantphysiol.orgDownloaded from
Copyright © 2008 American Society of Plant Biologists. All rights reserved.
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