| Literature DB >> 22973537 |
Michael K Conway1, Douglas Grunwald, Warren Heideman.
Abstract
Saccharomyces cerevisiae are able to control growth in response to changes in nutrient availability. The limitation for single macronutrients, including nitrogen (N) and phosphate (P), produces stable arrest in G1/G0. Restoration of the limiting nutrient quickly restores growth. It has been shown that glucose (G) depletion/repletion very rapidly alters the levels of more than 2000 transcripts by at least 2-fold, a large portion of which are involved with either protein production in growth or stress responses in starvation. Although the signals generated by G, N, and P are thought to be quite distinct, we tested the hypothesis that depletion and repletion of any of these three nutrients would affect a common core set of genes as part of a generalized response to conditions that promote growth and quiescence. We found that the response to depletion of G, N, or P produced similar quiescent states with largely similar transcriptomes. As we predicted, repletion of each of the nutrients G, N, or P induced a large (501) common core set of genes and repressed a large (616) common gene set. Each nutrient also produced nutrient-specific transcript changes. The transcriptional responses to each of the three nutrients depended on cAMP and, to a lesser extent, the TOR pathway. All three nutrients stimulated cAMP production within minutes of repletion, and artificially increasing cAMP levels was sufficient to replicate much of the core transcriptional response. The recently identified transceptors Gap1, Mep1, Mep2, and Mep3, as well as Pho84, all played some role in the core transcriptional responses to N or P. As expected, we found some evidence of cross talk between nutrient signals, yet each nutrient sends distinct signals.Entities:
Keywords: RRPE; TOR; cAMP; glucose; mitogenesis; nitrogen; phosphate; protein kinase A; transcription; yeast
Mesh:
Substances:
Year: 2012 PMID: 22973537 PMCID: PMC3429914 DOI: 10.1534/g3.112.002808
Source DB: PubMed Journal: G3 (Bethesda) ISSN: 2160-1836 Impact factor: 3.154
Figure 3 Genes induced by G, N, and P repletion. Microarray data from Figure 2 was used to identify genes induced at least 2-fold by G, N, or P repletion using cutoffs described in Materials and Methods. The Venn diagram shows the intersections between the sets of genes induced at least 2-fold by each nutrient. This intersection of three sets produced seven different groups, and a heat map of fold-change responses is shown for each of these seven sets. Independent biological replicate samples are shown as side-by-side columns, and the transcripts are arranged by k-means clustering. The number of individual transcripts in each set is shown in the figure, and the transcripts are listed for each set in Table S1.
Figure 4 Genes repressed by G, N, and P repletion. Microarray data from Figure 2 was used to identify transcripts reduced by at least 2-fold by G, N or P repletion compared with quiescence levels as described in Materials and Methods. The Venn diagram shows the intersections between the sets of genes repressed at least 2-fold by each nutrient. This intersection of three sets produced seven different groups, and a heat map of fold-change responses is shown for each of these seven sets. Independent biological replicate samples are shown as side-by-side columns, and the transcripts are arranged by k-means clustering. The number of individual transcripts in each set is shown in the figure, and the transcripts are listed for each set in Table S2.
Figure 1 Comparing transcript levels in G-, N-, or P-depleted cells. Wild-type (S288C) cultures were transferred into S medium lacking G, N, or P and were cultured until growth was arrested, and then samples were collected for Affymetrix microarray analysis as described in Materials and Methods. (A) Heat map plotting normalized log2-transformed hybridization intensity data for G-, N-, and P-limited samples arranged by k-means clustering. Independent biological replicate samples are shown as side-by-side columns; the values are so similar between replicates that these columns cannot be readily distinguished by eye in most cases. (B) For each transcript, average intensity data from (A) is plotted such that the expression level in one nutrient condition is on the X-axis, and intensity value in another condition is on the Y-axis. G vs. N starvation yielded a Pearson correlation of 0.79; G vs. P starvation a correlation of 0.77; and N compared with P, a correlation of 0.92.
Figure 2 Large-scale transcriptional responses to G, N, and P repletion. Wild-type (S288C) cells were starved for G, N, or P until growth was arrested as in Figure 1, and then the missing nutrient was repleted as described in Materials and Methods. Samples for microarray analysis were taken at the nutrient-limited state and 60 min after repletion of each missing nutrient. (A) Heat map showing the log2 fold change for each gene, comparing the nutrient repleted with the initial quiescent samples. Independent biological replicate samples are shown as side-by-side columns, and the transcripts are arranged by k-means clustering. Red indicates increased expression; green indicates reduced. (B) For each transcript, fold change data from (A) is averaged and plotted such that the fold change in response to one nutrient condition is on the X-axis, and the fold change in response to another nutrient is plotted on the Y-axis. The red diagonal line indicates the linear regression: G compared with N repletion yielded a Pearson correlation of 0.69, whereas compared with P, yielded 0.67. N vs. P repletion had a correlation of 0.83.
Transcription factor target and binding motif enrichment, gene ontology enrichment, and overrepresented promoter motifs found in the induced Venn diagram genes
| Induced Cluster | TF Bound | Enriched TF Motifs | Enriched GO Terms | Overrepresented Motifs |
|---|---|---|---|---|
| G, N, P | ABF1, YOX1, REB1, LEU3*, CHA4*, RPH1*, RIM101*, PT23**, DAL80**, ARR1** | CHA4, STB2, REB1, ABF1, AZF1, PHO2, XBP1, MOT3*, DAL80*, YER051W* | rRNA processing (11.04.01), | |
| tRNA modification (11.06.02), | ||||
| Ribosome biogenesis (12.01), | ||||
| RNA binding (16.03.03), | ||||
| rRNA synthesis (11.02.01), | ||||
| Translation initiation (12.04.01) | ||||
| G only | FHL1, RAP1, | SFP1, FHL1, RAP1, SWI6, MBP1, STB1, SWI4, FKH2, YRR1, STB2 | Ribosomal proteins (12.01.01) | |
| MBP1, SFP1, | ER to Golgi transport (20.09.07.03) | |||
| SWI6, SWI4, | Triterpene metabolism (01.06.06.11) | |||
| FKH2, RFX1, | Chromosome segregation/division 10.03.04.05) | |||
| MCM1*, ASH1* | Glycosylation, deglycosylation 14.07.02.02) | |||
| Translation elongation (12.04.02) | ||||
| N only | GCN4, BAS1, MET32, RTG3, MET4, CBF1, STP4, GAT3, STB5*, PUT3* | BAS1, ARG81, ARG80, GCN4, MET32, MET4, RTG3, CBF1, SFL1, AFT2 | Amino acid metabolism (GO:0006519), | |
| Nitrogen metabolic process (GO:0006807), | ||||
| Purine nucleotide/nucleoside/ nucleobase anabolism (01.03.01.03), | ||||
| Sulfate assimilation (01.02.03.01), | ||||
| NAD/NADP binding (16.21.07), | ||||
| Aminoadipic acid pathway (01.01.06.06.01.03) | ||||
| P only | INO4, INO2, STP1, ARG81, RPN4*, HAP3*, ARG80*, ABF1*, STB5*, PDR1* | ABF1, SPT23, CBF1, SKN7, SWI5, AZF1, NRG1, RPN4, YAP5, MSN4* | Transcriptional control (11.02.03.04), | |
| DNA binding (16.03.01), | ||||
| DNA conformation modification ( | ||||
| Transcription repression (11.02.03.04.03), | ||||
| General transcription activities (11.02.03.01) | ||||
| G, N | GCN4, STB5, STB1, TYE7*, RGT1*, GLN3*, INO4*, SWI6*, STB2*, OPI1* | ARR1, HAP2, RAP1, SPT2, YAP3, CHA4, HAP4, GCN4, FKH2, YHP1* | Biosynthesis of tryptophan (01.01.09.06.01), | |
| Pentose-phosphate pathway (02.07), | ||||
| Biosynthesis of histidine (01.01.09.07.01), | ||||
| N-directed glycosylation, deglycosylation (14.07.02.02), | ||||
| Purine nucleotide/nucleoside/nucleobase anabolism (01.03.01.03), | ||||
| Aminoadipic acid pathway (01.01.06.06.01.03) | ||||
| G, P | STE12, DIG1, FKH2, SWI4, FKH1, SWI6, STB1, HAP5*, MATA1*, CHA4* | RLM1, YER051W, SFL1, SWI4, STB1, SWI5, GLN3*, MBP1*, THI2*, STB4* | Sexual reproduction (GO:0019953), | |
| Pheromone response, mating-type determination (34.11.03.07), | ||||
| Cytoskeleton/structural (42.04) | ||||
| Ori recognition and priming complex formation (10.01.03.03), | ||||
| Chitin anabolism (01.05.03.03.04), | ||||
| G2/M transition of mitotic cell cycle (10.03.01.01.09) | ||||
| N, P | ARG81, YAP7, AZF1, NRG1, ARG80, SPT23*, MET32*, GZF3*, MET31*, INO4* | CRZ1, XBP1, RTG3, SKO1, RGT1, CHA4, GAL80, RCS1*, STP1*, RDS1* | Ribosome biogenesis (GO:0042254), | |
| rRNA processing (GO:0006364)(GO:0000447)(GO:0000472) | ||||
| Ribosomal small subunit biogenesis (GO:0042274), | ||||
| Endonucleolytic cleavage in 5′-ETS of pre-rRNA |
Each of the seven gene clusters identified in Figure 3A was searched for transcription factor target gene enrichment, transcription factor motifs in gene promoter regions, gene ontology (GO) enrichment, and overrepresented promoter motifs. The column TF Bound indicates transcription factors whose targets were enriched in that cluster based on data from Harbison and Macisaac . The column Enriched TF Motifs indicates transcription factor consensus motifs found to be enriched in gene promoters of each cluster based on the work of Zhu . In both columns, unmarked transcription factors had enrichment with a P value less than 0.05, whereas * indicates enrichment with a P value less than 0.2, and ** a P value greater than 0.2 but less than 0.5. Sliding the P value cut off allowed us to include targets that could have been masked because of how they were identified originally; for example, by cut off or condition. The column Enriched GO Terms shows enriched gene ontology terms via MIPS functional or GO biological process categories (see Materials and Methods). Those shown were limited to the top six categories (or less if fewer were identified) all with a P value at least less than 0.0025. Overrepresented Motifs shows DNA sequences identified in each cluster that were overrepresented in the promoters of those genes. (see Materials and Methods for analysis method).
Transcription factor target and binding motif enrichment, gene ontology 25 enrichment, and overrepresented promoter motifs found in the repressed Venn diagram genes
| Repressed Cluster | TF Bound | Enriched TF Motifs | Enriched GO Terms | Overrepresented Motifs |
|---|---|---|---|---|
| G,N,P | HSF1, SN4, MSN2, ROX1, MIG1, STB5, NRG1, SNT2, PHO2*, GLN3* | MSN2, MSN4, ADR1, SUT1, STP1, GZF3, SKN7, PUT3, MET31, MATA1 | Oxidative stress response (32.01.01), | |
| Heat shock response (32.01.05), | ||||
| Autoproteolytic processing (14.07.11.01), | ||||
| Regulation of glycolysis and gluconeogenesis (02.01.03), | ||||
| Protein/peptide degradation (14.13), | ||||
| Metabolism of energy reserves ( | ||||
| G only | GAL4, RCS1, HAP1, YAP1, BAS1, SOK2, SUT1, SKO1, HAP4, HAP3 | MIG1, SUT1, ARG80, AFT2, CBF1, RCS1, RTG3, CAD1, PHO4, ADR1 | Transcriptional control (11.02.03.04), | |
| Sugar transport (20.01.03.01), | ||||
| Homeostasis of metal ions (34.01.01.01) | ||||
| Aerobic respiration (02.13.03), | ||||
| Modification by acetylation, deacetylation (14.07.04), | ||||
| Transcription initiation (11.02.03.01.01), | ||||
| N only | STP1, GLN3, DAL82, STB4, GAT1, UME6, DIG1*, PUT3*, PDR1*, YDR520C* | UME6, XBP1, GZF3, SOK2, CST6, RTG3, STB5*, CRZ1*, GAT1*, GTS1* | Catabolism of nitrogenous compounds 01.02.02.09), | |
| Meiosis I (10.03.02.01), | ||||
| Amine/polyamine transport (20.01.11), | ||||
| Meiotic recombination (10.01.05.03.01), | ||||
| Amino acid/amino acid derivatives transport (20.01.07), | ||||
| Cytoskeleton-dependent transport (20.09.14) | ||||
| P only | GCR2, GCR1, TYE7, HAP4, SUM1, RLR1, RTG3, STB2, CBF1*, MSN2* | GCR1, RCS1, MET4, GCR2, PHO4, ARG81, RAP1, MATA1, BAS1, DIG1 | Glycolysis and gluconeogenesis (02.01), | |
| Sugar, glucoside, polyol and carboxylate catabolism (01.05.02.07), | ||||
| Cell growth / morphogenesis (40.01), | ||||
| C-compound and carbohydrate metabolism (01.05), | ||||
| Purine nucleotide/nucleoside/nucleobase anabolism (01.03.01.03) | ||||
| G, N | THI2, CIN5, STB1*, UME6*, YAP7*, GAT1**, ARR1**, CST6**, ARG80**, PHD1** | SUT1, GTS1, DIG1, SOK2, STE12, GAT1, GZF3, IME1, MSN2, MET31 | Development of asco- basidio- or zygospore (43.01.03.09), | |
| Meiosis (10.03.02), | ||||
| Amino acid/amino acid derivatives transport (20.01.07), | ||||
| Allantoin and allantoate transport (20.01.23), | ||||
| Autophagy (GO:0006914) | ||||
| G, P | MET31,MSN4 MET4, MSN2 GCN4, ACE2, BAS1 MET32, CBF1, UGA3 | MSN2, MSN4, MIG1, BAS1, ARG81, XBP1, CRZ1, GZF3, STB4, UGA3 | Sugar, glucoside, polyol and carboxylate catabolism (01.05.02.07), | |
| Tricarboxylic-acid pathway (02.10), | ||||
| Electron transport and membrane-associated energy conservation (02.11), | ||||
| Stress response (32.01), | ||||
| Aerobic respiration (02.13.03) | ||||
| N, P | RPN4, FKH2, FKH1,NDD1, MSN2,MSN4, SUT1*, CIN5*, REB1*, HSF1* | RPN4, YHP1, MSN2, SUT1, GAT3, HSF1, NDD1, IME1*, MSN4*, ADR1* | Proteasomal degradation(14.13.01.01), | |
| Modification by ubiquitination, deubiquitination (14.07.05), | ||||
| Vacuolar/lysosomal transport (20.09.13), | ||||
| Actin cytoskeleton (42.04.03), | ||||
| ATP binding (16.19.03), | ||||
| Tetracyclic and pentacyclic triterpenes (cholesterin, steroids and hopanoids) metabolism (01.06.06.11), |
Each of seven gene clusters identified in Figure 3B was searched for transcription factor target gene enrichment, transcription factor motifs in gene promoter regions, gene ontology (GO) enrichment, and overrepresented promoter motifs. Otherwise, columns are as described in Table 1.
Figure 5 The effect of PKA and TOR signaling in the transcriptional response to G, N, and P. Cells carrying a cyr1Δ mutation (TC41) were starved for G, N, or P until growth arrested, and cAMP was removed as described in Materials and Methods. Samples for microarray analysis were taken at the starved state and 60 min after repletion of each missing nutrient. In some samples, rapamycin (200 nM) was added during repletion to block the TOR pathway, and in some samples, cAMP (1 mM) was omitted from the repletion medium to block the cAMP/PKA pathway. (A) Heat map showing the average log2 fold change for each of the 501 (top panel) or 616 genes (bottom panel) identified in Figures 3 and 4 as induced or repressed in all three nutrient-repletion conditions. Heat maps were k-means clustered. Red indicates induction relative to the starved state; green indicates repression; and black, no change. The + symbols indicate active and the − symbols indicate blocked pathways, produced by adding and subtracting rapamycin and cAMP. (B) For each transcript, the average fold change in expression induced by nutrient repletion in the cyr1Δ mutant +cAMP and −rapamycin is plotted on the X-axis (+PKA, +TOR). Responses under different conditions are shown on the Y-axis as follows: red is fold change produced in cyr1Δ cells treated with rapamycin (−TOR); green is fold change produced in cyr1Δ cells without cAMP (−PKA); light blue is fold change produced by nutrients in cyr1Δ cells without cAMP and with rapamycin (−PKA-TOR); and dark blue is fold change produced by nutrients in the isogenic wild-type cells (HR125). The slope of each line indicates the severity of signaling inhibition across the genome relative to the +PKA, +TOR samples.
Figure 6 Response of N- or P-starved cells to cAMP addition. Cells carrying a CYR1 deletion (TC41) were grown until limited for N or P as described in Materials and Methods, and then challenged with either cAMP alone or cAMP with the limiting nutrient. Samples were collected at the starved state and 60 min after repletion for microarray analysis. For each transcript, the average fold change in expression induced by cAMP plus nutrient is plotted on the X-axis, and the response to cAMP alone is plotted on the Y-axis. Comparison of the response to cAMP alone with cAMP plus N produced a Pearson correlation of 0.79, and comparison of cAMP alone with cAMP plus P yielded a correlation of 0.87.
Figure 7 G, N, and P repletions increase cAMP. Prototrophic yeast (S288C) were starved for G, N, or P and then repleted with the missing nutrient as described in Materials and Methods. Levels of cAMP were measured at the indicated time after repletion using an ELISA assay, with each well receiving extract from the same number of cells (5 OD units). Error bars represent the standard error the mean (n = 3). The experiment was repeated multiple times with similar results.
Figure 8 Cross talk between nutrient signals. S288C cells were starved for the indicated nutrients and repleted with either a single nutrient or both of the limiting nutrients as described in Materials and Methods. (A) As a point of reference, the results for depletion and repletion of single nutrients (G, N, and P) are shown, and the k-means clustering pattern of this set of single nutrient repletions was used to order the other two panels. (B) Cells limited for both G and N were repleted with G, N, or both, and then cells were collected for microarray analysis 60 min after nutrient addition. Duplicate experiments were conducted, and the heat map shows the average log2 fold-change ratio induced by the nutrients for each transcript. Red indicates induction relative to the starved state; green indicates repression; and black, no change. (C) Samples were depleted for both G and P and repleted as indicated.
Figure 9 Effect of GAP1 deletion on the transcriptional response to N. Wild-type (BY4742) or the isogenic gap1Δ cells were starved for N as in Figure 1 and then challenged with 10 mM L-citrulline. Samples for microarray analysis were collected at the starved state and 60 min after L-citrulline repletion. (A) The heat map shows the log2 fold-change results for each transcript of duplicate independent experiments in parallel columns: red indicates induction relative to the starved state, and green indicates repression. The k-means method was used to arrange gene clusters. (B) Dot plot in which the average log2 response to L-citrulline is plotted for each transcript. The fold-change response in wild-type cells is plotted on the X-axis, and the response in the gap1Δ mutant is shown on the Y-axis. (C) Box plots summarizing the expression of the 501 induced or 616 repressed genes from Figures 3 and 4 in either the wild-type or the gap1Δ strains. The black band in the box indicates the median; the upper box limit, the 75th percentile; the lower box limit, the 25th percentile; and each whisker, the minimum and maximum value within 1.5× of the interquartile range, respectively. The asterisk indicates a significant difference (P < 0.05).
Figure 10 Role of Mep transceptors in the response to N. Wild-type (BY4742) and the isogenic mep1Δ, mep2Δ, and mep3Δ cells were starved for N, and then challenged with 10 mM ammonium sulfate. Samples for microarray analysis were taken at the starved state and 60 min after repletion. (A) The heat map shows the results of duplicate experiments presented in parallel columns for the wild-type and the MEP mutants. Results are shown as log2 fold change, with red indicating induction by ammonium, and green repression relative to the initial quiescent samples. The patterns were obtained using k-means clustering. (B) Dot plot with log2 fold change produced by ammonium in wild-type plotted on the X-axis, and the responses in each of the MEP mutants plotted on the Y-axis. Each dot represents a gene, and the black line indicates the pattern expected for a perfect correlation. The mep1Δ response is shown in green; the mep2Δ , in red; and the mep3Δ, in light blue. (C) Box plots summarizing the results for the core sets of 501 induced and 616 repressed genes as in Figure 9C. The black band in the box indicates the median; the upper box limit, the 75th percentile; the lower box limit, the 25th percentile; and each whisker, the minimum and maximum value within 1.5× of the interquartile range, respectively. The asterisk indicates a significant difference (P < 0.05).
Figure 11 Role of PHO84 in the transcriptional response to P. Wild-type (BY4742) or isogenic pho84Δ cells were starved for P, and then challenged with KH2PO4 or Gly3P as described in Materials and Methods. Samples for microarray analysis were taken from the initial quiescent culture and at 60 min after repletion. (A) The heat map shows the results of duplicate experiments presented in parallel columns for the wild-type and the pho84Δ mutants. Results are shown as log2 fold change, with red indicating induction by the P source, and green repression relative to the initial quiescent samples. The patterns were obtained using k-means clustering. (B) Dot plots showing responses to KH2PO4 and Gly3P in wild-type and pho84Δ mutant cells. The log2 fold change for the wild-type cells is plotted on the X-axis, and the response in the pho84Δ mutant is plotted on the Y-axis. Each dot represents a gene, and the black line indicates the pattern expected for a perfect correlation. (C) Box plots summarizing the results for the core sets of 501 induced and 616 repressed genes as in Figures 9C and 10C. The presence of the wild-type PHO84 gene is indicated by a + sign. The black band in the box indicates the median; the upper box limit, the 75th percentile; the lower box limit, the 25th percentile; and each whisker, the minimum and maximum value within 1.5× of the interquartile range, respectively. The asterisk indicates a significant difference (P < 0.05).