| Literature DB >> 23236393 |
Junhua Jin1, Bing Zhang, Huiyuan Guo, Jianyun Cui, Lu Jiang, Shuhui Song, Min Sun, Fazheng Ren.
Abstract
To analyze the mechanism of the acid tolerance response (ATR) in Bifidobacterium longum subsp. longum BBMN68, we optimized the acid-adaptation condition to stimulate ATR effectively and analyzed the change of gene expression profile after acid-adaptation using high-throughput RNA-Seq. After acid-adaptation at pH 4.5 for 2 hours, the survival rate of BBMN68 at lethal pH 3.5 for 120 min was increased by 70 fold and the expression of 293 genes were upregulated by more than 2 fold, and 245 genes were downregulated by more than 2 fold. Gene expression profiling of ATR in BBMN68 suggested that, when the bacteria faced acid stress, the cells strengthened the integrity of cell wall and changed the permeability of membrane to keep the H(+) from entering. Once the H(+) entered the cytoplasm, the cells showed four main responses: First, the F(0)F(1)-ATPase system was initiated to discharge H(+). Second, the ability to produce NH(3) by cysteine-cystathionine-cycle was strengthened to neutralize excess H(+). Third, the cells started NER-UVR and NER-VSR systems to minimize the damage to DNA and upregulated HtpX, IbpA, and γ-glutamylcysteine production to protect proteins against damage. Fourth, the cells initiated global response signals ((p)ppGpp, polyP, and Sec-SRP) to bring the whole cell into a state of response to the stress. The cells also secreted the quorum sensing signal (AI-2) to communicate between intraspecies cells by the cellular signal system, such as two-component systems, to improve the overall survival rate. Besides, the cells varied the pathways of producing energy by shifting to BCAA metabolism and enhanced the ability to utilize sugar to supply sufficient energy for the operation of the mechanism mentioned above. Based on these reults, it was inferred that, during industrial applications, the acid resistance of bifidobacteria could be improved by adding BCAA, γ-glutamylcysteine, cysteine, and cystathionine into the acid-stress environment.Entities:
Mesh:
Substances:
Year: 2012 PMID: 23236393 PMCID: PMC3517610 DOI: 10.1371/journal.pone.0050777
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Primers used for the verification of selected genes during RT-PCR.
| Gene ID | Primer sequence (F/R: 5′-3′) | Product size (bp) | Amplification efficiency |
|
|
| 185 | 1.99 |
|
|
| 210 | 2.00 |
|
|
| 190 | 1.96 |
|
|
| 177 | 1.87 |
|
|
| 154 | 2.07 |
|
|
| 176 | 1.96 |
|
|
| 165 | 1.96 |
|
|
| 175 | 1.95 |
|
|
| 195 | 1.95 |
|
|
| 195 | 1.93 |
|
|
| 235 | 1.97 |
|
|
| 160 | 1.93 |
|
|
| 166 | 1.95 |
|
|
| 226 | 2.01 |
|
|
| 222 | 1.92 |
Figure 1Survival of Bifidobacterium longum subsp. longum BBMN68 after 2 hours at different pH.
Exponential cells were collected and resuspended into fresh MRS with different pH to culture for 2 hours under anaerobic condition. Significant differences among the groups are marked with different letters (P<0.05).
Figure 2Effects of acid- adaptation on acid resistance of Bifidobacterium longum subsp. longum BBMN68.
Control cells were not treated; acid-adaptation cells were acid-adapted at pH 4.5 for 2 hours; acid resistance shows the survival ratios of the cells at pH 3.5 for 2 hours. * significant difference (P<0.05).
Figure 3Correlation of foldchange values from RNA-Seq and RT-PCR.
The R2 value is 0.96.
Figure 4Comparsion of functions to clusters of orthologous genes in Bifidobacterium longum subsp. longum BBMN68.
These genes included those whose expression was upregulated (red block), downregulated (green block), and unchanged (black block) relative to control cells. The numbers above and below the little bar indicate the enrichments of the down-regulated genes and the up-regulated genes in respect to the genome, respectively.
Changes in expression of the genes involved in biosynthesis of Cell Envelope and Membrane (CEM).
| Gene ID | RPKM-control | RPKM-acid-adapted | Fold change | COG | Code | Gene | Gene description |
|
| 113.37 | 241.35 | 2.13 | H | COG0846 | K12410, NAD-dependent deacetylase [EC:3.5.1.-] | |
|
| 140.53 | 283.21 | 2.02 | G | COG1109 |
| K03431, phosphoglucosamine mutase [EC:5.4.2.10] |
|
| 77.61 | 174.46 | 2.25 | M | COG1207 |
| K04042, bifunctional UDP-N-acetylglucosamine pyrophosphorylase/glucosamine-1-phosphate N-acetyltransferase [EC:2.7.7.23 2.3.1.157] |
|
| 127.77 | 346.11 | 2.71 | EM | COG0329 |
| K01714, dihydrodipicolinate synthase [EC:4.2.1.52] |
|
| 17.64 | 35.36 | 2.00 | E | COG0624 |
| K01439, succinyl-diaminopimelate desuccinylase [EC:3.5.1.18] |
|
| 94.27 | 330.69 | 3.51 | I | COG1211 |
| K00991, 2-C-methyl-D-erythritol 4-phosphate cytidylyltransferase [EC:2.7.7.60] |
|
| 30.69 | 98.5 | 3.21 | H | COG0142 |
| K13787, geranylgeranyl diphosphate synthase, type I [EC:2.5.1.1/2.5.1.10/2.5.1.29] |
|
| 119.96 | 321.03 | 2.68 | M | COG0821 |
| K03526, (E)-4-hydroxy-3-methylbut-2-enyl-diphosphate synthase [EC:1.17.7.1] |
|
| 50.77 | 126.06 | 2.48 | I | COG0020 |
| K00806, undecaprenyl diphosphate synthase [EC:2.5.1.31] |
|
| 135.57 | 320.22 | 2.36 | I | COG0743 |
| K00099, 1-deoxy-D-xylulose-5-phosphate reductoisomerase [EC:1.1.1.267] |
|
| 8.28 | 17.69 | 2.14 | I | COG0245 |
| K01770, 2-C-methyl-D-erythritol 2,4-cyclodiphosphate synthase [EC:4.6.1.12] |
|
| 390.91 | 785.8 | 2.01 | M | COG1088 |
| K01710, dTDP-glucose 4,6-dehydratase [EC:4.2.1.46] |
|
| 284.49 | 635.17 | 2.23 | M | COG1091 |
| K00067, dTDP-4-dehydrorhamnose reductase [EC:1.1.1.133]K01790, dTDP-4-dehydrorhamnose 3,5-epimerase [EC:5.1.3.13] |
|
| 666.12 | 861.34 | 1.29 | M | COG1209 |
| K00973, glucose-1-phosphate thymidylyltransferase [EC:2.7.7.24] |
|
| 193.38 | 554.77 | 2.87 | MG | COG1682 |
| K01992, ABC-2 type transport system permease protein |
|
| 468.32 | 697.82 | 1.49 | G | COG1134 |
| K01990, ABC-2 type transport system ATP-binding protein |
|
| 73.35 | 350.75 | 4.78 | M | COG2230 |
| Cyclopropane fatty acid synthase |
|
| 113.58 | 407.27 | 3.59 | M | COG0463 | Hypothetical protein | |
|
| 25.47 | 55.92 | 2.20 | M | COG0463 | Hypothetical protein | |
|
| 58.19 | 118.96 | 2.04 | M | COG0463 | Glycosyltransferase for cell wall membrane | |
|
| 90.1 | 204.51 | 2.27 | M | COG1215 | Glycosyltransferase for cell wall membrane | |
|
| 81.69 | 173.01 | 2.12 | M | COG0463 |
| Glycosyltransferase for cell wall membrane |
|
| 60.38 | 123.92 | 2.05 | M | COG0438 |
| Glycosyltransferase |
|
| 155.49 | 576.65 | 3.71 | D | COG0489 | Etk-like tyrosine kinase involved in EPS biosynthesis |
changed by more than 2 fold.
Figure 5Metabolic net work of the mechanism involved in ATR in Bifidobacterium longum subsp. longum BBMN68.
CEM: cell envelope and membrane; CCC: cysteine and cystathionine cycle; BCAA: branched-chain amino acids; AAA: aliphatic amino acids; PP: protein protection; 2CS: two-component system (HK: sensor; RR: response regulator); QS: quorum sensing; CFA: cyclopropane fatty acid; EPS: extracellular polysaccharide; SAM: S-adenosylmethionine.
Expression of genes encoding subunits of F0F1-ATPase in BBMN68.
| Gene ID | RPKM-control | RPKM-acid-adapted | Fold change | COG | Code | Gene | Gene description |
|
| 3937.05 | 4499.09 | 1.14 | C | COG0355 |
| K02114, F-type H+-transporting ATPase subunit epsilon [EC:3.6.3.14] |
|
| 4118.78 | 6059.24 | 1.47 | C | COG0055 |
| K02112, F-type H+-transporting ATPase subunit beta [EC:3.6.3.14] |
|
| 2955.1 | 6406.36 | 2.17 | C | COG0224 |
| K02115, F-type H+-transporting ATPase subunit gamma [EC:3.6.3.14] |
|
| 3296.97 | 5946.07 | 1.80 | C | COG0056 |
| K02111, F-type H+-transporting ATPase subunit alpha [EC:3.6.3.14] |
|
| 3531.07 | 9305.03 | 2.64 | C | COG0712 |
| K02113, F-type H+-transporting ATPase subunit delta [EC:3.6.3.14] |
|
| 2110.9 | 3318.5 | 1.57 | C | COG0711 |
| K02109, F-type H+-transporting ATPase subunit b [EC:3.6.3.14] |
|
| 1993.61 | 4012 | 2.01 | C | COG0636 |
| K02110, F-type H+-transporting ATPase subunit c [EC:3.6.3.14] |
|
| 599.22 | 2135.16 | 3.56 | C | COG0356 |
| K02108, F-type H+-transporting ATPase subunit a [EC:3.6.3.14] |
changed by more than 2 fold.
Figure 6Activity of ATPase in Bifidobacterium longum subsp. longum BBMN68.
* significant difference (P<0.05).
Changes in expression of genes associated with amino acid metabolism pathway.
| Gene ID | RPKM-control | RPKM-acid-adapted | Fold change | COG | Code | Gene | Gene description |
|
| 30.77 | 284.73 | 9.25 | E | COG1168 |
| K14155, cystathione beta-lyase [EC:4.4.1.8] |
|
| 297.44 | 845.07 | 2.84 | H | COG0192 |
| K00789, S-adenosylmethionine synthetase [EC:2.5.1.6] |
|
| 265.56 | 744 | 2.80 | E | COG0031 |
| K01697, cystathionine beta-synthase [EC:4.2.1.22] |
|
| 359.99 | 976.06 | 2.71 | E | COG0626 |
| K01739, cystathionine gamma-synthase [EC:2.5.1.48] |
|
| 2667.41 | 18881.2 | 7.08 | EH | COG0059 |
| K00053, ketol-acid reductoisomerase [EC:1.1.1.86] |
|
| 99.73 | 224.99 | 2.26 | EG | COG0129 |
| K01687, dihydroxy-acid dehydratase [EC:4.2.1.9] |
|
| 395.39 | 861.86 | 2.18 | EH | COG0115 |
| K00826, branched-chain amino acid aminotransferase [EC:2.6.1.42] |
|
| 366.15 | 825.87 | 2.26 | E | COG0119 |
| K01649, 2-isopropylmalate synthase [EC:2.3.3.13] |
|
| 237.25 | 1102.93 | 4.65 | E | COG0473 |
| K00052, 3-isopropylmalate dehydrogenase [EC:1.1.1.85] |
|
| 37.07 | 107.49 | 2.90 | E | COG0065 |
| K01703, 3-isopropylmalate/(R)-2-methylmalate dehydratase large subunit [EC:4.2.1.33 4.2.1.35] |
|
| 84.05 | 216.49 | 2.58 | E | COG0066 |
| K01704, 3-isopropylmalate/(R)-2-methylmalate dehydratase small subunit [EC:4.2.1.33 4.2.1.35] |
|
| 187.29 | 448.27 | 2.39 | E | COG0106 |
| K01814, phosphoribosylformimino-5-aminoimidazole carboxamide ribotide isomerase [EC:5.3.1.16]K01817, phosphoribosylanthranilate isomerase [EC:5.3.1.24] |
|
| 119.3 | 236.83 | 1.99 | E | COG0131 |
| K01693, imidazoleglycerol-phosphate dehydratase [EC:4.2.1.19] |
|
| 53.57 | 128 | 2.39 | E | COG0118 |
| K02501, glutamine amidotransferase [EC:2.4.2.-] |
|
| 21.46 | 45.68 | 2.13 | E | COG0287 |
| K04517, prephenate dehydrogenase [EC:1.3.1.12] |
|
| 28.27 | 61.79 | 2.19 | E | COG0077 |
| K14170, chorismate mutase/prephenate dehydratase [EC:5.4.99.5 4.2.1.51] |
|
| 52.76 | 202.97 | 3.85 | E | COG0547 |
| K00766, anthranilate phosphoribosyltransferase [EC:2.4.2.18] |
|
| 35.29 | 115.15 | 3.26 | E | COG1605 |
| K04092, chorismate mutase [EC:5.4.99.5] |
|
| 35.39 | 180 | 5.09 | E | COG0436 | Aspartate/tyrosine/aromatic aminotransferase | |
|
| 46.59 | 110.62 | 2.37 | E | COG0436 | Aspartate/tyrosine/aromatic aminotransferase | |
|
| 71 | 167.86 | 2.36 | E | COG0436 | Aspartate/tyrosine/aromatic aminotransferase | |
|
| 245 | 572.85 | 2.34 | E | COG0436 | Aspartate/tyrosine/aromatic aminotransferase | |
|
| 122.62 | 299.33 | 2.44 | E | COG0683 |
| K01999, branched-chain amino acid transport system substrate-binding protein |
|
| 194.66 | 173.56 | −1.12 | E | COG0559 |
| K01997, branched-chain amino acid transport system permease protein |
|
| 162.21 | 270.74 | 1.67 | E | COG0559 |
| K01998, branched-chain amino acid transport system permease protein |
|
| 161.77 | 302 | 1.87 | E | COG0411 |
| K01995, branched-chain amino acid transport system ATP-binding protein |
|
| 285.24 | 650.6 | 2.28 | E | COG0410 |
| K01996, branched-chain amino acid transport system ATP-binding protein |
changed by more than 2 fold.
Expression of genes encoding molecular chaperones in BBMN68.
| Gene ID | RPKM-control | RPKM-acid-adapted | Fold change | COG | Code | Gene | Gene description |
|
| 93.5 | 164.44 | 1.76 | O | COG0484 |
| K03686, molecular chaperone DnaJ |
|
| 195.29 | 189.37 | −1.03 | O | COG2214 |
| K03686, molecular chaperone DnaJ |
|
| 385.11 | 310.71 | −1.23 | O | COG0576 |
| K03687, molecular chaperone GrpE |
|
| 845.41 | 773.5 | −1.09 | O | COG0443 |
| K04043, molecular chaperone DnaK |
|
| 182.36 | 764.67 | 4.19 | O | COG0501 |
| K03799, heat shock protein HtpX [EC:3.4.24.-] |
|
| 520.3 | 1506.83 | 2.90 | O | COG0071 |
| Heat shock molecular chaperone |
|
| 439.28 | 700.76 | 1.60 | O | COG0234 |
| K04078, chaperonin GroES, HSP10 |
|
| 724.67 | 1248.64 | 1.72 | O | COG0459 |
| K04077, chaperonin GroEL, HSP60 |
|
| 474.75 | 659.97 | 1.39 | O | COG0542 |
| K03696, ATP-dependent Clp protease ATP-binding subunit ClpC |
|
| 169.21 | 142.65 | −1.19 | O | COG0542 |
| K03695, ATP-dependent Clp protease ATP-binding subunit ClpB |
|
| 110.28 | 149.64 | 1.36 | O | COG1219 |
| K03544, ATP-dependent Clp protease ATP-binding subunit ClpX |
|
| 332.15 | 817.73 | 2.46 | NO | COG0740 |
| K01358, ATP-dependent Clp protease, protease subunit [EC:3.4.21.92] |
|
| 524.61 | 949.8 | 1.81 | NO | COG0740 |
| K01358, ATP-dependent Clp protease, protease subunit [EC:3.4.21.92] |
|
| 69.85 | 216.21 | 3.10 | H | COG3572 |
| K01919, glutamate–cysteine ligase [EC:6.3.2.2] |
changed by more than 2 fold.
Expression of genes encoding proteins involved in DNA repair in BBMN68.
| Gene ID | RPKM-control | RPKM-acid-adapted | Fold change | COG | Code | Gene | Gene description |
|
| 131.73 | 185.06 | 1.40 | L | COG0178 |
| K03701, excinuclease ABC subunit A |
|
| 47.46 | 73.24 | 1.54 | L | COG0178 |
| K03701, excinuclease ABC subunit A |
|
| 29.91 | 77.39 | 2.59 | L | COG0556 |
| K03702, excinuclease ABC subunit B |
|
| 120.44 | 114.82 | −1.05 | L | COG0322 |
| K03703, excinuclease ABC subunit C |
|
| 17.02 | 41.6 | 2.44 | L | COG0210 |
| K03657, ATP-dependent DNA helicase II PcrA [EC:3.6.4.12] |
|
| 58.46 | 99.48 | 1.70 | L | COG0210 |
| K03657, ATP-dependent DNA helicase II PcrA [EC:3.6.4.12] |
|
| 59.77 | 96.17 | 1.61 | L | COG0210 |
| K03657, ATP-dependent DNA helicase II PcrA [EC:3.6.4.12] |
|
| 87.56 | 50.69 | −1.72 | L | COG0210 |
| Superfamily I DNA and RNA helicase |
|
| 57.73 | 70.27 | 1.22 | L | COG0272 |
| K01972, DNA ligase (NAD+) [EC:6.5.1.2] |
|
| 163.86 | 248.39 | 1.52 | L | COG0749 |
| K02335, DNA polymerase I [EC:2.7.7.7] |
|
| 150.39 | 153.2 | 1.02 | LK | COG1197 |
| K03723, transcription-repair coupling factor [EC:3.6.4.-] |
|
| 40.96 | 112.16 | 2.74 |
| K07458, DNA mismatch endonuclease, patch repair protein [EC:3.1.-.-] | ||
|
| 2633.17 | 415.81 | −6.33 | KT | COG1974 |
| K01356, SOS-response transcriptional repressor LexA [EC:3.4.21.88] |
|
| 249.42 | 206.3 | −1.20 | KT | COG1974 |
| SOS-response transcriptional repressor |
|
| 350.71 | 240.03 | −1.47 | L | COG0468 |
| K03553, recombination protein RecA |
|
| 93.79 | 71.67 | −1.32 | LK | COG1200 |
| K03655, ATP-dependent DNA helicase RecG [EC:3.6.4.12] |
|
| 121 | 141.8 | 1.17 | L | COG1195 |
| K03629, DNA replication and repair protein RecF |
|
| 74.69 | 99.3 | 1.33 | L | COG0353 |
| K06187, recombination protein RecR |
|
| 46.76 | 79.7 | 1.70 | L | COG1381 |
| K03584, DNA repair protein RecO (recombination protein O) |
changed by more than 2 fold.
Changes in expression of genes involved in signal transduction and global response.
| Gene ID | RPKM-control | RPKM-acid-adapted | Fold change | COG | Code | Gene | Gene description |
|
| 325.82 | 807.55 | 2.48 | T | COG1854 |
| K07173, S-ribosylhomocysteine lyase [EC:4.4.1.21] |
|
| 16.3 | 49.94 | 3.06 | TK | COG0745 |
| K07776, two-component system, OmpR family, response regulator RegX3 |
|
| 17.94 | 62.35 | 3.48 | T | COG0642 |
| K07768, two-component system, OmpR family, sensor histidine kinase SenX3 [EC:2.7.13.3] |
|
| 263.56 | 1086.19 | 4.12 | TK | COG0745 | K02483, two-component system, OmpR family, response regulator | |
|
| 293.97 | 909.09 | 3.09 | T | COG0642 |
| K02484, two-component system, OmpR family, sensor kinase [EC:2.7.13.3] |
|
| 305.06 | 816.15 | 2.68 | P | COG0855 |
| K00937, polyphosphate kinase [EC:2.7.4.1] |
|
| 285.11 | 596.6 | 2.09 | TK | COG0317 |
| K00951, GTP pyrophosphokinase [EC:2.7.6.5] |
|
| 97.29 | 209.12 | 2.15 | N | COG0541 |
| K03106, signal recognition particle subunit SRP54 |
|
| 296.7 | 1140.94 | 3.85 | N | COG0690 |
| K03073, preprotein translocase subunit SecE |
|
| 158.96 | 45.97 | −3.46 | N | COG0805 |
| K03118, sec-independent protein translocase protein TatC |
|
| 58.85 | 36.32 | −1.62 | N | COG1826 |
| K03117, sec-independent protein translocase protein TatB |
|
| 665.3 | 194.9 | −3.41 | N | COG1826 |
| K03116, sec-independent protein translocase protein TatA |
changed by more than 2 fold.
Figure 7Survival rate of Bifidobacterium longum subsp. longum BBMN68 at pH 3.5 for different duration.
Control cells were untreated (white block). Other cells were treated with 100 µg/ml chloramphenicol for 30 min (black block). Significant differences among the groups are marked with different letters (P<0.05).
Expression of genes encoding the components of sugar ABC-transporter.
| Gene ID | RPKM-control | RPKM-acid-adapted | Fold change | COG | Code | Gene description |
|
| 145.91 | 61.94 | −2.36 | G | COG0395 | K02026, multiple sugar transport system permease protein |
|
| 98.62 | 30.32 | −3.25 | G | COG1175 | K02025, multiple sugar transport system permease protein |
|
| 2153.69 | 298.91 | −7.21 | G | COG1653 | K02027, multiple sugar transport system substrate-binding protein |
|
| 50.5 | 9.47 | −5.33 | G | COG1653 | K02027, multiple sugar transport system substrate-binding protein |
|
| 1516.6 | 214.09 | −7.08 | G | COG1653 | K02027, multiple sugar transport system substrate-binding protein |
|
| 1301.73 | 108.13 | −12.04 | G | COG0395 | K02026, multiple sugar transport system permease protein |
|
| 1443.31 | 95.75 | −15.07 | G | COG1175 | K02025, multiple sugar transport system permease protein |
|
| 15246.02 | 1373.46 | −11.10 | G | COG1653 | K02027, multiple sugar transport system substrate-binding protein |
|
| 904.42 | 246.04 | −3.68 | G | COG1175 | K02025, multiple sugar transport system permease protein |
|
| 493.45 | 228 | −2.16 | G | COG0395 | K02026, multiple sugar transport system permease protein |
|
| 307.21 | 83.16 | −3.69 | G | COG1653 | K10117, multiple sugar transport system substrate-binding protein |
|
| 340.04 | 96.16 | −3.54 | G | COG1175 | K10118, multiple sugar transport system permease protein |
|
| 284.17 | 79.61 | −3.57 | G | COG0395 | K10119, multiple sugar transport system permease protein |
|
| 1387.95 | 83.55 | −16.61 | G | COG1879 | K10546, putative multiple sugar transport system substrate-binding protein |
|
| 322.43 | 63.43 | −5.08 | G | COG1129 | K10548, putative multiple sugar transport system ATP-binding protein |
|
| 294.8 | 71.37 | −4.13 | G | COG1172 | K10547, putative multiple sugar transport system permease protein |
|
| 96.32 | 47.34 | −2.03 | G | COG0395 | Sugar permeases |
|
| 61.44 | 26.66 | −2.30 | R | COG1123 | ATPase components of various ABC-type transport systems |
|
| 106.98 | 42.14 | −2.54 | R | COG1123 | ATPase components of various ABC-type transport systems |
|
| 126.78 | 68.48 | −1.85 | G | COG1653 | K02027, multiple sugar transport system substrate-binding protein |
|
| 141.02 | 73.47 | −1.92 | G | COG1175 | K02025, multiple sugar transport system permease protein |
|
| 147.02 | 72.27 | −2.03 | G | COG0395 | K02026, multiple sugar transport system permease protein |
|
| 54.21 | 114.46 | 2.11 | G | COG1129 | MglA2, K02056, simple sugar transport system ATP-binding protein [EC:3.6.3.17] |
|
| 6627.48 | 8679.7 | 1.31 | G | COG1879 | Rbsb, K02058, simple sugar transport system substrate-binding protein |
|
| 1201.97 | 2157.42 | 1.79 | G | COG1129 | MglA1, K02056, simple sugar transport system ATP-binding protein [EC:3.6.3.17] |
|
| 948.75 | 1674.75 | 1.77 | G | COG1172 | AraH1, K02057, simple sugar transport system permease protein |
|
| 712.67 | 1286.49 | 1.81 | G | COG1172 | AraH2, K02057, simple sugar transport system permease protein |
|
| 567.19 | 734.4 | 1.29 | R | COG1123 | ATPase components of various ABC-type transport systems |
changed by more than 2 fold.
Expression of genes encoding the enzymes in bifidus shunt pathway.
| Gene ID | RPKM-control | RPKM-acid-adapted | Fold change | COG | Code | Gene | Gene description |
|
| 237.79 | 512.44 | 2.16 | G | COG0364 |
| K00036, glucose-6-phosphate 1-dehydrogenase [EC:1.1.1.49] |
|
| 80.61 | 173.56 | 2.15 | G | COG0363 |
| K01057, 6-phosphogluconolactonase [EC:3.1.1.31] |
|
| 815.25 | 1577.33 | 1.93 | G | COG0362 |
| K00033, 6-phosphogluconate dehydrogenase [EC:1.1.1.44] |
|
| 1291.78 | 1065.78 | −1.21 | G | COG0021 |
| K00615, transketolase [EC:2.2.1.1] |
|
| 15692.52 | 14640.71 | −1.07 | G | COG0021 |
| K01632, fructose-6-phosphate phosphoketolase [EC:4.1.2.22] |
|
| 1635.39 | 1684.62 | 1.03 | C | COG0282 |
| K00925, acetate kinase [EC:2.7.2.1] |
|
| 5065.68 | 3312.2 | −1.53 | G | COG0176 |
| K00616, transaldolase [EC:2.2.1.2] |
|
| 4698.78 | 4345.62 | −1.08 | G | COG0057 |
| K00134, glyceraldehyde 3-phosphate dehydrogenase [EC:1.2.1.12] |
|
| 1866.21 | 2178.88 | 1.17 | G | COG0126 |
| K00927, phosphoglycerate kinase [EC:2.7.2.3] |
|
| 2517.93 | 3284.09 | 1.30 | G | COG0588 |
| K01834, 2,3-bisphosphoglycerate-dependent phosphoglycerate mutase [EC:5.4.2.1] |
|
| 2216.28 | 3869.75 | 1.75 | G | COG0148 |
| K01689, enolase [EC:4.2.1.11] |
|
| 2154.49 | 2225.71 | 1.03 | G | COG0469 |
| K00873, pyruvate kinase [EC:2.7.1.40] |
|
| 7722.18 | 5888.39 | −1.31 | C | COG1882 |
| K00656, formate C-acetyltransferase [EC:2.3.1.54] |
|
| 1556.45 | 2074.64 | 1.33 | C | COG2352 |
| K01595, phosphoenolpyruvate carboxylase [EC:4.1.1.31] |
|
| 1305.13 | 3774.02 | 2.89 | C | COG0039 |
| K00016, L-lactate dehydrogenase [EC:1.1.1.27] |
|
| 215.49 | 789.83 | 3.67 | C | COG1012/1454 |
| K04072, acetaldehyde dehydrogenase/alcohol dehydrogenase [EC:1.2.1.10 1.1.1.1] |
|
| 211.48 | 452.91 | 2.14 | C | COG1012 |
| K00128, aldehyde dehydrogenase (NAD+) [EC:1.2.1.3] |
|
| 40.17 | 102.16 | 2.54 | G | COG0406 | K01834, 2,3-bisphosphoglycerate-dependent phosphoglycerate mutase [EC:5.4.2.1] | |
|
| 92.57 | 231.87 | 2.50 | G | COG0406 | K15634, probable phosphoglycerate mutase [EC:5.4.2.1] |
changed by more than 2 fold.