Different response of bacterial community to the changes of nutrients and pollutants in sediments from an urban river network
Different response of bacterial community to the changes of nutrients and pollutants in sediments from an urban river network
• Bacterial community varied spatially in sediments from the urban river network.
• Key environmental factors shaping bacterial community were detected by RDA.
• Bacterial co-occurrence networks changed at different levels of nutrient and metal.
• Potential indicator species were selected to predict pollution risk in sediment.
Microbial communities in sediment are an important indicator linking to environmental pollution in urban river systems. However, how the diversity and structure of bacterial communities in sediments from an urban river network respond to different environmental factors has not been well studied. The goal of this study was to understand the patterns of bacterial communities in sediments from a highly dense urbanized river network in the lower Yangtze River Delta by Illumina MiSeq sequencing. The correlations between bacterial communities, the environmental gradient and geographical distance were analyzed by redundancy analysis (RDA) and network methods. The diversity and richness of bacterial community in sediments increased from upstream to downstream consistently with the accumulation of nutrient in the urban river network. Bacterial community composition and structure showed obvious spatial changes, leading to two distinct groups, which were significantly related to the characteristics of nutrient and heavy metal in sediments. Humic substance, available nitrogen, available phosphorus, Zn, Cu, Hg and As were selected as the key environmental factors shaping the bacterial community in sediments based on RDA. The co-occurrence patterns of bacterial networks showed that positive interaction between bacterial communities increased but the connectivity among bacterial genera and stability of sediment ecosystem reduced under a higher content of nutrient and heavy metal in average. The sensitive and ubiquitous taxa with an overproportional response to key environmental factors were detected as indicator species, which provided a novel method for the prediction of the pollution risk of sediment in an urban river network.
Sediment / Urban river network / Bacterial community / Network analysis / Indicator species
[1] |
Alvarez A, Saez J M, Davila Costa J S, Colin V L, Fuentes M S, Cuozzo S A, Benimeli C S, Polti M A, Amoroso M J (2017). Actinobacteria: Current research and perspectives for bioremediation of pesticides and heavy metals. Chemosphere, 166: 41–62
CrossRef
ADS
Pubmed
Google scholar
|
[2] |
Barberán A, Bates S T, Casamayor E O, Fierer N (2012). Using network analysis to explore co-occurrence patterns in soil microbial communities. The ISME journal, 6(2): 343–351
CrossRef
ADS
Pubmed
Google scholar
|
[3] |
Cai L, Chen T B, Gao D, Yu J (2016). Bacterial communities and their association with the bio-drying of sewage sludge. Water Research, 90: 44–51PMID:26724438
CrossRef
ADS
Google scholar
|
[4] |
Chen X, Liu R, Hao J, Li D, Wei Z, Teng R, Sun B (2019). Protein and carbohydrate drive microbial responses in diverse ways during different animal manures composting. Bioresource Technology, 271: 482–486
CrossRef
ADS
Pubmed
Google scholar
|
[5] |
Dai Y, Yang Y, Wu Z, Feng Q, Xie S, Liu Y (2016). Spatiotemporal variation of planktonic and sediment bacterial assemblages in two plateau freshwater lakes at different trophic status. Applied Microbiology and Biotechnology, 100(9): 4161–4175
CrossRef
ADS
Pubmed
Google scholar
|
[6] |
de Vries F T, Griffiths R I, Bailey M, Craig H, Girlanda M, Gweon H S, Hallin S, Kaisermann A, Keith A M, Kretzschmar M, Lemanceau P, Lumini E, Mason K E, Oliver A, Ostle N, Prosser J I, Thion C, Thomson B, Bardgett R D (2018). Soil bacterial networks are less stable under drought than fungal networks. Nature Communications, 9(1): 3033
CrossRef
ADS
Pubmed
Google scholar
|
[7] |
Deng Y, Zhang P, Qin Y, Tu Q, Yang Y, He Z, Schadt C W, Zhou J (2016). Network succession reveals the importance of competition in response to emulsified vegetable oil amendment for uranium bioremediation. Environmental Microbiology, 18(1): 205–218
CrossRef
ADS
Pubmed
Google scholar
|
[8] |
Giller K E, Witter E, McGrath S P (1998). Toxicity of heavy metals to microorganisms and microbial processes in agricultural soils: A review. Soil Biology and Biochemistry, 30(10-11): 1389–1414
CrossRef
ADS
Google scholar
|
[9] |
Gregory K J (2006). The human role in changing river channels. Geomorphology, 79(3-4): 172–191
CrossRef
ADS
Google scholar
|
[10] |
Griffith D R, Barnes R T, Raymond P A (2009). Inputs of fossil carbon from wastewater treatment plants to U.S. rivers and oceans. Environmental Science & Technology, 43(15): 5647–5651
CrossRef
ADS
Pubmed
Google scholar
|
[11] |
Hartmann M, Howes C G, VanInsberghe D, Yu H, Bachar D, Christen R, Henrik Nilsson R, Hallam S J, Mohn W W (2012). Significant and persistent impact of timber harvesting on soil microbial communities in Northern coniferous forests. The ISME Journal, 6(12): 2199–2218
CrossRef
ADS
Pubmed
Google scholar
|
[12] |
Ibekwe A M, Ma J, Murinda S E (2016). Bacterial community composition and structure in an Urban River impacted by different pollutant sources. Science of the Total Environment, 566-567: 1176–1185
CrossRef
ADS
Pubmed
Google scholar
|
[13] |
Jeanbille M, Gury J, Duran R, Tronczynski J, Agogué H, Ben Saïd O, Ghiglione J F, Auguet J C (2016). Response of core microbial consortia to chronic hydrocarbon contaminations in coastal sediment habitats. Frontiers in Microbiology, 7: 1637
CrossRef
ADS
Pubmed
Google scholar
|
[14] |
Krebs C J (1999). Ecological Methodology. Menlo Park, CA: Benjamin/Cummings
|
[15] |
Kwok K W, Batley G E, Wenning R J, Zhu L, Vangheluwe M, Lee S (2014). Sediment quality guidelines: Challenges and opportunities for improving sediment management. Environmental Science and Pollution Research International, 21(1): 17–27
CrossRef
ADS
Pubmed
Google scholar
|
[16] |
Lamanna C, Blonder B, Violle C, Kraft N J B, Sandel B, Šímová I, Donoghue J C 2nd, Svenning J C, McGill B J, Boyle B, Buzzard V, Dolins S, Jørgensen P M, Marcuse-Kubitza A, Morueta-Holme N, Peet R K, Piel W H, Regetz J, Schildhauer M, Spencer N, Thiers B, Wiser S K, Enquist B J (2014). Functional trait space and the latitudinal diversity gradient. Proceedings of the National Academy of Sciences of the United States of America, 111(38): 13745–13750
CrossRef
ADS
Pubmed
Google scholar
|
[17] |
Li Q, Xu X, Fang Y, Xiao R, Wang D, Zhong W (2018). The temporal changes of the concentration level of typical toxic organics in the river sediments around Beijing. Frontiers of Environmental Science & Engineering, 12(6): 8
CrossRef
ADS
Google scholar
|
[18] |
Liu T, Zhang A N, Wang J, Liu S, Jiang X, Dang C, Ma T, Liu S, Chen Q, Xie S, Zhang T, Ni J (2018). Integrated biogeography of planktonic and sedimentary bacterial communities in the Yangtze River. Microbiome, 6(1): 16
CrossRef
ADS
Pubmed
Google scholar
|
[19] |
Lu Q, Zhao Y, Gao X, Wu J, Zhou H, Tang P, Wei Q, Wei Z (2018). Effect of tricarboxylic acid cycle regulator on carbon retention and organic component transformation during food waste composting. Bioresource Technology, 256: 128–136
CrossRef
ADS
Pubmed
Google scholar
|
[20] |
Lu R (2000). Soil Agricultural Chemical Analysis Method. Beijing: China Agricultural Science and Technology Press, 1–315
|
[21] |
Ma L, Liu Y, Zhang J, Yang Q, Li G, Zhang D (2018). Impacts of irrigation water sources and geochemical conditions on vertical distribution of pharmaceutical and personal care products (PPCPs) in the vadose zone soils. Science of the Total Environment, 626: 1148–1156
CrossRef
ADS
Pubmed
Google scholar
|
[22] |
MacDonald D D, Ingersoll C G, Berger T A (2000). Development and evaluation of consensus-based sediment quality guidelines for freshwater ecosystems. Archives of Environmental Contamination and Toxicology, 39(1): 20–31
CrossRef
ADS
Pubmed
Google scholar
|
[23] |
Miao L, Wang P, Wang C, Hou J, Yao Y, Liu J, Lv B, Yang Y, You G, Xu Y, Liu Z, Liu S (2018). Effect of TiO2 and CeO2 nanoparticles on the metabolic activity of surficial sediment microbial communities based on oxygen microelectrodes and high-throughput sequencing. Water Research, 129: 287–296
CrossRef
ADS
Pubmed
Google scholar
|
[24] |
Persaud D, Jaagumagi R, Hayton A (1993). Guidelines for the protection and management of aquatic sediment quality in Ontario. Water Resources Branch. Toronto: Ontario Ministry of the Environment
|
[25] |
Qiu L, Cui H, Wu J, Wang B, Zhao Y, Li J, Jia L, Wei Z (2016). Snowmelt-driven changes in dissolved organic matter and bacterioplankton communities in the Heilongjiang watershed of China. Science of the Total Environment, 556: 242–251
CrossRef
ADS
Pubmed
Google scholar
|
[26] |
Rouquette J R, Dallimer M, Armsworth P R, Gaston K J, Maltby L, Warren P H (2013). Species turnover and geographic distance in an urban river network. Diversity and Distributions, 19(11): 1429–1439
CrossRef
ADS
Google scholar
|
[27] |
Schloss P D, Westcott S L, Ryabin T, Hall J R, Hartmann M, Hollister E B, Lesniewski R A, Oakley B B, Parks D H, Robinson C J, Sahl J W, Stres B, Thallinger G G, Van Horn D J, Weber C F (2009). Introducing mothur: Open-source, platform-independent, community-supported software for describing and comparing microbial communities. Applied and Environmental Microbiology, 75(23): 7537–7541
CrossRef
ADS
Pubmed
Google scholar
|
[28] |
Silver S, Phung L T (1996). Bacterial heavy metal resistance: new surprises. Annual Review of Microbiology, 50(1): 753–789
CrossRef
ADS
Pubmed
Google scholar
|
[29] |
Sun M Y, Dafforn K A, Johnston E L, Brown M V (2013). Core sediment bacteria drive community response to anthropogenic contamination over multiple environmental gradients. Environmental Microbiology, 15(9): 2517–2531
CrossRef
ADS
Pubmed
Google scholar
|
[30] |
Tan K H (2014). Humic matter in soil and the environment: principles and controversies. Boca Raton: CRC Press.
|
[31] |
Vanwonterghem I, Jensen P D, Dennis P G, Hugenholtz P, Rabaey K, Tyson G W (2014). Deterministic processes guide long-term synchronised population dynamics in replicate anaerobic digesters. The ISME Journal, 8(10): 2015–2028
CrossRef
ADS
Pubmed
Google scholar
|
[32] |
Wang L, Shen J, Chung C K L (2015b). City profile: Suzhou: A Chinese city under transformation. Cities (London, England), 44: 60–72
CrossRef
ADS
Google scholar
|
[33] |
Wang L, Zhang J, Li H, Yang H, Peng C, Peng Z, Lu L (2018). Shift in the microbial community composition of surface water and sediment along an urban river. Science of the Total Environment, 627: 600–612
CrossRef
ADS
Pubmed
Google scholar
|
[34] |
Wang Y B, Liu C W, Kao Y H, Jang C S (2015a). Characterization and risk assessment of PAH-contaminated river sediment by using advanced multivariate methods. Science of the Total Environment, 524-525: 63–73
CrossRef
ADS
Pubmed
Google scholar
|
[35] |
Wei Y, Wei Z, Cao Z, Zhao Y, Zhao X, Lu Q, Wang X, Zhang X (2016). A regulating method for the distribution of phosphorus fractions based on environmental parameters related to the key phosphate-solubilizing bacteria during composting. Bioresource Technology, 211: 610–617
CrossRef
ADS
Pubmed
Google scholar
|
[36] |
Wei Y, Wu D, Wei D, Zhao Y, Wu J, Xie X, Zhang R, Wei Z (2019). Improved lignocellulose-degrading performance during straw composting from diverse sources with actinomycetes inoculation by regulating the key enzyme activities. Bioresource Technology, 271: 66–74
CrossRef
ADS
Pubmed
Google scholar
|
[37] |
Wei Y, Zhao Y, Shi M, Cao Z, Lu Q, Yang T, Fan Y, Wei Z (2018). Effect of organic acids production and bacterial community on the possible mechanism of phosphorus solubilization during composting with enriched phosphate-solubilizing bacteria inoculation. Bioresource Technology, 247: 190–199
CrossRef
ADS
Pubmed
Google scholar
|
[38] |
Wéry N, Lhoutellier C, Ducray F, Delgenès J P, Godon J J (2008). Behaviour of pathogenic and indicator bacteria during urban wastewater treatment and sludge composting, as revealed by quantitative PCR. Water Research, 42(1-2): 53–62
CrossRef
ADS
Pubmed
Google scholar
|
[39] |
Wu J, Qi H, Huang X, Wei D, Zhao Y, Wei Z, Lu Q, Zhang R, Tong T (2018). How does manganese dioxide affect humus formation during bio-composting of chicken manure and corn straw? Bioresource Technology, 269: 169–178
CrossRef
ADS
Pubmed
Google scholar
|
[40] |
Wu J, Zhao Y, Zhao W, Yang T, Zhang X, Xie X, Cui H, Wei Z (2017). Effect of precursors combined with bacteria communities on the formation of humic substances during different materials composting. Bioresource Technology, 226: 191–199
CrossRef
ADS
Pubmed
Google scholar
|
[41] |
Yan Z, Hao Z, Wu H, Jiang H, Yang M, Wang C (2019). Co-occurrence patterns of the microbial community in polycyclic aromatic hydrocarbon-contaminated riverine sediments. Journal of Hazardous Materials, 367: 99–108
CrossRef
ADS
Pubmed
Google scholar
|
[42] |
Yang J, Li G, Qian Y, Yang Y, Zhang F (2018). Microbial functional gene patterns related to soil greenhouse gas emissions in oil contaminated areas. Science of the Total Environment, 628-629: 94–102
CrossRef
ADS
Pubmed
Google scholar
|
[43] |
Yang K, Zhu L, Zhao Y, Wei Z, Chen X, Yao C, Meng Q, Zhao R (2019). A novel method for removing heavy metals from composting system: The combination of functional bacteria and adsorbent materials. Bioresource Technology, 293: 122095
CrossRef
ADS
Pubmed
Google scholar
|
[44] |
Yu H, Zhao Y, Zhang C, Wei D, Wu J, Zhao X, Hao J, Wei Z (2019). Driving effects of minerals on humic acid formation during chicken manure composting: Emphasis on the carrier role of bacterial community. Bioresource Technology, 294: 122239
CrossRef
ADS
Pubmed
Google scholar
|
[45] |
Yu Z, Deng H, Wang D, Ye M, Tan Y, Li Y, Chen Z, Xu S (2013). Nitrous oxide emissions in the Shanghai river network: Implications for the effects of urban sewage and IPCC methodology. Global Change Biology, 19(10): 2999–3010
CrossRef
ADS
Pubmed
Google scholar
|
[46] |
Zhang H, Jiang Y, Ding M, Xie Z (2017). Level, source identification, and risk analysis of heavy metal in surface sediments from river-lake ecosystems in the Poyang Lake, China. Environmental Science and Pollution Research International, 24(27): 21902–21916
CrossRef
ADS
Pubmed
Google scholar
|
[47] |
Zhang H, Wan Z, Ding M, Wang P, Xu X, Jiang Y (2018). Inherent bacterial community response to multiple heavy metals in sediment from river-lake systems in the Poyang Lake, China. Ecotoxicology and Environmental Safety, 165: 314–324
CrossRef
ADS
Pubmed
Google scholar
|
[48] |
Zhang J, Wang L H, Yang J C, Liu H, Dai J L (2015). Health risk to residents and stimulation to inherent bacteria of various heavy metals in soil. Science of the Total Environment, 508: 29–36
CrossRef
ADS
Pubmed
Google scholar
|
[49] |
Zhang X, Gu Q, Long X E, Li Z L, Liu D X, Ye D H, He C Q, Liu X Y, Väänänen K, Chen X P (2016). Anthropogenic activities drive the microbial community and its function in urban river sediment. Journal of Soils and Sediments, 16(2): 716–725
CrossRef
ADS
Google scholar
|
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