| Literature DB >> 34899642 |
Xueqin Ran1, Zhongmei Zhu1, Hong Long1, Qun Tian1, Longjiang You1, Xingdiao Wu1, Qin Liu1, Shihui Huang1, Sheng Li1, Xi Niu1, Jiafu Wang1.
Abstract
The mechanism of bacterial adaption to manganese-polluted environments was explored using 50 manganese-tolerant strains of bacteria isolated from soil of the largest manganese mine in China. Efficiency of manganese removal by the isolated strains was investigated using atomic absorption spectrophotometry. Bacillus safensis strain ST7 was the most effective manganese-oxidizing bacteria among the tested isolates, achieving up to 82% removal at a Mn(II) concentration of 2,200 mg/L. Bacteria-mediated manganese oxide precipitates and high motility were observed, and the growth of strain ST7 was inhibited while its biofilm formation was promoted by the presence of Mn(II). In addition, strain ST7 could grow in the presence of high concentrations of Al(III), Cr(VI), and Fe(III). Genome-wide analysis of the gene expression profile of strain ST7 using the RNA-seq method revealed that 2,580 genes were differently expressed under Mn(II) exposure, and there were more downregulated genes (n = 2,021) than upregulated genes (n = 559) induced by Mn stress. KAAS analysis indicated that these differently expressed genes were mainly enriched in material metabolisms, cellular processes, organism systems, and genetic and environmental information processing pathways. A total of twenty-six genes from the transcriptome of strain ST7 were involved in lignocellulosic degradation. Furthermore, after 15 genes were knocked out by homologous recombination technology, it was observed that the transporters, multicopper oxidase, and proteins involved in sporulation and flagellogenesis contributed to the removal of Mn(II) in strain ST7. In summary, B. safensis ST7 adapted to Mn exposure by changing its metabolism, upregulating cation transporters, inhibiting sporulation and flagellogenesis, and activating an alternative stress-related sigB pathway. This bacterial strain could potentially be used to restore soil polluted by multiple heavy metals and is a candidate to support the consolidated bioprocessing community.Entities:
Keywords: Bacillus safensis; adaptation; manganese oxidation; soil; transcriptome
Year: 2021 PMID: 34899642 PMCID: PMC8656422 DOI: 10.3389/fmicb.2021.758889
Source DB: PubMed Journal: Front Microbiol ISSN: 1664-302X Impact factor: 5.640
Statistical statement of transcriptome sequencing of B. safensis strain ST7.
| Samples | Clean data (Gbp) | Obtained reads | Mapped reads | Mapping ratio (%) | Q30 (%) | GC (%) |
| L01 | 3.66 | 12343385 | 10940366 | 88.6% | 89.37 | 43.17 |
| L02 | 5.29 | 17844906 | 15975336 | 89.5% | 89.34 | 43.45 |
| L03 | 4.57 | 14566987 | 13652398 | 87.7% | 89.35 | 43.33 |
| L04 | 2.88 | 9787928 | 8611058 | 88.0% | 89.64 | 43.40 |
| L05 | 4.37 | 14746281 | 13015444 | 88.3% | 89.76 | 43.05 |
| L06 | 3.59 | 11658945 | 10965238 | 88.1% | 89.71 | 43.32 |
| L07 | 3.98 | 13898878 | 9666959 | 70.0% | 94.51 | 48.22 |
| L08 | 3.78 | 13087400 | 10499441 | 80.2% | 94.00 | 43.70 |
| L09 | 3.85 | 13563148 | 10156874 | 77.1% | 94.32 | 45.67 |
| L10 | 3.61 | 12635044 | 8635796 | 68.3% | 94.30 | 45.87 |
| L11 | 3.55 | 12393004 | 8985159 | 72.5% | 94.22 | 45.56 |
| L12 | 3.57 | 12596487 | 8856214 | 70.9% | 94.29 | 45.79 |
FIGURE 1Gene expression patterns of strain ST7 in the presence of Mn(II) at exponential (stage 1) and stationary (stage 2) growth phases.
FIGURE 2Venn diagram showing the overlap of numbers of expressed genes in strain ST7 in the presence or absence of 250 mg/L Mn(II). Numbers of expressed genes in (A) exponential growth phase (EGP) and (B) stationary growth phase (SGP) are indicated.
FIGURE 3Enriched pathways of genes affected by manganese exposure. (A) Enriched pathways of genes expressed during the exponential growth phase (EGP) of strain ST7 in the presence or absence of Mn(II). (B) Enriched pathways of genes expressed during stationary growth phase (SGP) of strain ST7 in the presence or absence of Mn(II).
FIGURE 4Enrichment hierarchies of differentially expressed genes (DEGs) in strain ST7 under manganese stress. The horizontal ordinate represents the number of enriched genes in each hierarchy. Numbers of enriched DEGs that were upregulated, downregulated, and without difference in exponential growth phase (EGP) are indicated as EGP-up (the upregulated DEGs at EGP), EGP-down (the downregulated DEGs at EGP), and EGP-no diff (genes with no significance at EGP), respectively. Numbers of DEGs that were upregulated and downregulated in stationary growth phase (SGP) are shown as SGP-up (the upregulated DEGs at SGP) and SGP-down (the downregulated DEGs at SGP), respectively.
FIGURE 5Volcano plots of DEGs in strain ST7 under manganese stress. (A) DEGs in mid-exponential growth phase. (B) DEGs in the onset of stationary growth phase. Green and blue dots represent the downregulated genes, while red and orange dots represent the upregulated genes.
Top 20 highly expressed genes in the mid-exponential growth phase of strain ST7.
| No. | Gene-ID | Mean-control | Mean-Mn (II) | logFC | Up/down | Protein_ID | Product | Group from | KAAS path |
| 1 | RS10445 | 88280.22 | 141677.22 | 0.22 | no-diff | WP_024422684.1 | aldehyde dehydrogenase family protein | Mn (II) presence | Carbohydrate metabolism |
| 2 | RS11640 | 100730.83 | 176474.87 | 0.35 | no-diff | WP_024422883.1 | tetratricopeptide repeat protein | both | Cellular community – prokaryotes, Quorum sensing |
| 3 | RS00700 | 104162.21 | 130477.58 | –0.16 | no-diff | WP_024425592.1 | DNA-directed RNA polymerase subunit beta′ | both | Genetic Information Processing, Transcription |
| 4 | RS00695 | 91830.33 | 104047.58 | –0.30 | no-diff | WP_024425866.1 | DNA-directed RNA polymerase subunit beta | Mn (II) presence | Genetic Information Processing, Transcription |
| 5 | RS16485 | 49900.61 | 92696.21 | 0.36 | no-diff | WP_044331271.1 | acyl-CoA dehydrogenase | Mn (II) presence | Lipid metabolism |
| 6 | RS14625 | 304383.81 | 293470.15 | –0.51 | no-diff | WP_073206977.1 | fatty acid desaturase | both | Lipid metabolism, Lipid biosynthesis proteins |
| 7 | RS00720 | 42836.31 | 112770.20 | 0.89 | no-diff | WP_024425594.1 | elongation factor G | Mn (II) presence | genetic information processing, Translation factors |
| 8 | RS16905 | 709030.83 | 686287.16 | –0.52 | no-diff | tmRNA | transfer-messenger RNA | both | |
| 9 | RS00140 | 542029.69 | 658780.54 | –0.19 | no-diff | ncRNA | signal recognition particle sRNA large type | both | |
| 10 | RS04460 | 68343.95 | 97151.59 | 0.07 | no-diff | WP_012009371.1 | hypothetical protein | Mn (II) presence | |
| 11 | RS09610 | 8147.14 | 106043.44 | 3.23 | up | WP_024425140.1 | aconitate hydratase AcnA | Mn (II) presence | Carbohydrate metabolism |
| 12 | RS09515 | 22869.93 | 136468.06 | 2.12 | up | WP_024425124.1 | trypsin-like serine protease | Mn (II) presence | Cellular community – prokaryotes, Quorum sensing |
| 13 | RS16495 | 33687.41 | 97529.70 | 1.03 | up | WP_044331273.1 | 3-hydroxyacyl-CoA dehydrogenase | Mn (II) presence | Lipid metabolism |
| 14 | RS03925 | 7328.75 | 172637.44 | 4.15 | up | WP_024425256.1 | hypothetical protein | Mn (II) presence | |
| 15 | RS14680 | 585070.82 | 249768.46 | –1.69 | down | WP_024424829.1 | alpha/beta-type small acid-soluble spore protein | both | cellular processes, Cell growth, sporulation |
| 16 | RS11215 | 514610.92 | 158678.55 | –2.15 | down | WP_008344534.1 | stage IV sporulation protein A | both | cellular processes, Cell growth, sporulation |
| 17 | RS04855 | 263511.07 | 118772.43 | –1.59 | down | WP_024425744.1 | alpha/beta-type small acid-soluble spore protein | both | cellular processes, Cell growth, sporulation |
| 18 | RS13255 | 290406.13 | 102815.80 | –1.96 | down | WP_073206510.1 | SafA/ExsA family spore coat assembly protein | both | cellular processes, Cell growth, sporulation |
| 19 | RS05125 | 372823.66 | 110835.29 | –2.19 | down | WP_044335827.1 | S8 family serine peptidase | both | Protein metabolism |
| 20 | RS10900 | 300404.97 | 182576.48 | –1.20 | down | ncRNA | RNase P RNA component class B | both | |
| 21 | RS04210 | 159812.20 | 81786.51 | –1.41 | down | WP_012009334.1 | gamma-type small acid-soluble spore protein | Mn (II) presence | cellular processes, Cell growth, sporulation |
| 22 | RS08325 | 133133.55 | 50844.61 | –1.83 | down | WP_024424105.1 | outer spore coat protein CotE | Mn (II) presence | cellular processes, Cell growth, sporulation |
| 23 | RS13665 | 144372.34 | 50222.53 | –1.99 | down | WP_073206706.1 | LysM peptidoglycan-binding domain-containing protein | Mn (II) presence | cellular processes, Cell growth, sporulation |
| 24 | RS18780 | 114554.98 | 49633.09 | –1.66 | down | WP_024426405.1 | spore coat protein GerQ | Mn (II) presence | cellular processes, Cell growth, sporulation |
| 25 | RS04580 | 101499.85 | 43091.09 | –1.69 | down | WP_034623898.1 | YhcN/YlaJ family sporulation lipoprotein | Mn (II) presence | cellular processes, Cell growth, sporulation |
| 26 | RS04525 | 225740.47 | 68288.06 | –2.17 | down | WP_024425326.1 | PrkA family serine protein kinase | Mn (II) presence | signaling |
| 27 | RS12630 | 108308.45 | 28956.33 | –2.35 | down | WP_024423047.1 | late competence protein ComER | Mn (II) presence | signaling and cellular processes, Secretion system |
| 28 | RS02490 | 110584.14 | 37469.98 | –2.01 | down | WP_087975235.1 | outer membrane lipoprotein carrier protein LolA | Mn (II) presence | |
| 29 | RS04895 | 99559.03 | 28529.70 | –2.26 | down | WP_039177545.1 | Cof-type HAD-IIB family hydrolase | Mn (II) presence |
Top 20 highly expressed genes in the stationary growth phase of strain ST7.
| No. | GENE-ID | Mean-control | Mean-Mn(II) | logFC | Up/down | Protein_ID | Product | Group from | KAAS path |
| 1 | RS00695 | 40759.24 | 154928.03 | 0.02 | no-diff | WP_024425866.1 | DNA-directed RNA polymerase subunit beta | Mn (II) presence | genetic information processing, Transcription |
| 2 | RS01065 | 20578.52 | 120265.77 | 0.65 | no-diff | WP_024424449.1 | RNA polymerase sigma factor SigW | Mn (II) presence | genetic information processing, Transcription |
| 3 | RS01825 | 3255.07 | 235980.93 | 4.31 | up | WP_024424316.1 | L-glutamate gamma-semialdehyde dehydrogenase | Mn (II) presence | Amino acid metabolism |
| 4 | RS17060 | 2429.32 | 116252.03 | 3.60 | up | WP_034280960.1 | ornithine–oxo-acid transaminase | Mn (II) presence | Amino acid metabolism |
| 5 | RS01090 | 4581.38 | 165966.12 | 3.53 | up | WP_073203523.1 | glutamine–fructose-6-phosphate transaminase (isomerizing) | Mn (II) presence | Carbohydrate metabolism |
| 6 | RS09610 | 17629.67 | 675703.72 | 3.42 | up | WP_024425140.1 | aconitate hydratase AcnA | Mn (II) presence | Carbohydrate metabolism |
| 7 | RS15120 | 60198.88 | 575277.27 | 1.26 | up | WP_073207096.1 | phosphoenolpyruvate carboxykinase (ATP) | Mn (II) presence | Carbohydrate metabolism, Citrate cycle (TCA cycle) |
| 8 | RS08280 | 15866.75 | 281071.94 | 2.69 | up | WP_003211958.1 | ribonuclease Y | Mn (II) presence | genetic information processing, Transcription |
| 9 | RS16485 | 33904.10 | 273456.59 | 1.66 | up | WP_044331271.1 | acyl-CoA dehydrogenase | Mn (II) presence | Lipid metabolism |
| 10 | RS10445 | 7859.07 | 226258.37 | 3.00 | up | WP_024422684.1 | aldehyde dehydrogenase family protein | Mn (II) presence | Lipid metabolism, Fatty acid degradation |
| 11 | RS14255 | 5833.30 | 122023.16 | 2.88 | up | WP_041115046.1 | AMP-binding protein | Mn (II) presence | Lipid metabolism, Lipid biosynthesis proteins |
| 12 | RS14625 | 16040.21 | 415515.37 | 2.83 | up | WP_073206977.1 | fatty acid desaturase | Mn (II) presence | Lipid metabolism, Lipid biosynthesis proteins |
| 13 | RS14235 | 10180.79 | 119964.21 | 2.04 | up | WP_073206874.1 | electron transfer flavoprotein subunit alpha/FixB family protein | Mn (II) presence | signaling and cellular processes, Exosome |
| 14 | RS02135 | 1463.53 | 129972.98 | 5.21 | up | WP_073203824.1 | copper-binding protein | Mn (II) presence | signaling, Transporters |
| 15 | RS12525 | 6510.92 | 125036.76 | 2.55 | up | WP_024423028.1 | GatB/YqeY domain-containing protein | Mn (II) presence | |
| 16 | RS00505 | 30765.76 | 578808.06 | 1.80 | up | rRNA | 23S ribosomal RNA | Mn (II) presence | |
| 17 | RS10400 | 3424.20 | 372107.78 | 5.09 | up | WP_024422678.1 | LysM peptidoglycan-binding domain-containing protein | Mn (II) presence | |
| 18 | RS03530 | 273378.40 | 274.25 | –11.59 | down | WP_024424576.1 | glycosyltransferase family 2 protein | Mn (II) presence | cellular processes, Cell growth |
| 19 | RS05770 | 586115.35 | 793.10 | –11.19 | down | WP_003211658.1 | spore coat protein | Mn (II) presence | cellular processes, Cell growth |
| 20 | RS05775 | 897215.34 | 1648.60 | –11.00 | down | WP_025093420.1 | spore coat protein | Mn (II) presence | cellular processes, Cell growth |
| 21 | RS05785 | 241924.10 | 248.41 | –11.23 | down | WP_073204750.1 | spore coat protein | Mn (II) presence | cellular processes, Cell growth |
| 22 | RS05800 | 494968.25 | 131.37 | –13.82 | down | WP_024426457.1 | YjcZ family sporulation protein | Mn (II) presence | cellular processes, Cell growth |
| 23 | RS10620 | 370929.30 | 470.79 | –11.28 | down | WP_073205976.1 | glycosyltransferase family 2 protein | Mn (II) presence | cellular processes, Cell growth |
| 24 | RS10630 | 734369.99 | 587.65 | –12.03 | down | WP_024422714.1 | hypothetical protein | Mn (II) presence | cellular processes, Cell growth |
| 25 | RS10635 | 1476138.60 | 1393.91 | –11.89 | down | WP_073205979.1 | glycosyltransferase | Mn (II) presence | cellular processes, Cell growth |
| 26 | RS12760 | 246513.96 | 336.13 | –11.85 | down | WP_073206394.1 | hypothetical protein | Mn (II) presence | cellular processes, Cell growth |
| 27 | RS18765 | 181704.80 | 1129.61 | –9.33 | down | WP_073207818.1 | spore coat protein | Mn (II) presence | cellular processes, Cell growth |
| 28 | RS08455 | 610095.51 | 934.65 | –11.62 | down | WP_024427042.1 | N-acetylmuramoyl-L-alanine amidase | Mn (II) presence | Drug resistance: antimicrobial |
| 29 | RS06375 | 924349.33 | 14976.13 | –8.29 | down | WP_024424648.1 | S8 family peptidase | Mn (II) presence | Protein metabolism |
| 30 | RS08370 | 472662.12 | 1063.17 | –11.01 | down | WP_073205255.1 | S8 family peptidase | Mn (II) presence | Protein metabolism |
| 31 | RS05810 | 188067.82 | 856.92 | –9.76 | down | WP_073204753.1 | ATP-dependent helicase | Mn (II) presence | Replication and repair |
| 32 | RS10900 | 909351.71 | 594020.50 | –3.14 | down | ncRNA | RNase P RNA component class B | both | |
| 33 | RS00140 | 1028660.45 | 140764.62 | –5.50 | down | ncRNA | signal recognition particle sRNA large type | both | |
| 34 | RS16905 | 1404852.99 | 953995.05 | –3.13 | down | tmRNA | transfer-messenger RNA | both | |
| 35 | RS03525 | 199854.22 | 153.97 | –11.98 | down | WP_073204217.1 | hypothetical protein | Mn (II) presence | |
| 36 | RS03535 | 187801.06 | 289.50 | –10.98 | down | WP_044335009.1 | hypothetical protein | Mn (II) presence | |
| 37 | RS03675 | 288211.08 | 842.10 | –10.36 | down | WP_167364607.1 | collagen-like repeat preface domain-containing protein | Mn (II) presence |
FIGURE 6RT-qPCR validation of expressed genes in strain ST7 cultured in media supplemented with 250 mg/L Mn(II).
FIGURE 7Manganese oxidation ability of mutants. Mutants with deleted genes and the wild-type strain were cultivated in PYCM liquid media supplemented with 250 mg/L Mn(II) for 7 days. (A) Manganese removal rates of mutants detected by ICP-OES method. (B) Manganese oxidation abilities of mutants detected by adding 150 μL of 0.04% LBB solution into the culture supernatants.
Information of fifteen genes knocked out via homologous recombination technology.
| Exponential growth phase | Stationary phase | ||||||||||||
| No. | Gene_ID | Start-end | Strand | Mean (Mn (II) presence) | Mean (control) | logFC | Mean (Mn (II) presence) | Mean (control) | logFC | Protein_ID | Gene description | Homology % | Function enriched path |
| 1 | RS03010 | 598389– | – | 7927.584 | 2414.668 | 1.701 | 160.979 | 11144.304 | –6.068 | WP_0732 04075.1 | multicopper oxidase domain-containing protein | 86.42–99.61% | Sporulation |
| 2 | RS05775 | 1177165– | – | 872.442 | 1734876.440 | –10.916 | WP_0250 93420.1 | spore coat protein | 86.77–99.19% | Sporulation | |||
| 3 | RS10620 | 2091926– | – | 766.468 | 5935.665 | –2.955 | 251.949 | 617644.697 | –11.239 | WP_0732 05976.1 | glycosyltransferase family 2 protein | 81.58–99.69% | Sporulation |
| 4 | RS10635 | 2094184– | + | 6398.866 | 17954.557 | –1.492 | 751.492 | 2751491.883 | –11.804 | WP_0732 05979.1 | glycosyltransferase | 80.39–99.58% | Sporulation |
| 5 | RS11215 | 2195294– | – | 133193.056 | 596185.222 | –2.159 | 85.830 | 9906.308 | –6.815 | WP_0083 44534.1 | stage IV sporulation protein A | 76.61–100% | Sporulation |
| 6 | RS07865 | 1572576– | + | 12472.031 | 1493.585 | 3.066 | WP_0732 05172.1 | flagellar basal body M-ring protein FliF | 71.15–100% | Flagella | |||
| 7 | RS07880 | 1575950– | + | 7395.216 | 707.714 | 3.387 | 1841.286 | 4691.249 | –1.344 | WP_0732 05178.1 | flagellar protein export ATPase FliI | 88.84–99.54% | Flagella |
| 8 | RS07895 | 1578433– | + | 7398.993 | 637.551 | 3.541 | WP_0732 05181.1 | flagellar hook-length control protein | 84.29–99.30% | Flagella | |||
| 9 | RS07920 | 1581727– | + | 8424.999 | 544.637 | 3.951 | 1905.595943 | 3859.086 | –1.000 | WP_0244 24167.1 | flagellar motor switch protein FliM | 76.72–99.90% | Flagella |
| 10 | RS07925 | 1582715– | + | 7159.875 | 433.388 | 4.0495 | 1490.866 | 4433.245 | –1.529 | WP_0244 24166.1 | flagellar motor switch phosphatase FliY | 90.76–99.64% | Flagella |
| 11 | RS07980 | 1592875– | + | 7623.183 | 392.277 | 4.276 | 1874.407 | 5558.474 | –1.549 | WP_0244 24158.1 | chemotaxis protein CheA | 90.05–99.15% | Flagella |
| 12 | RS02135 | 446150– | – | 39479.819 | 13707.704 | 1.530 | 67335.879 | 1925.328 | 5.118 | WP_0732 03824.1 | copper-binding protein | 85.88–99.38% | Transporter |
| 13 | RS06145 | 1239207– | + | 20440.359 | 687.676 | 4.898 | WP_0732 04865.1 | PTS galactitol transporter subunit IIC | 89.37–99.93% | Transporter | |||
| 14 | RS16735 | 3223044– | – | 4345.889 | 1371.874 | 1.654 | 41210.218 | 615.979 | 6.098 | WP_0244 23451.1 | iron ABC transporter permease | 86.44–99.90% | Transporter |
| 15 | RS17055 | 3281661– | – | 33453.736 | 705.125 | 5.590 | WP_0250 94035.1 | amino acid permease | 87.24–100% | Transporter | |||
Flagellar genes expressed in exponential and stationary growth phases of strain ST7 exposed to manganese.
| No. | Gene_ID | logFC | Up/down | Product | Path/hierarchy | Mean | Mean |
|
| |||||||
| 1 | RS07920 | 3.95 | up | flagellar motor switch protein FliM | Flagellar assembly path [ko02040]; Chemotaxis path [ko02030] | 8425.00 | 544.64 |
| 2 | RS07940 | 4.04 | up | flagellar type III secretion system pore protein FliP | Flagellar assembly path [ko02040] | 3484.05 | 211.39 |
| 3 | RS07950 | 3.94 | up | flagellar type III secretion system protein FliR | Flagellar assembly path [ko02040] | 3361.18 | 218.42 |
| 4 | RS07935 | 3.94 | up | flagella biosynthesis regulatory protein FliZ | Flagellar assembly path [ko02040] | 4412.17 | 287.39 |
| 5 | RS07905 | 3.56 | up | flagellar basal body rod protein FlgG | Flagellar assembly path [ko02040] | 5783.42 | 491.55 |
| 6 | RS07900 | 3.86 | up | flagellar hook assembly protein FlgD | Flagellar assembly path [ko02040] | 2812.57 | 193.89 |
| 7 | RS07915 | 3.74 | up | flagellar basal body-associated protein FliL | Motility hierarchy [BR:ko02035] | 2926.04 | 219.84 |
| 8 | RS07925 | 4.05 | up | flagellar motor switch phosphatase FliY | Flagellar assembly path [ko02040]; Chemotaxis path [ko02030] | 7159.87 | 433.39 |
| 9 | RS07880 | 3.39 | up | flagellar protein export ATPase FliI | Flagellar assembly path [ko02040] | 7395.22 | 707.71 |
| 10 | RS07965 | 3.51 | up | flagellar biosynthesis protein FlhF | Motility hierarchy [BR:ko02035] | 2818.12 | 246.68 |
| 11 | RS07885 | 3.30 | up | flagellar biosynthesis chaperone FliJ | Flagellar assembly path [ko02040] | 1791.89 | 181.42 |
| 12 | RS07850 | 2.90 | up | flagellar basal body rod protein FlgB | Flagellar assembly path [ko02040] | 2442.03 | 326.97 |
| 13 | RS07895 | 3.54 | up | flagellar hook-length control protein | Flagellar assembly path [ko02040] | 7398.99 | 637.55 |
| 14 | RS07860 | 3.09 | up | flagellar hook-basal body complex protein FliE | Flagellar assembly path [ko02040] | 1836.34 | 216.19 |
| 15 | RS07865 | 3.06 | up | flagellar basal body M-ring protein FliF | Flagellar assembly path [ko02040] | 12472.03 | 1493.58 |
| 16 | RS07875 | 3.28 | up | flagellar assembly protein FliH | Flagellar assembly path [ko02040] | 4168.67 | 428.55 |
| 17 | RS07960 | 2.62 | up | flagellar biosynthesis protein FlhA | Flagellar assembly path [ko02040] | 4093.97 | 667.79 |
| 18 | RS07855 | 2.93 | up | flagellar basal body rod protein FlgC | Flagellar assembly path [ko02040] | 2093.31 | 275.11 |
| 19 | RS07870 | 2.87 | up | flagellar motor switch protein FliG | Flagellar assembly path [ko02040]; Chemotaxis path [ko02030] | 6746.57 | 923.08 |
| 20 | RS17660 | 2.22 | up | flagellar hook-associated protein FlgL | Flagellar assembly path [ko02040] | 1314.91 | 283.02 |
| 21 | RS07945 | 3.01 | up | flagellar biosynthesis protein FliQ | Flagellar assembly path [ko02040 | 549.35 | 67.78 |
| 22 | RS17635 | 2.04 | up | flagellar hook-associated protein 2 | Flagellar assembly path [ko02040] | 569.16 | 138.34 |
| 23 | RS17630 | 1.96 | up | flagellar export chaperone FliS | Flagellar assembly path [ko02040] | 463.71 | 119.23 |
| 24 | RS17625 | 1.67 | up | flagellar protein FliT | Flagellar assembly path [ko02040] | 588.10 | 184.86 |
| 25 | RS06050 | 2.45 | up | flagellin Hag | Flagellar assembly path [ko02040] | 1500.93 | 273.93 |
| 26 | RS17665 | 1.74 | up | flagellar hook-associated protein FlgK | Flagellar assembly path [ko02040] | 2232.71 | 670.15 |
| 27 | RS17670 | 1.42 | up | flagellar protein FlgN | 549.07 | 204.85 | |
| 28 | RS06550 | 1.26 | up | flagellar motor protein MotB | Flagellar assembly path [ko02040]; Chemotaxis path [ko02030 | 742.19 | 309.18 |
| 29 | RS06555 | 1.64 | up | flagellar motor stator protein MotA | Flagellar assembly path [ko02040]; Chemotaxis path [ko02030] | 668.15 | 214.81 |
| 30 | RS18115 | 1.04 | up | flagellar hook-basal body protein | Flagellar assembly path [ko02040] | 2967.46 | 1442.44 |
| 31 | RS06055 | 1.00 | up | flagellin Hag | Flagellar assembly path [ko02040] | 227.78 | 114.28 |
| 32 | RS17675 | 1.15 | up | flagellar biosynthesis anti-sigma factor FlgM | Flagellar assembly path [ko02040] | 347.85 | 156.92 |
| 33 | RS17640 | 0.97 | no-diff | flagellar protein FlaG | Motility hierarchy [BR:ko02035] | 206.93 | 105.22 |
| Stationary growth phase | |||||||
| 1 | RS06555 | −3.74 | down | flagellar motor stator protein MotA | Flagellar assembly path [ko02040]; Chemotaxis path [ko02030] | 180.24 | 214.81 |
| 2 | RS17635 | −2.23 | down | flagellar hook-associated protein 2 | Flagellar assembly path [ko02040] | 79.06 | 138.34 |
| 3 | RS17630 | −2.09 | down | flagellar export chaperone FliS | Flagellar assembly path [ko02040] | 84.17 | 119.23 |
| 4 | RS06550 | −2.04 | down | flagellar motor protein MotB | Flagellar assembly path [ko02040]; Chemotaxis path [ko02030] | 277.78 | 309.18 |
| 5 | RS17625 | −1.76 | down | flagellar protein FliT | Flagellar assembly path [ko02040] | 65.14 | 184.86 |
| 6 | RS07935 | −1.74 | down | flagella biosynthesis regulatory protein FliZ | Flagellar assembly path [ko02040] | 1111.23 | 287.39 |
| 7 | RS07945 | −1.71 | down | flagellar biosynthesis protein FliQ | Flagellar assembly path [ko02040] | 83.72 | 67.78 |
| 8 | RS07925 | −1.57 | down | flagellar motor switch phosphatase FliY | Flagellar assembly path [ko02040]; Chemotaxis path [ko02030] | 1490.87 | 433.39 |
| 9 | RS07880 | −1.35 | down | flagellar protein export ATPase FliI | Flagellar assembly path [ko02040] | 1841.29 | 707.71 |
| 10 | RS05910 | 2.00 | up | flagellin Hag | Flagellar assembly path [ko02040] | 1290.59 | 277.32 |