Biotechnology Bulletin ›› 2026, Vol. 42 ›› Issue (5): 234-247.doi: 10.13560/j.cnki.biotech.bull.1985.2025-0611
ZHANG Lei1,2(
), DU Yao1, ZHOU Ying-wen1, ZHANG yi-wen1, LI lu1, WANG zhan1, LI shang-yun1, HE Xiao-qing1(
)
Received:2025-06-12
Online:2026-05-26
Published:2026-06-10
Contact:
HE Xiao-qing
E-mail:pooh00winnie@sina.com;lenahe@bjfu.edu.cn
ZHANG Lei, DU Yao, ZHOU Ying-wen, ZHANG yi-wen, LI lu, WANG zhan, LI shang-yun, HE Xiao-qing. Driving Effects of Shared and Specific Microbial Genera in Community Diversity and Carbon, Nitrogen, Phosphorus, and Sulfur Cycling Functions across Five Major Water Systems of Beijing[J]. Biotechnology Bulletin, 2026, 42(5): 234-247.
Fig. 1 Sampling point distributionThe picture is sourced from the results of the first water conservancy census of Beijing conducted between 2010 and 2012. BYR: BeiYun River; CBR: ChaoBai River; DQR: DaQing River; JYR: Jiyun River; YDR: YongDing River. The same below
Fig. 2 Microbial diversity and community compositionA: Relative abundance at the phylum level and genus level; B: α diversity index; C: PCoA analysis; D: AVD index; E: relationship between microbial stability index and Shannon index, Simpson index
Fig. 3 Co-occurrence network of microbial genus and keystone in five major water systemsA: Co-occurrence network of microbial genus level in five major water systems. B: Keystone of microorganisms in five major water systems. C-F: Comparison of Keystone numbers, abundance, network modularity, and network complexity in the five major water systems. G: The regression relationship between the numbers of keystone and network complexity
Fig. 4 Relationships of environmental factors and communityA: Difference of environmental factors. B: RDA analysis of environmental factors and community
Fig. 5 N, P, C, S metabolic function gene differencesA: Gene abundance of KEGG level. 2. B: N, P, C, S metabolic pathway difference. C: The differences and proportions of functional abundance between the Jiyun River and the other four water systems
| 代谢通路 Metabolic pathway | CBR | YDR | BYR | DQR | JYR |
|---|---|---|---|---|---|
| Dissimilatory nitrate reduction | 422.79 | 247.63 | 2 786.18 | 2 890.77 | 6 224.69 |
| Assimilatory nitrate reduction | 990.38 | 449.19 | 290.15 | 155.49 | 134.04 |
| Denitrification | 233.61 | 140.39 | 2 177.48 | 1 459.56 | 2 160.70 |
| Nitrification | 245.79 | 156.91 | 2 121.28 | 2 006.09 | 4 362.90 |
| NAD(P)H-quinone oxidoreductase | 462.55 | 458.80 | 257.05 | 156.50 | 115.64 |
| Cytochrome c oxidase, cbb3-type | 897.19 | 927.77 | 1 850.30 | 2 485.02 | 3 608.05 |
| Cytochrome bd ubiquinol oxidase | 532.99 | 552.14 | 847.88 | 1 420.04 | 2 034.80 |
| Cytochrome bc1 complex | 391.10 | 430.96 | 615.08 | 482.83 | 788.79 |
| Type I secretion | 682.30 | 674.28 | 1 254.54 | 1 204.90 | 1 919.10 |
| Type II secretion | 467.52 | 402.35 | 833.83 | 1 154.43 | 1 975.22 |
| Type Ⅳ secretion | 76.85 | 41.50 | 305.24 | 259.93 | 570.08 |
| Dissimilatory arsenic reduction | 1 828.24 | 1 665.47 | 2 420.37 | 2 477.97 | 3 164.24 |
| Wood-Ljungdahl pathway | 1.66 | 5.58 | 18.66 | 7.19 | 1.24 |
| 3-Hydroxypropionate Bicycle | 175.76 | 156.06 | 249.41 | 311.52 | 365.87 |
| Methanogenesis | 0.29 | 1.07 | 8.69 | 4.32 | 0.86 |
| Fermentation to formate | 835.57 | 912.58 | 1 807.42 | 2 220.91 | 3 230.39 |
| Fermentation to acetate | 121.18 | 38.19 | 40.19 | 52.43 | 134.20 |
| Fermentation to ethanol | 4 361.11 | 3 558.31 | 5 402.47 | 7 320.00 | 9 378.01 |
| Assimilatory sulfate reduction | 1 737.97 | 1 300.54 | 1 950.72 | 2 666.15 | 4 417.41 |
| Thiosulfate oxidation by SOX complex | 740.87 | 836.35 | 1 336.70 | 1 437.95 | 1 992.74 |
| Alternative thiosulfate oxidation | 116.09 | 99.34 | 65.60 | 175.63 | 16.84 |
| Thiosulfate oxidation | 1 147.70 | 1 337.66 | 2 122.03 | 2 691.99 | 3 134.51 |
| Thiosulfate disproportionation | 7.59 | 9.01 | 38.47 | 26.03 | 7.27 |
| Sulfide oxidation | 2.29 | 21.31 | 21.10 | 46.31 | 35.72 |
| DMS oxidation | 75.27 | 71.31 | 120.72 | 185.39 | 191.44 |
Table 1 N, P, C, S metabolic pathway difference
| 代谢通路 Metabolic pathway | CBR | YDR | BYR | DQR | JYR |
|---|---|---|---|---|---|
| Dissimilatory nitrate reduction | 422.79 | 247.63 | 2 786.18 | 2 890.77 | 6 224.69 |
| Assimilatory nitrate reduction | 990.38 | 449.19 | 290.15 | 155.49 | 134.04 |
| Denitrification | 233.61 | 140.39 | 2 177.48 | 1 459.56 | 2 160.70 |
| Nitrification | 245.79 | 156.91 | 2 121.28 | 2 006.09 | 4 362.90 |
| NAD(P)H-quinone oxidoreductase | 462.55 | 458.80 | 257.05 | 156.50 | 115.64 |
| Cytochrome c oxidase, cbb3-type | 897.19 | 927.77 | 1 850.30 | 2 485.02 | 3 608.05 |
| Cytochrome bd ubiquinol oxidase | 532.99 | 552.14 | 847.88 | 1 420.04 | 2 034.80 |
| Cytochrome bc1 complex | 391.10 | 430.96 | 615.08 | 482.83 | 788.79 |
| Type I secretion | 682.30 | 674.28 | 1 254.54 | 1 204.90 | 1 919.10 |
| Type II secretion | 467.52 | 402.35 | 833.83 | 1 154.43 | 1 975.22 |
| Type Ⅳ secretion | 76.85 | 41.50 | 305.24 | 259.93 | 570.08 |
| Dissimilatory arsenic reduction | 1 828.24 | 1 665.47 | 2 420.37 | 2 477.97 | 3 164.24 |
| Wood-Ljungdahl pathway | 1.66 | 5.58 | 18.66 | 7.19 | 1.24 |
| 3-Hydroxypropionate Bicycle | 175.76 | 156.06 | 249.41 | 311.52 | 365.87 |
| Methanogenesis | 0.29 | 1.07 | 8.69 | 4.32 | 0.86 |
| Fermentation to formate | 835.57 | 912.58 | 1 807.42 | 2 220.91 | 3 230.39 |
| Fermentation to acetate | 121.18 | 38.19 | 40.19 | 52.43 | 134.20 |
| Fermentation to ethanol | 4 361.11 | 3 558.31 | 5 402.47 | 7 320.00 | 9 378.01 |
| Assimilatory sulfate reduction | 1 737.97 | 1 300.54 | 1 950.72 | 2 666.15 | 4 417.41 |
| Thiosulfate oxidation by SOX complex | 740.87 | 836.35 | 1 336.70 | 1 437.95 | 1 992.74 |
| Alternative thiosulfate oxidation | 116.09 | 99.34 | 65.60 | 175.63 | 16.84 |
| Thiosulfate oxidation | 1 147.70 | 1 337.66 | 2 122.03 | 2 691.99 | 3 134.51 |
| Thiosulfate disproportionation | 7.59 | 9.01 | 38.47 | 26.03 | 7.27 |
| Sulfide oxidation | 2.29 | 21.31 | 21.10 | 46.31 | 35.72 |
| DMS oxidation | 75.27 | 71.31 | 120.72 | 185.39 | 191.44 |
Fig. 6 Shared and specific genus in five major water systemsA: Screening of common and specific genus. B: The influencing factors of carbon, nitrogen, phosphorus, and sulfur metabolism in the five major water systems. C: The relationship between common genera, endemic genera, and environmental factors. D: The relationship between common genera, endemic genera, Shannon index, microbial stability index, and NST index. E: The relationship between common genera, endemic genera, and carbon, nitrogen, phosphorus, and sulfur metabolism in the five major water systems
Fig. 7 Explores the important factors influencing functional circulationA: Mantel test of core genus and metabolic functions; B: regression analysis of core genus and metabolic functions; C: regression analysis of microbial diversity and metabolic functions; D: contribution of two core taxa and microbial diversity and microbial stability to functional cycling
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