| Literature DB >> 18533012 |
Laura Salusjärvi1, Matti Kankainen, Rabah Soliymani, Juha-Pekka Pitkänen, Merja Penttilä, Laura Ruohonen.
Abstract
BACKGROUND: Considerable interest in the bioconversion of lignocellulosic biomass into ethanol has led to metabolic engineering of Saccharomyces cerevisiae for fermentation of xylose. In the present study, the transcriptome and proteome of recombinant, xylose-utilising S. cerevisiae grown in aerobic batch cultures on xylose were compared with those of glucose-grown cells both in glucose repressed and derepressed states. The aim was to study at the genome-wide level how signalling and carbon catabolite repression differ in cells grown on either glucose or xylose. The more detailed knowledge whether xylose is sensed as a fermentable carbon source, capable of catabolite repression like glucose, or is rather recognised as a non-fermentable carbon source is important for further engineering this yeast for more efficient anaerobic fermentation of xylose.Entities:
Year: 2008 PMID: 18533012 PMCID: PMC2435516 DOI: 10.1186/1475-2859-7-18
Source DB: PubMed Journal: Microb Cell Fact ISSN: 1475-2859 Impact factor: 5.328
Figure 1Recombinant xylose-metabolising Cultures were maintained at pH 5.5, 30°C, 500 rpm, 0.33 volume air [volume culture]-1 min-1. Data represent the average and standard deviation of three separate batch cultures on each carbon source. The arrows indicate times at which samples were taken for transcriptome and proteome analyses.
Figure 2The eight distinct clusters of the 1439 differentially expressed genes determined by K-means with Euclidean distance. The y-axis corresponds to the difference of a gene relative to the mean expression of the gene in all samples on a log2-scale (values above zero-level represent up-regulation and below it down-regulation). The red lines represent the average expression pattern of each cluster. The x-axes are the 5 h and 24 h glucose and 72 h xylose samples (Glc5h, Glc24h and Xyl72h, respectively). The total number of genes in each cluster was: 484, 514, 127, 182, 22, 22, 34 and 54 for clusters 1 to 8, respectively.
The top three gene ontology (GO) classes in each of the eight clusters in Figure 1. n is the number of the genes with the specified function, % is the percentage of the genes in the cluster with the specified function, and p-value is the binomial distribution probability [33]. (Total number of genes in clusters 1 to 8: 484, 514, 127, 182, 22, 22, 34 and 54, respectively)
| Cluster | GO-class | Annotation | % | ||
| 1 | GO:0009058 | Biosynthesis | 159 | 32.9 | 1.96E-23 |
| GO:0044249 | Cellular biosynthesis | 148 | 30.6 | 1.95E-21 | |
| GO:0044238 | Primary metabolism | 286 | 59.1 | 5.51E-19 | |
| 2 | GO:0006091 | Generation of precursor metabolites and energy | 67 | 13.0 | 5.89E-25 |
| GO:0015980 | Energy derivation by oxidation of organic compounds | 57 | 11.1 | 6.24E-21 | |
| GO:0006119 | Oxidative phosphorylation | 20 | 3.9 | 5.25E-11 | |
| 3 | GO:0006896 | Golgi to vacuole transport | 5 | 3.9 | 1.39E-05 |
| GO:0006892 | Post-Golgi transport | 6 | 4.7 | 2.10E-04 | |
| GO:0042147 | Retrograde transport, endosome to Golgi | 3 | 2.4 | 6.40E-04 | |
| 4 | GO:0044242 | Cellular lipid catabolism | 2 | 1.1 | 4.99E-03 |
| GO:0016042 | Lipid catabolism | 2 | 1.1 | 4.99E-03 | |
| GO:0006000 | Fructose metabolism | 2 | 1.1 | 4.99E-03 | |
| 5 | GO:0006790 | Sulphur metabolism | 6 | 27.3 | 8.16E-09 |
| GO:0000096 | Sulphur amino acid metabolism | 4 | 18.2 | 1.71E-06 | |
| GO:0015837 | Amine transport | 4 | 18.2 | 8.44E-06 | |
| 6 | GO:0000017 | Alpha-glucoside transport | 2 | 9.1 | 1.00E-04 |
| GO:0042946 | Glucoside transport | 2 | 9.1 | 1.00E-04 | |
| GO:0008643 | Carbohydrate transport | 2 | 9.1 | 4.21E-03 | |
| 7 | GO:0009082 | Branched chain family amino acid biosynthesis | 5 | 14.7 | 2.50E-09 |
| GO:0009081 | Branched chain family amino acid metabolism | 5 | 14.7 | 7.00E-09 | |
| GO:0009098 | Leucine biosynthesis | 3 | 8.8 | 1.30E-06 | |
| 8 | GO:0000002 | Mitochondrial genome maintenance | 4 | 7.4 | 3.24E-05 |
| GO:0051294 | Establishment of spindle orientation | 2 | 3.7 | 1.66E-03 | |
| GO:0051293 | Establishment of spindle localization | 2 | 3.7 | 1.66E-03 |
Proteins which were differentially translated in the glucose repressed, glucose derepressed and xylose-grown cells, identified from the 2-DE gels [Additional files 14 and 15].
| log2 X72/G24 | log2 X72/G5 | log2 G24/G5 | |||||||
| 2D | array | 2D | array | 2D | array | ||||
| P32316 | YBL015W | acetyl-CoA hydrolase | 0.0 | -1.0 | 3.4 | 2.7 | 3.4 | 3.7 | |
| P00330 | Adh1p_a | YOL086C | alcohol dehydrogenase | 1.4 | 0.9 | 0.2 | 0.3 | -1.2 | -0.6 |
| P00330 | Adh1p_b | YOL086C | alcohol dehydrogenase | 2.1 | 0.9 | 0.5 | 0.3 | -1.6 | -0.6 |
| P00331 | YMR303C | alcohol dehydrogenase | 4.8 | -2.6 | 5.7 | 1.4 | 0.9 | 4.0 | |
| P47143 | YJR105W | adenosine kinase | -1.1 | 0.4 | -1.4 | -1.3 | -0.2 | -1.7 | |
| P47143 | YJR105W | adenosine kinase | -1.4 | 0.4 | -1.9 | -1.3 | -0.5 | -1.7 | |
| P38013 | Ahp1p | YLR109W | thioredoxin peroxidase | -0.4 | 0.0 | 0.5 | -0.2 | 1.0 | -0.2 |
| P54114 | YMR169C | aldehyde dehydrogenase | 0.4 | 0.8 | 1.8 | 1.8 | 1.4 | 1.0 | |
| P46367 | Ald4p | YOR374W | aldehyde dehydrogenase (NAD+) | 1.7 | -0.2 | 3.6 | 1.0 | 1.9 | 1.1 |
| P54115 | YPL061W | aldehyde dehydrogenase (NADP+) | -0.9 | -2.6 | 0.2 | -1.9 | 1.0 | 0.7 | |
| P54115 | YPL061W | aldehyde dehydrogenase (NADP+) | -2.0 | -2.6 | -2.8 | -1.9 | -0.8 | 0.7 | |
| P28777 | YGL148W | chorismate synthase | -0.7 | 0.4 | -1.4 | -1.4 | -0.7 | -1.8 | |
| P53090 | YGL202W | aromatic-amino-acid transaminase | -1.7 | 1.5 | -0.6 | -1.0 | 1.1 | -2.5 | |
| P38011 | YMR116C | molecular function unknown | -0.6 | 1.8 | -2.4 | -1.1 | -1.8 | -3.0 | |
| P07251 | Atp1p | YBL099W | hydrogen-transporting ATP synthase | 0.1 | -0.2 | 1.8 | 0.7 | 1.7 | 0.9 |
| P00830 | Atp2p | YJR121W | hydrogen-transporting ATP synthase | 0.2 | -0.4 | 1.6 | 0.9 | 1.4 | 1.2 |
| P38891 | YHR208W | branched-chain-amino-acid transaminase | 1.9 | 3.9 | 0.4 | 0.7 | -1.5 | -3.2 | |
| P07256 | YBL045C | ubiquinol-cytochrome-c reductase | 0.6 | -0.2 | 1.3 | 1.0 | 0.8 | 1.2 | |
| P07256 | YBL045C | ubiquinol-cytochrome-c reductase | 0.3 | -0.2 | 1.3 | 1.0 | 1.0 | 1.2 | |
| P07256 | YBL045C | ubiquinol-cytochrome-c reductase | -0.1 | -0.2 | 1.3 | 1.0 | 1.5 | 1.2 | |
| P06115 | YGR088W | catalase | 1.4 | 1.8 | 3.4 | 2.4 | 2.0 | 0.6 | |
| P31373 | Cys3p | YAL012W | cystathionine gamma-lyase | -2.3 | -0.6 | -2.9 | -3.1 | -0.6 | -2.4 |
| P32582 | Cys4p_a | YGR155W | cystathionine beta-synthase | -2.5 | -0.8 | -0.2 | -1.1 | 2.3 | -0.3 |
| P32582 | Cys4p_b | YGR155W | cystathionine beta-synthase | -0.9 | -0.8 | -1.7 | -1.1 | -0.9 | -0.3 |
| P06634 | Ded1p | YOR204W | RNA helicase | 0.5 | 0.3 | -2.2 | 0.5 | -2.7 | 0.2 |
| P14306 | YLR178C | carboxypeptidase Y inhibitor | -1.2 | -0.6 | 1.7 | 0.8 | 2.9 | 1.4 | |
| P39976 | Dld3p | YEL071W | D-lactate dehydrogenase (cytochrome) | -2.0 | -0.2 | -2.4 | -0.6 | -0.3 | -0.4 |
| P00924 | Eno1p_a | YGR254W | phosphopyruvate hydratase | 1.5 | 0.6 | 5.2 | 0.5 | 3.7 | -0.1 |
| P00924 | Eno1p_b | YGR254W | phosphopyruvate hydratase | 3.5 | 0.6 | 5.7 | 0.5 | 2.2 | -0.1 |
| P00924 | Eno1p_c | YGR254W | phosphopyruvate hydratase | 1.2 | 0.6 | 2.6 | 0.5 | 1.3 | -0.1 |
| P14065 | YOR120W | aldo-keto reductase | 2.0 | 0.3 | 3.7 | 3.1 | 1.7 | 2.8 | |
| Q00055 | Gpd1p | YDL022W | glycerol-3-phosphate dehydrogenase | 0.7 | 0.0 | 1.9 | 0.2 | 1.2 | 0.2 |
| P00950 | Gpm1p | YKL152C | phosphoglycerate mutase | 1.7 | 0.5 | 1.6 | -0.1 | 0.0 | -0.7 |
| P38625 | YMR217W | GMP synthase | -0.8 | 1.3 | -1.8 | -1.0 | -1.0 | -2.3 | |
| P15454 | YDR454C | guanylate kinase | -1.7 | 0.3 | -1.4 | -1.3 | 0.3 | -1.6 | |
| P15992 | Hsp26p_a | YBR072W | heat shock protein | 0.1 | -0.2 | 3.0 | 2.0 | 2.9 | 2.2 |
| P15992 | Hsp26p_b | YBR072W | heat shock protein | -0.6 | -0.2 | 2.2 | 2.0 | 2.8 | 2.2 |
| P04807 | YGL253W | hexokinase | 2.6 | 2.9 | 10.7 | -0.5 | 8.1 | -3.4 | |
| P04807 | YGL253W | hexokinase | 0.7 | 2.9 | -1.1 | -0.5 | -1.8 | -3.4 | |
| P28241 | YOR136W | isocitrate dehydrogenase (NAD+) | -0.9 | -0.5 | 0.7 | 0.2 | 1.7 | 0.7 | |
| P00817 | Ipp1p | YBR011C | inorganic diphosphatase | -1.7 | -0.5 | -1.5 | -0.9 | 0.3 | -0.5 |
| P53598 | Lsc1p | YOR142W | succinate-CoA ligase (ADP-forming) | -0.5 | -0.4 | 0.6 | 0.1 | 1.1 | 0.4 |
| P36060 | Mcr1p | YKL150W | cytochrome-b5 reductase | 1.8 | 0.1 | 3.3 | 1.5 | 1.4 | 1.4 |
| P05694 | Met6p | YER091C | methionine synthase | -2.5 | -1.3 | -2.9 | -1.0 | -0.4 | 0.3 |
| P04147 | Pab1p | YER165W | poly(A) binding protein | 0.4 | 0.2 | -1.1 | -0.3 | -1.6 | -0.5 |
| P06169 | YLR044C | pyruvate decarboxylase | -1.7 | 2.0 | -1.8 | -0.2 | 0.0 | -2.2 | |
| P06169 | YLR044C | pyruvate decarboxylase | -2.1 | 2.0 | -1.2 | -0.2 | 0.9 | -2.2 | |
| P17967 | YCL043C | protein disulfide isomerase | -0.7 | -0.1 | -2.6 | -0.5 | -1.9 | -0.4 | |
| P00560 | Pgk1p_a | YCR012W | phosphoglycerate kinase | 1.1 | 0.6 | 1.8 | 0.1 | 0.7 | -0.5 |
| P00560 | Pgk1p_b | YCR012W | phosphoglycerate kinase | 1.9 | 0.6 | 2.6 | 0.1 | 0.7 | -0.5 |
| P34227 | Prx1p | YBL064C | thioredoxin peroxidase | -0.2 | -0.9 | 1.7 | 0.7 | 1.9 | 1.6 |
| Q12335 | Pst2p | YDR032C | molecular function unknown | -0.6 | -0.1 | 0.8 | -0.4 | 1.5 | -0.3 |
| P07703 | YPR110C | DNA-directed RNA polymerase | -0.3 | 0.5 | -1.5 | -1.3 | -1.2 | -1.8 | |
| P26783 | Rps5p | YJR123W | structural constituent of ribosome | -0.6 | 0.7 | -3.0 | -0.6 | -2.4 | -1.2 |
| P19358 | YDR502C | methionine adenosyltransferase | -2.2 | -2.0 | -2.5 | -2.6 | -0.3 | -0.6 | |
| P07283 | YFL045C | phosphomannomutase | -0.1 | 0.2 | -2.5 | -1.6 | -2.4 | -1.8 | |
| P07283 | YFL045C | phosphomannomutase | -1.1 | 0.2 | -2.0 | -1.6 | -0.8 | -1.8 | |
| P33330 | YOR184W | phosphoserine transaminase | -0.8 | -0.3 | -0.9 | -1.0 | -0.1 | -0.8 | |
| P37291 | Shm2p | YLR058C | glycine hydroxymethyltransferase | 0.1 | -0.1 | -1.5 | 0.6 | -1.6 | 0.7 |
| Q03144 | Sno1p | YMR095C | molecular function unknown | 0.3 | 0.4 | -0.8 | 2.0 | -1.1 | 1.6 |
| P00447 | Sod2p | YHR008C | manganese superoxide dismutase | -0.5 | -0.2 | 1.9 | 1.1 | 2.4 | 1.2 |
| P15705 | Sti1p | YOR027W | Hsp90 cochaperone | 0.6 | 0.2 | 1.7 | 0.3 | 1.1 | 0.1 |
| P23254 | YPR074C | transketolase | -0.6 | 1.1 | -1.0 | -0.6 | -0.5 | -1.7 | |
| P00942 | Tpi1p | YDR050C | triose-phosphate isomerase | -1.1 | 0.2 | 0.5 | -0.1 | 1.5 | -0.3 |
| P17649 | Uga1p | YGR019W | 4-aminobutyrate transaminase | -0.8 | -0.1 | 1.4 | 0.2 | 2.2 | 0.3 |
| Q12363 | Wtm1p_a | YOR230W | transcriptional modulator | 0.1 | -0.1 | 1.7 | 0.2 | 1.6 | 0.3 |
| Q12363 | Wtm1p_b | YOR230W | transcriptional modulator | -0.1 | -0.1 | 1.3 | 0.2 | 1.4 | 0.3 |
| P23180 | Yhl021p | YHL021C | molecular function unknown | -0.5 | -0.8 | 1.6 | 0.6 | 2.1 | 1.3 |
| P35691 | YKL056C | molecular function unknown | -1.0 | 0.5 | -1.8 | -1.4 | -0.9 | -1.9 | |
| Q04869 | YMR315W | molecular function unknown | 2.5 | 2.3 | 3.1 | 1.8 | 0.6 | -0.4 | |
Log2 values of the protein abundance ratios, and the expression ratios for the corresponding gene of cells grown on xylose for 72 h (X72) to cells grown on glucose for 24 h (G24), or 5 h (G5), and of cells grown on glucose for 24 h to cells grown on glucose for 5 h are given. Proteins whose encoding genes showed a statistically significant expression difference in the samples studied are marked with bold text.
aDifferent pI forms of a protein indicated by a, b and c
bThese spots of Pdc1p had substantially lower molecular weight compared with the major Pdc1p protein spot identified earlier [15] and are likely either degraded or post-translationally processed forms of the enzyme.
Figure 3Expression profiles of genes involved in the main metabolic networks of Transcription factors are presented with boldfacing and connected to the respective target genes with gray lines. The connections shown between transcription factors and their target genes are based on compilations in Yeast Proteome Database [70][80] and on the transcription factor binding network by Young and co-workers [82]. Expression of the genes presented in white boxes with black text was highest in the glucose derepressed cells (Derep.) and lowest in the glucose repressed cells (Rep.). Expression of the genes presented in black boxes with white text was highest in the glucose repressed cells and lowest in the glucose derepressed cells. Expression of the genes presented in dark gray boxes with black text was highest in the xylose-grown cells and lowest in the glucose derepressed cells. Expression of the genes presented in light gray boxes with black text was highest in the xylose-grown cells and lowest in the glucose repressed cells. Expression of the genes presented in gray boxes with white text was lowest in the xylose-grown cells. In addition to the genes shown in the figure, 89% of the genes (31 out of 35) annotated to GO category "Oxidative phosphorylation" and its daughter categories [33] had highest expression in the glucose derepressed cells, lowest expression in the glucose repressed cells and intermediate expression in the cells grown on xylose (data not shown).
Figure 4Log-scale ratio of intensity of Pro-Q Diamond phosphoprotein stain to Sypro Ruby signal (total protein amount) of phosphorylated a) enolase 1, b) enolase 2, c) glucokinase, and d) hexokinase 2 protein isoforms identified from 2-DE gel analyses (a to c refer to different isoforms on gels). G5 = cells after 5 h on glucose; G24 = cells after 24 h on glucose; X72 = cells after 72 h on xylose.