Abstract
The decline of sewage purification efficiency in winter is a frequent problem in sub-plateau municipal sewage treatment plants (MSTPs). Understanding the links between activated sludge (AS) bacterial community and sewage purification is crucial for exploring the cause of this problem. In this study, Illumina high-throughput sequencing technology was applied to investigate the seasonal changes of AS bacterial community in sub-plateau MSTPs. The sequencing result indicates that the bacterial community OTU number, diversity, and relative abundance in winter are significantly lower than that in summer samples. The discriminant linear effect size analysis (LEfSe) reveals that Proteobacteria and Chloroflexi members were enriched in summer AS, while Actinobacteria and Firmicutes were enriched in winter AS. The results indicate that different core bacterial community assembly was developed in summer and winter, respectively. The changes in bacterial community may be the reasons for the lower sewage purification efficiency in winter. Furthermore, redundancy analysis (RDA) shows that temperature and dissolved oxygen (DO) are the principal factors that drive the seasonal changes in the core bacterial community diversity, richness and structure in sub-plateau MSTPs. Thus, the sub-plateau AS selects for a unique community assembly pattern and shapes the particular AS ecosystem. These results expand previous understanding and provide insight into the relationship between bacterial community and performance of sub-plateau MSTPs.
Similar content being viewed by others
References
Alejandro G-M, Maija S, Barbara M-P, Alejandro R-S, Anna M, Riku V (2018) Microbial ecology of full-scale wastewater treatment systems in the Polar Arctic Circle: Archaea Bacteria and Fungi. Sci Rep-UK 8:1–11
Andreasen K, Nielsen PH (2000) Growth of Microthrix parvicella in nutrient removal activated sludge plants: studies of in situ physiology. Water Res 34:1559–1569
Caporaso JG, Lauber CL, Walters WA, Berg-Lyons D, Huntley J, Fierer N, Owens SM, Betley J, Fr aser L, Bauer M, Gormley N, Gilbert JA, Smith G, Knight R (2012) Ultra-high-throughput microbial community analysis on the Illumina HiSeq and MiSeq platforms. ISME J 6:1621–1624
Chen H, Chang S (2017) Impact of temperatures on microbial community structures of sewage sludge biological hydrolysis. Bioresource Technol 245(Pt A):502–510
Chen Y, Lan S, Wang L, Dong S, Zhou H, Tan L, Li X (2017) A review: Driving factors and regulation strategies of microbial community structure and dynamics in wastewater treatment systems. Chemosphere 174:173–182
Chu Z, Wang K, Li X, Zhu M, Yang L, Zhang J (2015) Microbial characterization of aggregates within a one-stage nitritation–anammox system using high-throughput amplicon sequencing. Chem Eng J 262:41–48
Fan X, Gao J, Pan K, Li D, Dai H, Li X (2018) Functional genera, potential pathogens and predicted antibiotic resistance genes in 16 full-scale wastewater treatment plants treating different types of wastewater. Bioresource Technol 268:97–106
Fan X, Gao J, Pan K, Li D, Dai H (2017) Temporal dynamics of bacterial communities and predicted nitrogen metabolism genes in a full-scale wastewater treatment plant. RSC Adv 7(89):56317–56327
Fang D, Zhao G, Xu X (2018) Microbial community structures and functions of wastewater treatment systems in plateau and cold regions. Bioresource Technol 249:684–693
Gao J, Liu G, Li H, Xu L, Du L, Yang B (2016) Predictive functional profiling using marker gene sequences and community diversity analyses of microbes in full-scale anaerobic sludge digesters. Bioprocess Biosyst Eng 39(7):1115–1127
Guo J, Peng Y, Ni B, Han X, Fan L, Yuan Z (2015) Dissecting microbial community structure and methane-producing pathways of a full-scale anaerobic reactor digesting activated sludge from wastewater treatment by metagenomic sequencing. Microbe Cell Fact 14(1):1–11
Ibarbalz FM, Figuerola ELM, Erijman L (2013) Industrial activated sludge exhibits unique bacterial community composition at high taxonomic ranks. Water Res 47:3854–3864
Jin LY, Zhang GM, Tian HF (2014) Current state of sewage treatment in China. Water Res 66:85–98
Kang XH, Wu XK, Wang H, Zeng XY, Leng Y, Li SW (2018) Illumina sequencing reveals bacterial community shift and its role in a full-scale A2O sewage treatment process at low temperatures. Desalin Water Treat 109:193–204
Kurumi H, Masami M, Daisuke I, Michihiko I (2014) Bacterial community dynamics in a full-scale municipal wastewater treatment plant employing a conventional activated sludge process. J Biosci Bioeng 118(1):64–71
Lee SH, Kang HJ, Park HD (2015) Influence of influent wastewater communities on temporal variation of activated sludge communities. Water Res 73:132–144
Ma S, Ding L, Huang H, Geng J, Xu K, Zhang Y, Ren H (2016) Effects of DO levels on the surface force, cell membrane properties and microbial community dynamics of activated sludge. Bioresour Technol 214:645–652
Muszynski A, Tabernacka A, Milobedzka A (2015) Long-term dynamics of the microbial community in a full-scale wastewater treatment plant. Int Biodeterior Biodegrad 100:44–51
Niu L, Li Y, Wang P, Zhang W, Wang C, Cai W, Wang L (2016) Altitude-scale variation in nitrogen-removal bacterial communities from municipal wastewater treatment plants distributed along a 3600-m latitudinal gradient in China. Sci Total Environ 559:38–44
Segata N, Izard J, Waldron L, Gevers D, Miropolsky L, Garrett W.S, Huttenhower C (2011) Metagenomic biomarker discovery and explanation. Genome Biol 12(6)
Seib MD, Berg KJ, Zitomer DH (2016) Influent wastewater microbiota and temperature influence anaerobic membrane bioreactor microbial community. Bioresource Technol 216:446–452
Sims A, Gajaraj S, Hu ZQ (2012) Seasonal population changes of ammonia-oxidizing organisms and their relationship to water quality in a constructed wetland. Ecol Eng 40:100–107
Stadler LB, Love NG (2016) Impact of microbial physiology and microbial community structure on pharmaceutical fate driven by dissolved oxygen concentration in nitrifying bioreactors. Water Res 104:189–199
Wang P, Yu Z, Zhao J, Zhang H (2016) Seasonal changes in bacterial communities cause foaming in a wastewater treatment plant. Microb Ecol 71(3):660–671
Wells GF, Wu CH, Piceno YM, Eggleston B, Brodie EL, DeSantis TZ, Andersen GL, Hazen TC, Francis CA, Criddle CS (2014) Microbial biogeography across a full-scale wastewater treatment plant transect: evidence for immigration between coupled processes. Appl Microbiol Biotechnol 98(10):4723–4736
Xia Y, Wen X, Zhang B, Yang Y (2018) Diversity and assembly patterns of activated sludge microbial communities: a review. Biotechnol Adv 36:1038–1047
Yoon DN, Park SJ, Kim SJ (2010) Isolation, characterization, and abundance of filamentous members of Caldilineae in activated sludge. J Microbiol 48:275–283
Zhang Q, Yang W, Ngo H, Guo W, Jin P, Dzakpasu M, Yang SJ, Wang Q, Wang X, Ao D (2016) Current status of urban wastewater treatment plants in China. Environ Int 92–93:11–22
Zhao D, Huang R, Zeng J, Yu Z, Liu P, Cheng S, Wu QL (2014) Pyrosequencing analysis of bacterial community and assembly in activated sludge samples from different geographic regions in China. Appl Microbiol Biotechnol 98:9119–9128
Zhou Z, Qiao W, Xing C, An Y, Shen X, Ren W, Jiang L, Wang L (2015) Microbial community structure of anoxic-oxic-settling-anaerobic sludge reduction process revealed by 454-pyrosequencing. Chem Eng J 266:249–257
Acknowledgements
This work was supported by the National Natural Science Foundation of China (3176110) and Natural Science Foundation of Gansu Province (148RJZA046).
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Kang, XH., Leng, Y., O, M.M. et al. The seasonal changes of core bacterial community decide sewage purification in sub-plateau municipal sewage treatment plants. Bioprocess Biosyst Eng 43, 1609–1617 (2020). https://doi.org/10.1007/s00449-020-02352-2
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00449-020-02352-2