When mitochondrial respiration or ubiquinone production is inhibited in Caenorhabditis elegans, behavioral rates are slowed and lifespan is extended. Here, we show that these perturbations increase the expression of cell-protective and metabolic genes and the abundance of mitochondrial DNA. This response is similar to the response triggered by inhibiting respiration in yeast and mammalian cells, termed the “retrograde response”. As in yeast, genes switched on in C. elegans mitochondrial mutants extend lifespan, suggesting an underlying evolutionary conservation of mechanism. Inhibition of fstr-1, a potential signaling gene that is up-regulated in clk-1 (ubiquinone-defective) mutants, and its close homolog fstr-2 prevents the expression of many retrograde-response genes and accelerates clk-1 behavioral and aging rates. Thus, clk-1 mutants live in “slow motion” because of a fstr-1/2–dependent pathway that responds to ubiquinone. Loss of fstr-1/2 does not suppress the phenotypes of all long-lived mitochondrial mutants. Thus, although different mitochondrial perturbations activate similar transcriptional and physiological responses, they do so in different ways.
Mitochondrial respiration generates energy in the form of adenosine triphospate (ATP), a molecule that powers many cellular processes. When respiration is inhibited in C. elegans, rates of behavior and growth are slowed and, interestingly, lifespan is extended. In this study, we investigated the mechanism of this response. We find that inhibiting respiration increases the expression of genes predicted to protect and metabolically remodel the animal. This pattern of gene expression is reminiscent of the expression profile of long-lived respiration-defective yeast, suggesting ancient evolutionary conservation. Mutations in clk-1, which inhibit the synthesis of the respiratory-chain factor ubiquinone, produce gene expression, longevity, and behavioral phenotypes similar to those produced by inhibiting components of the respiratory chain. We find that knocking down the activities of two similar genes—fsrt-1 and fstr-2—accelerates the behaviors and aging rates of clk-1 mutants and inhibits the clk-1(−) transcriptional response. Thus, fstr-1/2, which encode potential signaling proteins, appear to be part of a mechanism that actively slows rates of growth, behavior, and aging in response to altered ubiquinone synthesis. Unexpectedly, fsrt-1/2 are not required for the longevity and behavioral phenotypes produced by inhibiting the gene isp-1, which encodes a different component of the respiratory chain. Our findings suggest that different types of mitochondrial perturbations activate distinct pathways that converge on similar downstream processes to slow behavioral rates and extend lifespan.
Citation: Cristina D, Cary M, Lunceford A, Clarke C, Kenyon C (2009) A Regulated Response to Impaired Respiration Slows Behavioral Rates and Increases Lifespan in Caenorhabditis elegans. PLoS Genet 5(4): e1000450. https://doi.org/10.1371/journal.pgen.1000450
Editor: Susan E. Mango, Huntsman Cancer Institute, United States of America
Received: October 13, 2008; Accepted: March 11, 2009; Published: April 10, 2009
Copyright: © 2009 Cristina et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Funding: This work was supported by a predoctoral fellowship to DC from the Portuguese Foundation for Science and Technology and by the Gulbenkian Foundation; a predoctoral fellowship to MC from the UCSF Hillblom Center for the Biology of Aging; by a grant from the NIH to CC; and by funds from the NIH and Peter Thiel to CK, who is an American Cancer Society Professor and a founder and director of Elixir Pharmaceuticals. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Competing interests: The authors have declared that no competing interests exist.
Mitochondria generate most of the cell's energy as well as its reactive oxygen species (ROS), and mitochondrial dysfunction can cause disease and accelerate aging. Paradoxically, mitochondrial dysfunction can also increase longevity. Yeast petite mutants, which lack mitochondrial DNA and do not carry out respiration, have an increased replicative lifespan . In C. elegans, two types of mutations that affect mitochondrial function also increase lifespan. The first type reduces respiration substantially. One such mutant, isp-1(qm150), was identified in an EMS screen for mutants with delayed development and defecation rates. These animals harbor a mutation in an iron-sulfur protein in complex III of the electron transport chain and have reduced rates of oxygen consumption . In addition, two independent RNA interference (RNAi) longevity screens revealed that knock-down of genes encoding components of the respiratory chain or ATP synthase decreased ATP production and rates of respiration, reduced behavioral rates and increased lifespan ,. Respiratory-chain RNAi-treated animals are smaller than isp-1 mutants ,, implying either a more severe reduction in respiration or, conceivably, a qualitatively different response. Interestingly, a mutation that reduces the level of the respiratory-chain component cytochrome c oxidase extends the lifespan of mice , suggesting that the underlying mechanism may be conserved in higher animals.
The second type of mitochondrial mutant is exemplified by clk-1 mutants, which are also long lived and have reduced behavioral rates . clk-1 mutants lack a mitochondrial hydroxylase necessary for synthesis of ubiquinone, a prenylated benzoquinone required for shuttling electrons from complexes I and II to complex III during respiration . Oxidative phosphorylation measurements in isolated mitochondria have shown that clk-1 mutations reduce electron transport between complex I and III, but not between complex II and III . In yeast, the clk-1 homologue COQ7 is necessary for respiration, and coq7 mutants are unable to grow on non-fermentable carbon sources. In contrast, C. elegans clk-1 mutants are not only viable, but they have nearly normal levels of respiration and ATP ,. clk-1 mutants compensate for the lack of endogenous ubiquinone, Q9 (the subscript refers to the number of isoprene units) with bacterial Q8, provided in their diet ,. In the absence of clk-1, the animals accumulate the Q9 precursor demethoxyubiquinone (DMQ9). There is some debate over what role DMQ9 plays in the clk-1 phenotypes, but the data suggest that they are caused by the absence of Q9 ,,. Mice with reduced levels of Mclk-1 are also long lived ; though curiously, these mice do not have reduced Q9 levels .
How do these mitochondrial mutations extend lifespan? Because respiration is the major source of ROS, which could potentially accelerate aging, a simple explanation for the increased longevity of animals with reduced respiration is that they generate less ROS as the animal ages. However, timed RNAi experiments indicate that respiratory-chain activity must be reduced during development for lifespan extension. Adult-only RNAi treatments reduce ATP levels and slow behavioral rates but do not extend lifespan ,. If reducing mitochondrial respiration extended lifespan by reducing the level of ROS produced during the aging process itself, then one might expect reducing respiration at any time would extend lifespan. In addition, lifespan extension does not correlate with resistance to the oxidative stressor paraquat  or levels of protein carbonylation . Likewise, little is known about the mechanism by which clk-1 mutations, which have relatively small effects on respiration, extend lifespan. Overexpression of clk-1 shortens lifespan and increases movement rates in C. elegans  suggesting that whatever the mechanism, its influence on longevity and rates of living is rate limiting in the animal.
In previous studies, mutations that suppress the slowed defecation phenotype (but not other defects) of clk-1 mutants have been found . One of these suppressor genes, dsc-1, has been cloned and found to a encode homeodomain protein ; however, in general their mode of action is not well understood. Several interesting studies have associated a clk-1 germ-line phenotype with altered ROS signaling, and showed that sod-1 mutations can partially suppress clk-1 mutant's developmental delays ,. This is suggestive that clk-1 mutations may alter ROS signaling in cells.
How might mutations affecting respiration and ubiquinone biosynthesis slow behaviors and extend the lifespan of C. elegans? One possibility is that these perturbations trigger a transcriptional response that alters the animal's physiology and lifespan. In yeast, loss of mitochondrial DNA is known to induce a robust transcriptional response. This change in gene expression has been called the “retrograde response”, because it implies a reversal in the normal direction of information flow between the mitochondria and nucleus ,,. The genes expressed during the yeast retrograde response lead to a metabolic remodeling of the cell, heat-shock resistance, and increased mitochondrial biogenesis ,,,. The retrograde response has been shown to be required for the increased longevity of these so-called yeast “petites”. Thus, lifespan extension in these yeast cells is actively regulated, and not simply a passive consequence of decreased respiration. A gene expression profile similar to the yeast retrograde response has been observed in cultured mammalian cells when mitochondrial DNA is depleted using ethidium bromide, suggesting that this transcriptional response has been conserved evolutionarily .
The retrograde response may be a compensatory reaction to the normal decline in mitochondrial function seen with age, since it is observed in older cells . Whether it could potentially play a role in longevity determination in multicellular organisms is not known. Consistent with this possibility, C. elegans isp-1 mutants have increased levels of expression of at least one protective gene, the superoxide dismutase sod-3 . In this study, we carried out microarray analysis of C. elegans mitochondrial mutants to test the hypothesis that a transcriptional response to mitochondrial perturbation slows the animal's rates of behavior and aging.
clk-1 Mutants Exhibit a Conserved Gene Expression Profile
clk-1 mutants are enigmatic because they exhibit a respiration-defective behavioral and longevity phenotype without having major changes in respiration . For gene expression profiling, we grew synchronized populations of clk-1(qm30) mutants and wild-type (N2) animals and collected them as pre-fertile adults. One thousand seven genes (listed in Supplementary Table 5) were found to be differentially expressed and were ranked using the SAM (Significance Analysis of Microarrays) tool  using a False Discovery Rate (FDR) of ∼0.1 as cut-off. Interestingly, the majority of the genes in this group (99%) were up-regulated relative to wild type, as was also the case in yeast petites ,.
The genes were assigned to Gene-Ontology (GO) categories using the software BiNGO , and several GO categories were found to be overrepresented (Figure 1). The nature of these categories suggested that clk-1 mutants undergo significant metabolic reorganization and, in addition, activate a stress response similar to that elicited by xenobiotics. For example, GO categories 6006, 6007, and 6096 include genes involved in glycolysis; GO categories 16835 and 44275 include genes potentially involved in glycolysis, gluconeogenesis or anaplerotic pathways; GO category 32787 contains genes involved in anaplerotic reactions (which generate Krebs cycle intermediates); GO categories 9072, 9074 and 30170 encompass genes involved in amino acid metabolism; GO categories 6825 and 5375 include genes involved in Cu transport; GO category 6629 includes genes involved in lipid metabolism; GO category 46040 includes genes involved in nucleotide metabolism; and GO categories 4499 and 16758 include genes involved in xenobiotic response and maintenance of cellular redox state.
Tables A and B show the p-values for the most significant GO categories found in isp-1(−), clk-1(−) and cyc-1(RNAi) animals (p<0.1; FDR<0.1 in at least one mutant) (red represents more significant, yellow represents less significant). The “yeast petite” column indicates whether each GO category found in one or more of the C. elegans mutants was also overrepresented in petite yeast data sets. GO categories are aggregated into GO “branches” (same cell in table) if they are part of the same GO hierarchy and are directly related to each other. NS represents non-significant, for GO categories that were below our cut-off. NA represents not available, for GO categories that had no annotated genes in yeast or for situations in which no expression data was available for that category. GO categories were separated into two tables (A and B). A) GO categories present in two or more C. elegans mitochondrial mutants. All overlap sets, both between different combinations of two mutants, as well as between all three mutants, are highly significant (p<0.001). In addition, the number of categories shared between all three C. elegans mutants and yeast “petites” is also much higher than expected by random chance (p<0.001; one would expect 2 categories by random chance). B) GO categories present in only one mitochondrial mutant. Categories that were present in only one mutant were also less likely to be present in the yeast petite dataset. Note that cell-protective genes are not well annotated as distinct GO classes in current C. elegans data bases (i.e., WormBase).
When we looked at individual genes, we observed up-regulation of genes encoding enzymes required for glycolysis, such as GPD-2, GPD-3, (gliceraldehyde 3-phosphate dehydrogenase), T05D4.1 (aldolase A homologue), and LDH-1 (lactate dehydrogenase). GEI-7, which is an enzyme necessary for the glyoxylate cycle in worms (see Discussion), was also up-regulated. We also observed increased expression of an isocitrate dehydrogenase, C30G12.2, likely involved in the Krebs cycle, and other alcohol dehydrogenases (dhs-29, dhs-3) that could potentially act in anaplerotic pathways. We found increased expression of proteins involved in oxidative phosphorylation, such as asg-2 (subunit of ATP synthase complex) and F17A9.4 (NADH oxidoreductase). Also, several genes coding for enzymes involved in amino acid and nucleotide metabolism were up-regulated in clk-1 mutants. There was also a significant increase in enzymes involved in cellular detoxification, including UDP-glycosyl transferases (UGT-53, UGT-13, UGT-43, UGT-6, UGT-39), gluthathione S-transferases (GST-4, GST-13, GST-36), superoxide dismutase (SOD-3), flavin-containing monooxygenases (FMO-1, FMO-3) and other gene classes potentially involved in xenobiotic metabolism (cytochrome P450s, alcohol dehydrogenases and ABC transporters).
To compare the transcriptional profile of clk-1 mutants to the yeast retrograde-response genes, we referred to two previous publications studying the effects of inhibiting mitochondrial respiration in yeast petites ,. We applied BiNGO software to the most differentially expressed genes reported in those studies and compared the yeast-petite GO categories to those of clk-1 mutants. Among the top ranking GO categories (p<0.1), we observed a remarkable degree of similarity (p<0.001) between the clk-1 and yeast petite BiNGO categories (Figure 1).
One of the hallmarks of the yeast response to respiration inhibition is an increase in mitochondrial biogenesis . To test whether there might be an increase in mitochondrial biogenesis in clk-1 mutants, we used Real-Time qPCR to quantify mitochondrial DNA. Total mtDNA was measured relative to genomic DNA, which provided the average number of mitochondrial genomes per cell in a population of worms (see Methods). We observed a significant increase in mitochondrial DNA levels (Figure 2). Together, these data suggest that clk-1 mutants exhibit a response to mitochondrial dysfunction that is similar to the yeast retrograde response.
Percent increase in total mitochondrial DNA relative to wild type is shown, as measured by qPCR. Data are shown for two different mitochondrial primer pairs across five independent biological repeats. (*) indicates significance of p<0.05 after Bonferroni multiple comparison correction. Error bars are ±SEM. clk-1(−) primer set A: m (mean) = 1.31±0.07, primer set B: m = 1.29±0.08; cyc-1(RNAi) primer set A: m = 1.07±0.03, primer set B: m = 1.08±0.03; isp-1(−) primer set A: m = 1.35±0.14, primer set B: m = 1.21±0.13.
fstr-1/2 and aqp-1 Contribute to the Increased Longevity of clk-1 Mutants
To identify genes necessary for the increased longevity of clk-1(−) animals, we compiled a list of differentially expressed genes from populations of L4 (late larval stage) as well as prefertile adults (see Methods). We included L4 animals in this set because previous work has shown that the L4 period is the critical period for lifespan determination in at least some mitochondrial mutants  (and data not shown). We picked the 75 top differentially expressed genes ranked using the SAM software package, inhibited their functions using RNAi and measured lifespan. Out of the initial list of 75, we collected lifespan data for 63 genes over two independent trials (Table S1). We established a significance cut-off of p<0.05 and selected RNAi clones that decreased clk-1 longevity significantly in both trials or were statistically significant in one experiment and showed a decrease of at least 5% in the other (a 5% decrease in overall lifespan corresponds to an ∼25% decrease in the lifespan extension produced by clk-1 mutation). We retested the positive clones in clk-1(−) and wild-type animals for effects on longevity (Table S2). Out of 63 RNAi clones tested, only two decreased clk-1 mutant longevity in all three trials (Figure 3A and 3B). Neither of these clones significantly shortened wild-type lifespan, suggesting that they may play a role specifically in clk-1 mutant lifespan (Figure S1). One of these clones corresponded to aqp-1, which encodes a glycerol channel . aqp-1 RNAi decreased the lifespan extension that would normally be produced by clk-1 mutations from 26% to 7% (p<0.05) and from 17% to 0% (p<0.0001), and did not affect wild-type longevity in two separate experiments (Figure S1). Interestingly, aqp-1 (also called dod-4) has already been shown to contribute to the long lifespan of daf-2 insulin/IGF-1-receptor mutants . The other RNAi clone, corresponding to a gene we call fstr-1 (for “faster”, also known as gfi-1) decreased the lifespan extension produced by clk-1 mutations from 26% to 3% (p<0.01) and from 17% to 0% (p<0.0001) while not affecting wild-type lifespan in two separate experiments. The effects of aqp-1 RNAi and fstr-1 RNAi on the longevity of clk-1 mutants were tested three times, with consistent results, although the extent of suppression varied between experiments (Tables S1 and S2, Figure S1). We examined the genome for the possibility that fstr-1 RNAi might cross-inhibit another gene, and found that the RNAi clone was likely to knock down a close homolog (with 96% protein sequence identity) located next to fstr-1 that did not exhibit clk-1-dependent regulation in our microarray analysis. We call this gene fstr-2, and henceforth we refer to their combined functions, as inferred from RNAi, as fstr-1/2 function.
A) aqp-1 RNAi significantly decreased the lifespan extension produced by clk-1 mutations from 26% (control) to 7%; p<0.05 (left panel) and from 17% (control) to 0%; p<0.0001 (right panel). Left panel - WT subjected to control (vector-only) RNAi: N = 103, m = 13.4 days; clk-1(−) mutants subjected to control RNAi: N = 105, m = 16.9 days; clk-1(−) mutants subjected to aqp-1 RNAi: N = 105, m = 14.4 days. Right panel - WT subjected to control (vector-only) RNAi: N = 77, m = 15.1 days; clk-1(−) mutants subjected to control RNAi: N = 137, m = 17.3 days; clk-1(−) mutants subjected to aqp-1 RNAi: N = 70, m = 15.1 days. aqp-1 RNAi did not significantly affect WT lifespan (Figure S1). B) fstr-1/2 RNAi significantly decreased the lifespan extension produced by clk-1 mutation from 26% to 3%, p<0.01 (left panel) and from 17% (control) to 0%; p<0.0001 (right panel). Left panel - WT subjected to control RNAi, same as in Figure 2A; clk-1(−) mutants subjected to control RNAi, same as in Figure 2A; clk-1(−) mutants subjected to fstr-1/2 RNAi: N = 108, m = 13.8 days. Right Panel - WT subjected to control (vector-only) RNAi: N = 77, m = 15.1 days; clk-1(−) mutants subjected to control RNAi: N = 137, m = 17.3 days; clk-1(−) mutants subjected to fstr-1/2 RNAi: N = 63, m = 14.5 days. fstr-1/2 RNAi did not significantly affect WT lifespan (Figure S1). C) cdr-2 RNAi suppressed the longevity increase produced by isp-1 mutation from 43% to 26% (p<0.001) and did not significantly affect wild-type longevity. WT subjected to control RNAi: N = 90, m = 18.1 days; WT subjected to cdr-2 RNAi: N = 87, m = 19.1 days; isp-1(−) mutants subjected to control RNAi: N = 89, m = 22.4 days; isp-1 (−) mutants subjected to cdr-2 RNAi: N = 89, m = 20.1 days. In a second trial, cdr-2 RNAi decreased the lifespan extension produced by isp-1 mutation from 24% to 11% (p<0.001) (Table S4). Lifespans were determined at 20°C. D) fstr-1/2 RNAi did not shorten the lifespan of isp-1 mutants. isp-1(−) mutants subjected to control RNAi: N = 108, m = 24.6 days; isp-1 (−) mutants subjected to fstr-1/2 RNAi: N = 104, m = 23.6 days. These experiments were repeated twice more with similar results (Table S4).
fstr-1/2 Knockdown Increases the Behavioral Rates of clk-1 Mutants
In addition to increased longevity, the most striking phenotypes of C. elegans mitochondrial mutants are their decreased behavioral rates. In principle, these rates could decrease as a direct consequence of impaired mitochondrial function. Alternatively, it is possible that their slowed behavioral rates reflect a regulated response to mitochondrial perturbation; simply speaking, they slow down to conserve energy. To look for genes that slow the behaviors of clk-1 mutants, we inhibited the top 100 up-regulated genes from microarrays of L4 and pre-fertile adults using RNAi and measured time it took for L1 larvae to develop to adulthood. We found that knockdown of fstr-1/2 in clk-1 mutants consistently increased the rate of growth to adulthood (Figure 4A). This phenotype was most striking when the animals were examined 75–80 hours after hatching. At this time, no control clk-1(−) mutants had reached adulthood, whereas 95–100% of the fstr-1/2 RNAi treated animals were adults. fstr-1/2 RNAi treatment also increased the behavioral rates of clk-1(−) animals, as measured by thrashing and pumping (Fig 4B and 4C). These effects were not observed in wild type; in fact, in wild type, knock-down of these genes had the opposite effect, slowing development and decreasing rates of thrashing and pumping.
A) Time to adulthood. clk-1 mutants take much longer to reach adulthood than wild-type animals. This rate of development is accelerated by fstr-1/2 RNAi. In contrast, fstr-1/2 RNAi slowed the growth rate of wild type. These effects were very robust and were observed in every experiment. WT subjected to control RNAi: 47.4±1.6 hours; WT subjected to fstr-1/2 RNAi: 53.2±1.7 hours; clk-1(−) mutants subjected to control RNAi: 82.2±1.2 hours; clk-1(−) mutants subjected to fstr-1/2 RNAi: 72±1.7 hours. B) Boxplots illustrating thrashing rates measured on day 3 of adulthood. fstr-1/2 RNAi treatment significantly reduced the average thrashing rate of wild-type animals and significantly increased the average thrashing rate of clk-1(−) mutants. WT subjected to control RNAi: 115.6±3.1 thrashes/min; WT subjected to fstr-1/2 RNAi: 97.5±4.3 thrashes/min; clk-1(−) mutants subjected to control RNAi: 61.2±5 thrashes/min; clk-1(−) mutants subjected to fstr-1/2 RNAi: 78.9±5.7 thrashes/min. C) Boxplots illustrating pumping rates. fstr-1/2 RNAi decreased the average pumping rate of wild type and increased the pumping rate of clk-1(−) mutants. WT subjected to control RNAi: 273.3±41.1 pumps/min; WT subjected to fstr-1/2 RNAi: 231.8±24.7 pumps/min; clk-1(−) mutants subjected to control RNAi: 188.5±41 pumps/min; clk-1(−) mutants subjected to fstr-1/2 RNAi: 238.9±36.4 pumps/min. In Figs. 3A, 3B and 3C, error bars depict SEM; * depicts a significance of p<0.05 when compared to controls, ** depicts a significance of p<0.008 when compared to controls, ¥¥ depicts a significance of p<0.008. P<0.008 is the cut-off set by the Bonferroni correction for multiple comparisons. D) HPLC analysis of quinone content. The chromatograms show a representative run of three independent experiments for each of the different conditions (WT subjected to control RNAi, WT subjected to fstr-1/2 RNAi, clk-1(−) mutants subjected to control RNAi and clk-1(−) mutants subjected to fstr-1/2 RNAi). The Q9 peak is absent from clk-1(−) animals and instead the intermediate DMQ9 peak is present. fstr-1/2 RNAi had no effect on Q9 levels in wild-type or clk-1(−) mutants, in clk-1 mutants Q9 levels remained below the detection threshold.
To test whether fstr-1/2 RNAi somehow restored wild-type clk-1 function, we examined ubiquinone profiles. Using HPLC, we observed the expected decrease in UQ9 and increase in DMQ9 in clk-1 mutants, and we observed the same mutant pattern of ubiquinone species in clk-1 mutants subjected to fstr-1/2 RNAi (Figure 4D). Thus, fstr-1/2 RNAi suppresses the phenotypes of animals that still have an altered, Clk-1(−), pattern of ubiquinone species. This suggests that the wild-type fstr-1/2 gene slows behavior and extends lifespan in response to the changes in ubiquinone produced by clk-1 mutations.
fstr-1/2 Is Necessary for Gene Expression Changes in clk-1 Mutants
Next we asked whether FSTR-1/2 modulates the clk-1 mutant phenotype by influencing the retrograde response. Using real-time qPCR, we looked at the effects of fstr-1/2 RNAi on the expression levels of five of the genes whose expression was most significantly up-regulated in the microarrays: gpd-2, a glyceraldehyde 3-phosphate dehydrogenase involved in glycolysis; T22B7.7, an Acyl-CoA thioesterase, involved in anaplerotic reactions; dhs-26, an alcohol dehydrogenase; ugt-43, an UDP-glucoronosyl transferase; and the aquaporin gene aqp-1. The qPCR data confirmed the microarray studies, in that all of these genes were up-regulated in clk-1 mutants. We found that fstr-1/2 RNAi significantly and consistently decreased expression of these genes in a clk-1(−) background (Figure 5) but not in wild type (Figure S2). Thus, the gene expression changes observed in clk-1 mutants are at least partially dependent on fstr-1/2. Together these findings suggest that in clk-1 mutants, fstr-1/2(+) decreases rates of behavior and extends lifespan by triggering downstream changes in gene expression.
The graph shows the effect of fstr-1/2 RNAi on the degree of up-regulation of the five individual clk-1 retrograde-response genes we examined, as determined by quantitative RT-PCR. (**) represents a significance of p<0.01, (*) represents a significance of p<0.05, in comparing mRNA levels from clk-1(−); fstr-1/2(RNAi) animals vs. clk-1(−) control animals. Each bar represents the average of 3 independent biological repeats. Error bars are ±SEM. clk-1(−) animals subjected to control RNAi showed significantly higher expression than did wild type subjected to control RNAi (p<0.05) for all genes tested. With the exception of gpd-2, all genes showed a significant decrease in expression (p<0.05) in the presence of fstr-1/2 RNAi. Note that gpd-2 shared the trend, with p = 0.061, and was clearly affected when assayed using the pgpd-2::gfp reporter in vivo (Figure 7 and Figure S5).
fstr-1(+) May Act in the Intestine and/or Nervous System to Slow Down clk-1 Mutants
Because fstr-1 is up-regulated in clk-1 mutants, we were particularly interested to learn where in the animal it was expressed. To investigate this, we generated transgenic animals expressing the fluorescent protein mCherry under the control of the fstr-1 promoter. We observed strong expression in three neurons located in the head and throughout the intestine, particularly in the anterior intestinal cells (Figure 6). We identified the three neurons as RIH and I1L/R. RIH is a nerve-ring interneuron of unknown function and I1L/R are pharyngeal interneurons that regulate pharyngeal pumping rates in response to touch and removal of bacteria. We saw the same pattern of expression in the clk-1(−) mutant and wild-type, but the intensity of expression was increased in the mutant, consistent with our qRT-PCR and microarray data. Together these findings suggest that fstr-1 acts in the intestine and/or in specific neurons to slow the rates of aging and behavior in clk-1 mutants.
The figure shows the expression of a pfstr-1::mCherry promoter fusion in clk-1(−) mutants. The transgene is expressed in the intestine, especially in anterior cells, as well as in RIH and I1L/R neurons. Small arrows point to cell bodies of I1L/R neurons, with their characteristic processes visible; large arrows point to the cell body of the RIH neuron. The small panel shows a more detailed view of RIH neuron. Scale bar represents 20 µm. We observed a similar, but fainter, mCherry distribution in a wild-type background (not shown).
A Similar Gene-Expression Profile in Animals with Reduced Respiration
To compare the pattern of gene expression in clk-1 mutants to that of respiration mutants that have more strongly reduced levels of oxygen consumption and ATP, we performed microarray analysis of isp-1(qm150) and cyc-1(RNAi) animals. (cyc-1 encodes cytochrome c reductase, which is a component of complex III of the electron transport chain.) We grew synchronized populations of isp-1(qm150) mutants and cyc-1 RNAi-treated animals in parallel with wild-type control animals, collected them as young, pre-fertile adults and analyzed the resulting microarray data as described above for clk-1 mutants. The SAM algorithm with a false discovery rate of ∼0.1 yielded 814 significant genes for isp-1(−) mutants and 7662 significant genes for cyc-1(RNAi) animals. (For the complete list, please see Tables S6 and S7.) Thus, it seems that cyc-1 RNAi induces a broader transcriptional response than do clk-1 and isp-1 mutations, which correlates with the increased severity of the Cyc-1(RNAi) phenotype. In addition, cyc-1 RNAi-treated animals, when compared to isp-1 and clk-1 mutants, showed increased expression of additional cell-protective genes, including chaperones (hsp-6, hsp-70), superoxide dismutases (sod-4, sod-3) and xenobiotic detoxification enzymes (ugt-2, ugt-47, ugt-36, gst-8, gst-22, gst-24, dhs-5, dhs-28). Interestingly, other genes encoding detoxification enzymes were down regulated, possibly implying the deployment of a specific detoxification program. Using BiNGO analysis, we identified several GO categories that were overrepresented in each mutant (Figure 1). A highly significant fraction of the top GO categories (p<0.1) was shared between either two, or all three, of the mutant strains (p<0.001; Figure 1). By chance, one would expect 2 of the 10 GO categories shared by all three mitochondrial mutants and annotated in yeast to also be significant in the yeast petite cells. In contrast, we observed 8 categories in common (p<0.001).
In addition to identifying GO categories, we looked for individual genes that were expressed in a similar way in the three C. elegans mitochondrial mutants. We found a highly significant (p = 7.19E-15) overlap set of 73 differentially-expressed genes (Table S3). In addition, we observed an increase in mitochondrial DNA levels in isp-1 mutants and a smaller increase in cyc-1(RNAi) animals that did not reach statistical significance (p = 0.354) (Figure 2). Taken together, these data suggest that the gene expression profiles of different C. elegans mitochondrial mutants are similar to one another and to the yeast retrograde response.
cdr-2 RNAi Suppresses the Increased Longevity of isp-1 Mutants
Since isp-1(−), clk-1(−) and cyc-1(RNAi) animals are all long-lived, gene expression patterns that are shared between all three might be particularly likely to contribute to lifespan extension. Double RNAi experiments in C. elegans can be difficult to interpret, so we did not attempt RNAi knockdowns in cyc-1(RNAi) animals. However, we did attempt to knock down the top thirty statistically-significant shared genes, individually, in an isp-1 background. (Of these, 21 were not present in the clk-1 set we described above, which contained only the top 75 differentially expressed genes). We obtained data for all of these genes (Table S4). Of these, only one RNAi clone, cdr-2, consistently made our significance cut-off [p<0.05 and a 10% decrease in isp-1 mutant longevity, which corresponds to a 50% decrease in the lifespan extension produced by the isp-1 mutation.] cdr-2 RNAi reduced the lifespan extension produced by the isp-1 mutation from 43% (control RNAi) to 26% (p<0.001), while not affecting wild-type longevity (Figure 3C).
cdr-2 encodes a member of the glutathione S-transferase family. These enzymes catalyze the conjugation of reduced glutathione to electrophilic centers on different substrates. This activity contributes to detoxification of both endogenous toxins and xenobiotics, suggesting that the increased longevity of isp-1(−) mutants is at least partially dependent on a cellular detoxification response. We note that in one of our three trials, cdr-2 RNAi significantly shortened the lifespan extension produced by clk-1 mutation (from 21% to 14%). This finding suggests that cdr-2 may be involved more generally for lifespan extension in mitochondrial mutants.
fstr-1/2's Regulatory Function Is Specific to clk-1 Mutants
Given the remarkable reversal of the clk-1 mutant phenotype by fstr-1/2 RNAi, we were interested in examining its function in the respiratory-chain mutants. We found that fstr-1 was significantly up-regulated in isp-1 mutants but, unexpectedly, not in cyc-1(RNAi) animals. Using RNAi, we asked whether fstr-1/2 might influence the behavioral phenotypes of isp-1(qm150) mutants. We restricted our analysis to lifespan and time to adulthood because isp-1 mutants did not move often enough to provide consistent behavioral rates. We found that the developmental rates of isp-1 mutants were severely decreased in the presence of fstr-1/2 RNAi, leading to developmental arrest of many animals. We found that fstr-1/2 RNAi had no effect on the lifespan of isp-1 mutants that reached adulthood (Figure 3D). Thus the effect of fstr-1/2 RNAi on isp-1 mutants was more similar to the effect of fstr-1/2 RNAi on wild type than to its effect on clk-1 mutants.
We wanted to know whether fstr-1/2 was necessary for gene expression changes in an isp-1(−) background, but because isp-1 mutants subjected to fstr-1/2 RNAi grew very slowly and asynchronously, we could not use qRT-PCR. Instead, we assayed gene expression in vivo by introducing the isp-1 mutation into a strain expressing GFP under the control of the gpd-2 promoter, which drives expression of a glycolysis gene that is up-regulated by these mitochondrial mutations (Figure 7). We found that fstr-1/2 RNAi prevented the up-regulation of this reporter in a clk-1 background but not in an isp-1 background. Together, these data suggest that the Isp-1(−) and Clk-1(−) behavioral and longevity phenotypes are established by distinct mechanisms.
Worms harboring a pgpd-2::gfp promoter fusion were ranked as: Dim Fluorescence, Medium Fluorescence and High Fluorescence based on visual inspection. Each bar represents a different population (N = 80 worms). Two separate observations were made for each condition. See Figure S5 for representative high- and dim-fluorescence populations.
C. elegans respiration mutants appear to live in “slow motion”, as the rates of a wide variety of processes, including rates of growth to adulthood, aging and behavior, are all reduced. This phenotype is shared by clk-1 ubiquinone-biosynthetic mutants, which exhibit only a mild and temporary decrease in overall rates of respiration, and have normal ATP levels . This spectrum of behavioral and longevity phenotypes is not seen in the many C. elegans mutants whose longevity requires the transcription factor DAF-16/FOXO, or in calorically restricted animals, so these mitochondrial mutants appear to comprise a distinct class of longevity mutants. Reducing clk-1 activity extends the lifespan of mice, as does reducing cytochrome c oxidase levels, suggesting that a better understanding of these mutants could potentially have implications for human health and longevity.
In this study, we used microarray analysis and RNAi to ask whether a transcriptional response to mitochondrial perturbation might cause these distinctive behavioral and longevity phenotypes.
A C. elegans Retrograde Response
Gene expression profiling of these mutants was quite revealing, because each of their expression profiles exhibited striking similarity to the yeast retrograde response. The yeast retrograde response, which also lengthens lifespan, appears to remodel the cell's metabolism. Without respiration, the Krebs cycle cannot be completed, as succinate cannot be oxidized to fumarate (Figure 8). This prevents the formation of oxaloacetate (OAA), which in turn decreases the availability alpha-ketoglutarate, which is the precursor of glutamate, an essential metabolite in amino acid metabolism. In order to generate precursors of glutamate, respiration-deficient cells must activate alternative (anaplerotic) pathways that supply the mitochondria with OAA and acetyl-CoA . Activation of anaplerotic pathways was observed in respiration-defective yeast , and human cells .
The picture diagrams metabolic changes thought to occur during the yeast retrograde response (Butow and Avadhani 2004). “++” indicates that these same changes are observed in the C. elegans retrograde response. Impairment of electron flow during oxidative phosphorylation is predicted to have two effects. The first is an increase in ROS, due to increased likelihood of electrons transferring to free oxygen (Lenaz 2001). Consistent with increased ROS stress (which we did not assay directly), we observed an increase in cell-protective genes. Secondly, the Krebs cycle is disrupted because the enzyme succinate dehydrogenase is an integral part of both the electron transport chain and of the Krebs cycle. When succinate dehydrogenase oxidizes succinate into fumarate, it feeds electrons into the ETC, and when this flow is blocked, the enzyme's activity is inhibited. The Krebs cycle is necessary for synthesis of glutamate, which in turn is required for amino acid metabolism. Impairment of the electron transport chain leads to decreased glutamate production. Possibly in order to counteract this decrease in glutamate production, the cell induces anaplerotic pathways that feed intermediates into the Krebs cycle, thus allowing production of glutamate. Under conditions of impaired respiration, glycolytic gene expression increases, consistent with glycolysis' becoming a major source of ATP. Consistent with a compensatory response, expression of genes involved in oxidative phosphorylation is up-regulated. OAA, Oxaloacetate; GLU, glutamate; ETC, electron transport chain; α-KG, α-ketoglutarate.
Our microarrays reveal transcriptional activation of genes encoding several metabolic enzymes that have roles in anaplerotic reactions, such as the glyoxylate cycle and fatty acid oxidation. The glyoxylate cycle occurs mainly in the peroxisomes and bypasses the succinate-to-fumarate step of the Krebs cycle through the formation of glyoxylate, eventually leading to the formation of succinate, which can be fed back into the Krebs cycle (Figure 8). We observed increased expression of the gene encoding the major C. elegans glyoxylate-cycle enzyme, GEI-7, in the three mitochondrial mutants we examined. We did not observe an RNAi phenotype for this clone in the clk-1 mutant; however, because a gei-7 mutant was available, we examined cyc-1(RNAi); gei-7 animals and found a large suppression of the cyc-1(RNAi) longevity phenotype, decreasing lifespan extension from 80% to 15% with little effect on wild type (Figure S4). Malate dehydrogrenases catalyze synthesis of OAA from malate, which is also an important step in recycling Krebs cycle intermediates. F46E10.10 encodes a malate dehydrogenase and is significantly up-regulated in all three long-lived mitochondrial mutants we examined. Fatty-acid oxidation provides acetyl-CoA, which feeds into the Krebs cycle by reacting with OAA to form citrate. This pathway is activated in long-lived yeast lacking mitochondrial DNA . We also detected increased expression of several genes that are involved in fatty acid oxidation. clk-1(−) animals exhibited increased expression of acs-2 (acetyl-CoA synthetase ) and fat-6 (fatty acid desaturase); and isp-1 mutants exhibited increased expression of T02G5.4 (acetyl-CoA thiolase) and T05G5.6 (enoyl-CoA hydratase). The expression profiles of cyc-1(RNAi) animals, however, contained fewer significant genes involved in fatty acid oxidation, suggesting there may be some differences in metabolic adjustments between different mitochondrial mutants. Interestingly, recent work has shown that long-lived mice with decreased levels of Mclk-1 have an increase in α-ketoglutarate dehydrogenase activity, consistent with an up-regulation of the Krebs cycle . Furthermore, the animals have a decrease in overall NAD levels, which in itself could hamper normal Krebs cycle activity and further decrease glutamate synthesis .
In all three long-lived mitochondrial mutants, we observed a significant increase in expression of genes involved in glycolysis. This was expected, since glycolysis becomes a more important source of ATP when oxidative phosphorylation is inhibited.
In addition to these metabolic shifts, we also observed increased expression of a significant number of stress response genes in all three mitochondrial mutants, ranging from genes increasing xenobiotic drug resistance to protein chaperones. This is consistent with previous in vitro observations that impairment of electron flow during oxidative phosphorylation is actually likely to generate more ROS , and suggests these animals may be responding to this additional cellular insult.
Finally, in all three strains, genes involved in the oxidative phosphorylation process itself were up-regulated, and we observed increased levels of mitochondrial DNA in clk-1 and isp-1 mutants. Thus, apparently C. elegans mitochondrial mutants, like yeast petites , attempt to compensate for reduced levels of respiration. Together these findings indicate that the transcriptional response triggered by conditions that inhibit respiration in C. elegans is similar to that triggered in yeast, and suggest the presence of a conserved underlying mechanism for lifespan extension.
While this manuscript was in preparation, Falk et al. reported the gene expression pattern of a mixture of long-lived and short-lived respiration-defective mutants compared to wild type . In the future, it will be interesting to learn whether the expression patterns of short-lived mitochondrial mutants differ from those of the long-lived mutants. The lifespan of one such short-lived mutant, mev-1(kn1) was increased when respiration was lowered further using respiratory-chain RNAi (Figure S3), arguing that their short lifespans are not due simply to insufficient respiratory-chain activity.
Long-Term Reductions in Respiration Are Not Necessary to Maintain Expression of the Retrograde Response
It was interesting to find that clk-1 mutations trigger a conserved transcriptional response even though they only have a mild effect on respiration. There are at least two possible interpretations for this finding. The first is that the transcriptional response to clk-1 mutation need not be triggered by reduced respiration itself, but instead can be triggered by signals that are generally associated with reduced respiration, such as fluctuations in ubiquinone levels. Such fluctuations could have acquired the ability to induce the retrograde response during evolution because they allowed the animal to conserve energy in the face of a perceived energy shortage. Alternatively, perhaps the clk-1 mutation does inhibit respiration more severely initially, but the physiological changes elicited by the retrograde response restore the steady-state level of respiration closer to normal.
The Retrograde Response Is Probably Required for the Longevity of C. elegans Mitochondrial Mutants
In yeast, the retrograde response is induced via helix-loop-helix transcription factors that do not appear to be present in C. elegans. When the genes encoding these transcription factors are deleted in yeast, inhibiting respiration does not induce the retrograde response, and lifespan is not extended . Thus, in yeast, the retrograde response likely increases lifespan. Our data suggest that this is the case in this multicellular animal as well. First, inhibiting the activity of at least some of the genes up-regulated in mitochondrial mutants was sufficient to shorten their lifespan without obviously affecting the lifespan of wild type. In particular, the glutathione S-transferase gene cdr-2 was up-regulated in all of the long lived mutants and it contributed to lifespan extension consistently in isp-1 respiration-defective mutants and, at least in some trials, in clk-1 mutants as well. This finding suggests that the prominent cell-protective gene expression response that we observe contributes to longevity. In addition, the metabolic shifts we observed are also likely to influence lifespan, as the longevity of cyc-1(RNAi) animals required the glyoxylate-cycle gene gei-7, and the longevity of clk-1 mutants was promoted by the glycerol channel aqp-1.
Our failure to observe effects on lifespan with most of the RNAi clones we tested does not necessarily mean that they do not influence lifespan (though this may be the case). It seems possible that many of these genes could act cumulatively to influence lifespan. The lifespan extension of clk-1 and isp-1 mutants was only ∼20% in most experiments, so only perturbations that are fairly strong would be visible in our assays. In general, although we have no reason to discount the importance of genes whose knockdowns produced statistically significant effects on lifespan, because the magnitude of the effects were small, we remain cautious in our interpretation.
The second argument for the importance of the C. elegans transcriptional response in the longevity of mitochondrial mutants comes from our studies of fstr-1/2. fstr-1 was up-regulated in clk-1 mutants, and this gene, and/or its constitutively-expressed homolog fstr-2, is required, in turn, for a robust transcriptional retrograde response. Knocking down fstr-1/2 activity with RNAi did not suppress the primary ubiquinone defect. However, none of the five up-regulated genes we tested was up-regulated in the presence of fstr-1/2 RNAi. These genes included metabolic as well as cell-protective genes, arguing that fstr-1/2 may be a major regulator of the retrograde response in clk-1 mutants. This restoration of a normal transcriptional profile correlated with a suppression of the behavioral, growth and longevity phenotypes of clk-1 mutants. Together all of these findings support the hypothesis that a conserved mitochondrial retrograde response extends lifespan in metazoans as well as in yeast. We note, however, that fstr-1/2 RNAi had stronger effects on the induction of the retrograde-response genes we tested than it had on the clk-1 behavioral phenotypes. This suggests either that part of the retrograde response is expressed independently of fstr-1/2, or that mechanisms that do not involve transcription also influence the clk-1 phenotype.
The Function of FSTR-1/2
How does FSTR-1/2 regulate gene expression? Little is known about the molecular function of FSTR-1/2. The predicted FSTR-1 and FSTR-2 proteins contain 21 ET modules, which are domains of unknown function containing 8–10 conserved cysteines predicted to form 4–5 disulphide bridges and a C-terminal putative transmembrane domain. Sequence alignment studies using the BLAST algorithm showed weak similarities to a secreted yeast protein (AGA1) and a predicted mouse membrane protein (Zonadhesin). We also looked for structural homologues of fstr-1/2 using the software package PHYRE  and found highly significant predicted structural similarities to portions of ErbB1/2/3/4. ErbB proteins belong to a highly conserved family of receptor tyrosine kinases that play many roles in cell biology and disease. Members of the ErbB family usually contain an extracellular region (∼620 amino acids) that recognizes and binds ligands, a single membrane spanning region and an intracellular tyrosine kinase domain. However, we did not find a predicted tyrosine kinase domain or a secretion signal in fstr-1/2's sequence, which makes a potential connection to the ErbB family unclear. Finally, FSTR-1 (originally called GFI-1, for GEX-interacting protein) was identified in a two-hybrid screen as a potential binding partner of UNC-68, a muscle-specific C. elegans ryanodine receptor. Our attempts to find phenotypic similarities or functional interactions between these two genes were unsuccessful (data not shown), so their potential relationship remains unclear.
Our finding that FSTR-1 is expressed in the intestine (which is C. elegans entire endoderm, including its site of fat storage), as well as a small number of neurons, raises the possibility that these two tissues are particularly important for the response to mitochondrial perturbation. Interestingly, the glycerol channel aqp-1 is expressed exclusively in the intestine and pharynx , further implicating the intestine in the clk-1 longevity pathway. In the future, it will be very interesting to learn how FSTR-1 and FSTR-2 function at the molecular level to initiate a response to altered ubiquinone levels.
Different Paths to a Similar Phenotype
Long-lived C. elegans mitochondrial mutants share many phenotypes; however, there are also some significant differences between them. As mentioned above, they differ in their respiration rates, ATP levels and body size. In addition, respiratory-chain RNAi and clk-1 mutations both extend the lifespans of daf-2 insulin/IGF-1 receptor mutants ,, whereas isp-1 mutations do not  (DC and CK, unpublished). These differences have prompted the question of how similar the C. elegans mitochondrial mutants really are to each other . Our microarray observations suggest that the overall nature of the response is similar, though the specific genes affected and the extent to which they are activated varies between mitochondrial mutants. Perhaps these differences are phenotypically significant; for example, clk-1 mutants may have near normal respiration rates because they can compensate more fully than the other mutants to a primary respiratory-chain defect. On the other hand, there is a clear difference in the regulation of the clk-1 and isp-1 mutant phenotypes, since fstr-1/2 is necessary for the clk-1 mutant phenotypes but not for the isp-1 mutant phenotypes (Figure 9). It is possible that there exist yet-unidentified regulators that control the transcriptional response to mitochondrial perturbation in all of these mutants, thus unifying their phenotypes. In any case, it will be interesting to learn how the isp-1 and cyc-1 retrograde responses are regulated and at what point these pathways converge to control the same downstream genes.
In this model, clk-1 mutation decreases ubiquinone levels, which increases fstr-1 expression (possibly with the assistance of fstr-2, which is expressed constitutively). fstr-1/2 are then necessary for expression of other genes that are part of the retrograde response, which in turn are likely to be responsible for the longevity and slowed phenotypes. clk-1, isp-1 and cyc-1(RNAi) mutants show similar transcriptional responses, however, fstr-1/2 is necessary for the transcriptional response of clk-1 but not isp-1 mutants.
The strains used in this study were: N2-Bristol (WT), fer-15(b26); fem-1(hc17), clk-1(qm30) , isp-1(qm150) , gei-7(ok531), mev-1(kn1) , muEx491[pfstr-1::mCherry+podr-1::cfp], clk-1(qm30); muEx491, sEx11128[pgpd-2::gfp], isp-1(qm150); sEx11128[pgpd-2::gfp]. All strains used except for mev-1(kn1) were outcrossed to our laboratory's wild-type N2 strain 4 times.
We constructed microarrays using single-strand DNA oligos representing 20,374 unique C. elegans genes. These were purchased from Illumina . Populations were starvation-synchronized as L1s overnight and collected at two different times: as L4s staged based on vulval morphology and as pre-fertile adults soon after the L4-to-adult molt, to guarantee maximum synchronicity between animals that grew to adulthood at different rates. Hybridizations were performed using standard techniques described in . Total RNA was purified using TriZol reagent, mRNA was purified using Oligotex (Qiagen) and cDNA was labeled using Cy-dyes prior to hybridization. The chips described are direct comparisons between N2 and either clk-1(qm30) or isp-1(qm150) animals; or between fer-15(b26); fem-1(hc17) animals subjected to control (vector only) RNAi versus cyc-1 RNAi. The animals were harvested as L4 larvae or young (pre-fertile) adults. We performed four independent biological repeats for each condition with the exception of clk-1(−) and isp-1(−) L4-staged populations, where we only collected data for two biological repeats. Dye-swaps and technical repeats were averaged and analyzed as one biological repeat. Scanning was done using a GenePix 4000B scanner, and initial spot quality check was done using Genepix 6.0 software. During the analysis we used two different sets of chips for each mutant: the “combined set” includes a combination of all L4 and adult chips, and the “adult-only set” only includes chips from populations collected as adults.
The microarray data were analyzed twice over the several-year period spanned by these studies. The initial analysis, used to generate candidate genes that may be functional in the extended longevity of mitochondrial mutants, was performed on the combined set (L4 and adults) of microarrays. In this analysis, standard ratio-based normalization and default program settings for flagging missing or “bad” spots were used in the Acuity 4.0 software package. Gene significance was calculated using the SAM software package. All of the lifespan analysis described herein was based on genes at the top of the list when the data were analyzed in this way.
The second analysis, used to generate genes for use in the comparative GO analysis, was performed on the adult-only set of arrays. These data were renormalized using lowess as well as ratio-based normalizations. On the assumption that genes within the same operon should in general have similar expression patterns, flagging parameters were adjusted to those that maximized the expression correlation of genes within the same operon on a “training” subset of the arrays. Genes not present in at least three of the arrays were not considered. These data were analyzed using the SAM software package and genes were considered significant below a FDR (false discovery rate) of 0.1.
Gene Set Overlap Analysis
An algorithm, which we named the “p-q algorithm”, was designed and implemented in the Python programming language to determine the set of genes that are differentially regulated in all three combined (L4 and adult) microarray data sets. The algorithm takes as input a set of microarray hybridization data and estimates the q-value for each gene using the method described in  and p-values estimated using Student's t-test. It then iterates through each q-value and calculates the probability of seeing the observed number of genes that would be significant in all three data sets, should that q-value be used as the threshold for significance. The algorithm reports the set of genes that overlap between the three data sets at the q-value cut-off that achieved maximum overlap significance, as well as the probability of seeing such a degree of overlap by random chance. Probabilities are calculated using the hypergeometric distribution when possible, or the Poisson approximation when necessary.
GO categories were found using the BINGO software starting from a list of differentially expressed genes obtained from running SAM on the set of adult-only microarrays, with a significance cut-off of FDR< = 0.1 for each C. elegans mutant. Yeast GO categories were obtained by analyzing a dataset that we constructed pooling the differentially-expressed genes from two different publications ,.
Bacterial feeding RNAi experiments were performed as described previously . Clones were picked from Julie Ahringer RNAi library and were all verified by DNA sequencing.
Lifespan analysis was conducted as previously described . All assays were done at 25°C unless otherwise stated. The lifespan measurements depicted in Supplementary Table 1 were done in the presence of 20 mM FUDR (fluorodeoxyuridine) to inhibit progeny growth. The Stata 8.0 software package (Stata Corporation) was used for statistical analysis and to calculate means and percentiles. In all cases p-values were calculated using the logrank (Mantel-Cox) method.
Mitochondrial DNA Quantification
Mitochondrial DNA was quantified using Real Time-qPCR. We used two primer sets for mitochondria DNA graciously provided by Dana Miller from the Roth lab at the Fred Hutchinson Cancer Research Center:
Mito1 Forward: GTTTATGCTGCTGTAGCGTG, Reverse: CTGTTAAAGCAAGTGGACGAG; Mito2- Forward: CTAGGTTATATTGCCACGGTG, Reverse: CAATAAACATCTCT-GCATCACC. The results were normalized to genomic DNA using a primer pairs specific for ama-1 and nhr-23: ama-1- Forward: TGGAACTCTGGAGTCACACC, Reverse: CATCCTCCTT-CATTGAACGG; nhr-23 – Forward: CAGAAACACTGAAGAACGCG, Reverse: CGATCTGCAGTGAATAGCTC. Animals were grown and collected as described above for microarray studies and lysed in a standard buffer containing proteinase K for 1 hour at 65°C. qPCR was performed using SYBR GREEN PCR Master Mix (Applied Biosystems). Each comparison pools 5 biological repeats. Results were normalized to wild type using 7300 System SDS Software.
Rates of Growth and Behavior
Time to adulthood was measured as time (±2 hours) at which 95% of animals reached adulthood. Measurements shown represent pooled data from five independent experiments, error bars represent SEM. Pumping rate was measured as the average number of pharyngeal pumps per minute (n = 10) over three independent trials. Thrashing rate was measured as the average number of body thrashes in M9 buffer in one minute (n = 10) over three independent trials. All measurements were conducted on day three of adulthood.
Real-time RT-PCR was carried out using the 7300 Real Time PCR System (Applied Biosystems, Foster City, CA, USA). Primers and probes were designed specifically for each gene using Primer3 software.
Construction of the Pfstr-1::mCherry Promoter Fusion
To generate pfstr-1::mCherry-expressing animals, a pfstr-1::mCherry construct was made using the Invitrogen Gateway Cloning technology. The promoter was amplified from genomic DNA using a primer set obtained from Mark Vidal's online promoterome database (Forward: ggggacaactttgtatagaaaagttgaggccagctttagataat; Reverse: ggggactgcttttttgtacaaacttgtcatctgaaatttgaatgtgttagt). The construct obtained was sequenced and injected as described (Mello and Fire, 1995) at 10 ng/µl into N2 animals to generate a transgenic line (indicated by muEx491 designation). The coinjection marker Podr-1::gfp was injected at 50 ng/µl.
Lifespan measurements of long-lived mitochondrial mutants subjected to RNAi of individual retrograde-response genes. A. aqp-1 RNAi did not significantly affect WT longevity. WT subjected to control (vector-only) RNAi: N = 103, m = 13.4 days; WT subjected to aqp-1 RNAi: N = 106, m = 13.4 days. B. aqp-1 RNAi significantly decreased the lifespan extension produced by clk-1 mutations from 33% (control) to 20%; p<0.001. WT subjected to control (vector-only) RNAi: N = 81, m = 14.0 days; clk-1(−) mutants subjected to control RNAi: N = 85, m = 18.6 days; clk-1(−) mutants subjected to aqp-1 RNAi: N = 81, m = 16.8 days. C. fstr-1/2 RNAi did not significantly affect WT longevity. WT subjected to control (vector-only) RNAi: N = 103, m = 13.4 days; WT subjected to fstr-1/2 RNAi: N = 105, m = 13.9 days. D. fstr-1/2 RNAi significantly decreased the lifespan extension produced by clk-1 mutations from 33% (control) to 26%; p<0.05. WT subjected to control (vector-only) RNAi: N = 81, m = 14.0 days; clk-1(−) mutants subjected to control RNAi: N = 85, m = 18.6 days; clk-1(−) mutants subjected to fstr-1/2 RNAi: N = 78, m = 17.8 days.
(0.63 MB TIF)
Retrograde-response genes respond differently to fstr-1/2 RNAi in wild-type animals and clk-1 (−) mutants. For gene expression patterns in a clk-1 background, see Figure 5.
(0.18 MB TIF)
The short lifespan of mev-1 mutants is increased by respiratory-chain RNAi. WT subjected to cyc-1 RNAi: N = 81, m = 27.6 days; WT subjected to control RNAi: N = 81, m = 19.7 days; mev-1(kn1) mutants subjected to cyc-1 RNAi: N = 80, m = 16.7 days; mev-1(kn1) mutants subjected to control RNAi: N = 78, m = 13.2 days. This lifespan analysis was performed twice, p<0.001 both times.
(1.22 MB TIF)
The glyoxylate cycle gene gei-7 is partially necessary for cyc-1 RNAi to increase longevity. WT subjected to cyc-1 RNAi: N = 109, m = 40.1 days; WT subjected to control RNAi: N = 113, m = 22.3 days; gei-7(ok531) mutant subjected to cyc-1 RNAi: N = 118, m = 26.6 days; gei-7(ok531) mutant subjected to control RNAi: N = 119, m = 22.1 days. This lifespan analysis was performed twice, p<0.001 both times.
(1.14 MB TIF)
fstr-1/2 RNAi treatment decreases gpd-2::gfp expression in a clk-1 mutant. Since there is significant variability within populations, all our scoring for Figure 5 was done by observing populations, not individual worms. Panel A represents a population scored as high fluorescence in Figure 5 and panel B represents a population scored as dim fluorescence. Populations with intermediate brightness were scored medium fluorescence. A. Image depicts clk-1; gpd-2::gfp animals subjected to control RNAi. B. Image depicts clk-1; gpd-2::gfp animals subjected to fstr-1/2 RNAi.
(1.95 MB TIF)
RNAi inhibition of the top 75 up-regulated genes in clk-1 mutants. Out of 75, we successfully completed two lifespans for 63 genes, over 4 different time periods (each experiment is represented by a different color). A. Table S1A shows the control lifespans for each experiment plotted as percent clk-1(−) longevity difference relative to WT (2nd line) or percent WT longevity difference relative to clk-1(−) (4th line). B. Table S1B includes the lifespan data for the different RNAi experiments and is shown as percent longevity difference relative to clk-1(−). Calculated as: clk-1(−) control longevity minus RNAi treatment longevity divided by clk-1(−) control longevity.
(0.03 MB XLS)
RNAi clones that consistently shortened the lifespan of ckl-1 mutants but not wild type. Out of 7 RNAi clones tested a third time, two, fstr-1/2 RNAi and aqp-1 RNAi, decreased clk-1 mutant longevity while having no effect on WT in two separate trials.
(0.02 MB XLS)
The most significant differentially-expressed genes overlapping between isp-1, clk-1 and cyc-1(RNAi) mutants. The set of overlapping genes was determined using the “p-q” algorithm (see Methods), using the combined set of L4 and adult microarray data as input. Significance values shown were calculated using the SAM software package, also run on the combined set of L4 and adult data. The top 30 genes listed were tested for suppression of lifespan extension in isp-1 mutants (see Table S4). Also shown are the SAM significance values for these genes using the adult-only set of microarrays.
(1.34 MB XLS)
Genes tested for suppression of the extended lifespan of isp-1 mutants. We tested 31 genes for suppression of the increased longevity of isp-1 mutant increased longevity using a cut-off of p<0.05 and 10% overall decreased longevity. The RNAi clones that made the cut-off were retested. (Each experiment is represented by a different color). A. Table S4A shows the control lifespans for each experiment plotted as percent isp-1(−) longevity difference relative to WT (2nd line) or percent WT longevity difference relative to isp-1(−) (4th line). B. Table S4B includes the lifespan data for the different RNAi experiments and is shown as percent longevity difference relative to isp-1(−). Calculated as: isp-1(−) control longevity minus RNAi treatment longevity divided by isp-1(−) control longevity. C. Table S4C represents retests done in a wild-type background.
(0.02 MB XLS)
Significant genes from clk-1(−) microarrays using SAM algorithm with an FDR≈0.1 from adult-only chips. SAM plot attached, plotting observed distribution versus randomized distribution.
(0.86 MB XLS)
Significant genes from isp-1(−) microarrays using SAM algorithm with an FDR≈0.1 from adult-only chips. SAM plot attached, plotting observed distribution versus randomized distribution.
(1.04 MB XLS)
We thank members of the Kenyon lab for helpful discussions, and Dana Miller from the Roth lab at the Fred Hutchinson Cancer Research Center for assistance with the mitochondrial DNA measurement protocol and helpful discussions. Some nematode strains were kindly provided by the Caenorhabditis Genetics Center, which is funded by the NIH National Center for Research Resources (NCRR); others were provided by the Genome BC C. elegans Gene Expression Consortium, which is funded by Genome Canada and Genome British Columbia.
Conceived and designed the experiments: DC CK. Performed the experiments: DC AL. Analyzed the data: DC MC CC. Contributed reagents/materials/analysis tools: MC. Wrote the paper: DC CK.
- 1. Kirchman PA, Kim S, Lai CY, Jazwinski SM (1999) Interorganelle signaling is a determinant of longevity in Saccharomyces cerevisiae. Genetics 152: 179–190.PA KirchmanS. KimCY LaiSM Jazwinski1999Interorganelle signaling is a determinant of longevity in Saccharomyces cerevisiae.Genetics152179190
- 2. Feng J, Bussiere F, Hekimi S (2001) Mitochondrial electron transport is a key determinant of life span in Caenorhabditis elegans. Dev Cell 1: 633–644.J. FengF. BussiereS. Hekimi2001Mitochondrial electron transport is a key determinant of life span in Caenorhabditis elegans.Dev Cell1633644
- 3. Dillin A, Hsu AL, Arantes-Oliveira N, Lehrer-Graiwer J, Hsin H, et al. (2002) Rates of behavior and aging specified by mitochondrial function during development. Science 298: 2398–2401.A. DillinAL HsuN. Arantes-OliveiraJ. Lehrer-GraiwerH. Hsin2002Rates of behavior and aging specified by mitochondrial function during development.Science29823982401
- 4. Lee SS, Lee RY, Fraser AG, Kamath RS, Ahringer J, et al. (2003) A systematic RNAi screen identifies a critical role for mitochondria in C. elegans longevity. Nat Genet 33: 40–48.SS LeeRY LeeAG FraserRS KamathJ. Ahringer2003A systematic RNAi screen identifies a critical role for mitochondria in C. elegans longevity.Nat Genet334048
- 5. Hekimi S, Guarente L (2003) Genetics and the specificity of the aging process. Science 299: 1351–1354.S. HekimiL. Guarente2003Genetics and the specificity of the aging process.Science29913511354
- 6. Dell'agnello C, Leo S, Agostino A, Szabadkai G, Tiveron C, et al. (2007) Increased longevity and refractoriness to Ca(2+)-dependent neurodegeneration in Surf1 knockout mice. Hum Mol Genet 16: 431–444.C. Dell'agnelloS. LeoA. AgostinoG. SzabadkaiC. Tiveron2007Increased longevity and refractoriness to Ca(2+)-dependent neurodegeneration in Surf1 knockout mice.Hum Mol Genet16431444
- 7. Lakowski B, Hekimi S (1996) Determination of life-span in Caenorhabditis elegans by four clock genes. Science 272: 1010–1013.B. LakowskiS. Hekimi1996Determination of life-span in Caenorhabditis elegans by four clock genes.Science27210101013
- 8. Ewbank JJ, Barnes TM, Lakowski B, Lussier M, Bussey H, et al. (1997) Structural and functional conservation of the Caenorhabditis elegans timing gene clk-1. Science 275: 980–983.JJ EwbankTM BarnesB. LakowskiM. LussierH. Bussey1997Structural and functional conservation of the Caenorhabditis elegans timing gene clk-1.Science275980983
- 9. Kayser EB, Sedensky MM, Morgan PG, Hoppel CL (2004) Mitochondrial oxidative phosphorylation is defective in the long-lived mutant clk-1. J Biol Chem 279: 54479–54486.EB KayserMM SedenskyPG MorganCL Hoppel2004Mitochondrial oxidative phosphorylation is defective in the long-lived mutant clk-1.J Biol Chem2795447954486
- 10. Braeckman BP, Houthoofd K, De Vreese A, Vanfleteren JR (1999) Apparent uncoupling of energy production and consumption in long-lived Clk mutants of Caenorhabditis elegans. Curr Biol 9: 493–496.BP BraeckmanK. HouthoofdA. De VreeseJR Vanfleteren1999Apparent uncoupling of energy production and consumption in long-lived Clk mutants of Caenorhabditis elegans.Curr Biol9493496
- 11. Felkai S, Ewbank JJ, Lemieux J, Labbe JC, Brown GG, et al. (1999) CLK-1 controls respiration, behavior and aging in the nematode Caenorhabditis elegans. EMBO J 18: 1783–1792.S. FelkaiJJ EwbankJ. LemieuxJC LabbeGG Brown1999CLK-1 controls respiration, behavior and aging in the nematode Caenorhabditis elegans.EMBO J1817831792
- 12. Jonassen T, Larsen PL, Clarke CF (2001) A dietary source of coenzyme Q is essential for growth of long-lived Caenorhabditis elegans clk-1 mutants. Proc Natl Acad Sci U S A 98: 421–426.T. JonassenPL LarsenCF Clarke2001A dietary source of coenzyme Q is essential for growth of long-lived Caenorhabditis elegans clk-1 mutants.Proc Natl Acad Sci U S A98421426
- 13. Larsen PL, Clarke CF (2002) Extension of life-span in Caenorhabditis elegans by a diet lacking coenzyme Q. Science 295: 120–123.PL LarsenCF Clarke2002Extension of life-span in Caenorhabditis elegans by a diet lacking coenzyme Q.Science295120123
- 14. Branicky R, Nguyen PA, Hekimi S (2006) Uncoupling the pleiotropic phenotypes of clk-1 with tRNA missense suppressors in Caenorhabditis elegans. Mol Cell Biol 26: 3976–3985.R. BranickyPA NguyenS. Hekimi2006Uncoupling the pleiotropic phenotypes of clk-1 with tRNA missense suppressors in Caenorhabditis elegans.Mol Cell Biol2639763985
- 15. Padilla S, Jonassen T, Jimenez-Hidalgo MA, Fernandez-Ayala DJ, Lopez-Lluch G, et al. (2004) Demethoxy-Q, an intermediate of coenzyme Q biosynthesis, fails to support respiration in Saccharomyces cerevisiae and lacks antioxidant activity. J Biol Chem 279: 25995–26004.S. PadillaT. JonassenMA Jimenez-HidalgoDJ Fernandez-AyalaG. Lopez-Lluch2004Demethoxy-Q, an intermediate of coenzyme Q biosynthesis, fails to support respiration in Saccharomyces cerevisiae and lacks antioxidant activity.J Biol Chem2792599526004
- 16. Liu X, Jiang N, Hughes B, Bigras E, Shoubridge E, et al. (2005) Evolutionary conservation of the clk-1-dependent mechanism of longevity: loss of mclk1 increases cellular fitness and lifespan in mice. Genes Dev 19: 2424–2434.X. LiuN. JiangB. HughesE. BigrasE. Shoubridge2005Evolutionary conservation of the clk-1-dependent mechanism of longevity: loss of mclk1 increases cellular fitness and lifespan in mice.Genes Dev1924242434
- 17. Lapointe J, Hekimi S (2008) Early mitochondrial dysfunction in long-lived Mclk1+/− mice. J Biol Chem 283: 26217–26227.J. LapointeS. Hekimi2008Early mitochondrial dysfunction in long-lived Mclk1+/− mice.J Biol Chem2832621726227
- 18. Rea SL, Ventura N, Johnson TE (2007) Relationship between mitochondrial electron transport chain dysfunction, development, and life extension in Caenorhabditis elegans. PLoS Biol 5: e259.SL ReaN. VenturaTE Johnson2007Relationship between mitochondrial electron transport chain dysfunction, development, and life extension in Caenorhabditis elegans.PLoS Biol5e259
- 19. Branicky R, Shibata Y, Feng J, Hekimi S (2001) Phenotypic and suppressor analysis of defecation in clk-1 mutants reveals that reaction to changes in temperature is an active process in Caenorhabditis elegans. Genetics 159: 997–1006.R. BranickyY. ShibataJ. FengS. Hekimi2001Phenotypic and suppressor analysis of defecation in clk-1 mutants reveals that reaction to changes in temperature is an active process in Caenorhabditis elegans.Genetics1599971006
- 20. Branicky R, Hekimi S (2005) Specification of muscle neurotransmitter sensitivity by a Paired-like homeodomain protein in Caenorhabditis elegans. Development 132: 4999–5009.R. BranickyS. Hekimi2005Specification of muscle neurotransmitter sensitivity by a Paired-like homeodomain protein in Caenorhabditis elegans.Development13249995009
- 21. Shibata Y, Branicky R, Landaverde IO, Hekimi S (2003) Redox regulation of germline and vulval development in Caenorhabditis elegans. Science 302: 1779–1782.Y. ShibataR. BranickyIO LandaverdeS. Hekimi2003Redox regulation of germline and vulval development in Caenorhabditis elegans.Science30217791782
- 22. Yang W, Li J, Hekimi S (2007) A Measurable Increase in Oxidative Damage Due to Reduction in Superoxide Detoxification Fails to Shorten the Life Span of Long-Lived Mitochondrial Mutants of Caenorhabditis elegans. Genetics 177: 2063–2074.W. YangJ. LiS. Hekimi2007A Measurable Increase in Oxidative Damage Due to Reduction in Superoxide Detoxification Fails to Shorten the Life Span of Long-Lived Mitochondrial Mutants of Caenorhabditis elegans.Genetics17720632074
- 23. Liao X, Butow RA (1993) RTG1 and RTG2: two yeast genes required for a novel path of communication from mitochondria to the nucleus. Cell 72: 61–71.X. LiaoRA Butow1993RTG1 and RTG2: two yeast genes required for a novel path of communication from mitochondria to the nucleus.Cell726171
- 24. Parikh VS, Morgan MM, Scott R, Clements LS, Butow RA (1987) The mitochondrial genotype can influence nuclear gene expression in yeast. Science 235: 576–580.VS ParikhMM MorganR. ScottLS ClementsRA Butow1987The mitochondrial genotype can influence nuclear gene expression in yeast.Science235576580
- 25. Epstein CB, Waddle JA, Hale Wt, Dave V, Thornton J, et al. (2001) Genome-wide responses to mitochondrial dysfunction. Mol Biol Cell 12: 297–308.CB EpsteinJA WaddleWt HaleV. DaveJ. Thornton2001Genome-wide responses to mitochondrial dysfunction.Mol Biol Cell12297308
- 26. Traven A, Wong JM, Xu D, Sopta M, Ingles CJ (2001) Interorganellar communication. Altered nuclear gene expression profiles in a yeast mitochondrial dna mutant. J Biol Chem 276: 4020–4027.A. TravenJM WongD. XuM. SoptaCJ Ingles2001Interorganellar communication. Altered nuclear gene expression profiles in a yeast mitochondrial dna mutant.J Biol Chem27640204027
- 27. Butow RA, Avadhani NG (2004) Mitochondrial signaling: the retrograde response. Mol Cell 14: 1–15.RA ButowNG Avadhani2004Mitochondrial signaling: the retrograde response.Mol Cell14115
- 28. Miceli MV, Jazwinski SM (2005) Common and cell type-specific responses of human cells to mitochondrial dysfunction. Exp Cell Res 302: 270–280.MV MiceliSM Jazwinski2005Common and cell type-specific responses of human cells to mitochondrial dysfunction.Exp Cell Res302270280
- 29. Tusher VG, Tibshirani R, Chu G (2001) Significance analysis of microarrays applied to the ionizing radiation response. Proc Natl Acad Sci U S A 98: 5116–5121.VG TusherR. TibshiraniG. Chu2001Significance analysis of microarrays applied to the ionizing radiation response.Proc Natl Acad Sci U S A9851165121
- 30. Maere S, Heymans K, Kuiper M (2005) BiNGO: a Cytoscape plugin to assess overrepresentation of gene ontology categories in biological networks. Bioinformatics 21: 3448–3449.S. MaereK. HeymansM. Kuiper2005BiNGO: a Cytoscape plugin to assess overrepresentation of gene ontology categories in biological networks.Bioinformatics2134483449
- 31. Biswas G, Adebanjo OA, Freedman BD, Anandatheerthavarada HK, Vijayasarathy C, et al. (1999) Retrograde Ca2+ signaling in C2C12 skeletal myocytes in response to mitochondrial genetic and metabolic stress: a novel mode of inter-organelle crosstalk. EMBO J 18: 522–533.G. BiswasOA AdebanjoBD FreedmanHK AnandatheerthavaradaC. Vijayasarathy1999Retrograde Ca2+ signaling in C2C12 skeletal myocytes in response to mitochondrial genetic and metabolic stress: a novel mode of inter-organelle crosstalk.EMBO J18522533
- 32. Huang CG, Lamitina T, Agre P, Strange K (2007) Functional analysis of the aquaporin gene family in Caenorhabditis elegans. Am J Physiol Cell Physiol 292: C1867–1873.CG HuangT. LamitinaP. AgreK. Strange2007Functional analysis of the aquaporin gene family in Caenorhabditis elegans.Am J Physiol Cell Physiol292C18671873
- 33. Murphy CT, McCarroll SA, Bargmann CI, Fraser A, Kamath RS, et al. (2003) Genes that act downstream of DAF-16 to influence the lifespan of Caenorhabditis elegans. Nature 424: 277–283.CT MurphySA McCarrollCI BargmannA. FraserRS Kamath2003Genes that act downstream of DAF-16 to influence the lifespan of Caenorhabditis elegans.Nature424277283
- 34. Lenaz G (2001) The mitochondrial production of reactive oxygen species: mechanisms and implications in human pathology. IUBMB Life 52: 159–164.G. Lenaz2001The mitochondrial production of reactive oxygen species: mechanisms and implications in human pathology.IUBMB Life52159164
- 35. Falk MJ, Zhang Z, Rosenjack JR, Nissim I, Daikhin E, et al. (2008) Metabolic pathway profiling of mitochondrial respiratory chain mutants in C. elegans. Mol Genet Metab. MJ FalkZ. ZhangJR RosenjackI. NissimE. Daikhin2008Metabolic pathway profiling of mitochondrial respiratory chain mutants in C. elegans.Mol Genet Metab
- 36. Bennett-Lovsey RM, Herbert AD, Sternberg MJ, Kelley LA (2008) Exploring the extremes of sequence/structure space with ensemble fold recognition in the program Phyre. Proteins 70: 611–625.RM Bennett-LovseyAD HerbertMJ SternbergLA Kelley2008Exploring the extremes of sequence/structure space with ensemble fold recognition in the program Phyre.Proteins70611625
- 37. Wong A, Boutis P, Hekimi S (1995) Mutations in the clk-1 gene of Caenorhabditis elegans affect developmental and behavioral timing. Genetics 139: 1247–1259.A. WongP. BoutisS. Hekimi1995Mutations in the clk-1 gene of Caenorhabditis elegans affect developmental and behavioral timing.Genetics13912471259
- 38. Ishii N, Takahashi K, Tomita S, Keino T, Honda S, et al. (1990) A methyl viologen-sensitive mutant of the nematode Caenorhabditis elegans. Mutat Res 237: 165–171.N. IshiiK. TakahashiS. TomitaT. KeinoS. Honda1990A methyl viologen-sensitive mutant of the nematode Caenorhabditis elegans.Mutat Res237165171
- 39. DeRisi JL, Iyer VR, Brown PO (1997) Exploring the metabolic and genetic control of gene expression on a genomic scale. Science 278: 680–686.JL DeRisiVR IyerPO Brown1997Exploring the metabolic and genetic control of gene expression on a genomic scale.Science278680686
- 40. Storey JD, Siegmund D (2001) Approximate p-values for local sequence alignments: numerical studies. J Comput Biol 8: 549–556.JD StoreyD. Siegmund2001Approximate p-values for local sequence alignments: numerical studies.J Comput Biol8549556