Skip to main content
Log in

Pyrosequencing analysis of bacterial community and assembly in activated sludge samples from different geographic regions in China

  • Environmental biotechnology
  • Published:
Applied Microbiology and Biotechnology Aims and scope Submit manuscript

Abstract

In order to investigate if there are geographic differences of bacterial community in the activated sludge collected from different geographic regions (eastern, northwestern, and northern parts) of China and to determine the co-occurrence patterns of bacterial community, activated sludge samples were collected from 10 municipal wastewater treatment plants located in 8 cities in China. High-throughput pyrosequencing combined with the bioinformatics analysis were used to examine the bacterial community compositions in the activated sludge samples. The result of taxonomy classifier indicated that a total of 76 genera were commonly shared by more than 7 samples, which accounted for 62 to 96 % of the classified sequences in each sample. Even though some core genera existed in all examined activated sludge samples regardless of the sampling geographic location and treatment process, significant geographic differences of bacterial community compositions among the activated sludge samples were revealed by the nonmetric multidimensional scaling (NMDS) and analyses of similarity (ANOSIM) analysis. A total of 165 pairs of significant and robust correlations (positive and negative) were identified from 61 bacterial genera based on the network analysis. The data obtained in this study could provide useful information to understand the bacterial community composition in geographically distributed wastewater treatment plants and discern the co-occurrence patterns of bacterial community.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  • Barberán A, Bates ST, Casamayor EO, Fierer N (2011) Using network analysis to explore co-occurrence patterns in soil microbial communities. ISME J 6:343–351

    Article  PubMed  PubMed Central  Google Scholar 

  • Bastian M, Heymann S, Jacomy M (2009) Gephi: an open source software for exploring and manipulating networks. In: International AAAI conference on weblogs and social media: San Jose, California

  • Blackall LL, Burrell PC, Gwilliam H, Bradford D, Bond PL, Hugenholtz P (1998) The use of 16S rDNA clone libraries to describe the microbial diversity of activated sludge communities. Water Sci Technol 37:451–454

    Article  CAS  Google Scholar 

  • Harrell Jr FE (2008) Hmisc: harrell miscellaneous. R package version: 3.5-2

  • Hu M, Wang X, Wen X, Xia Y (2012) Microbial community structures in different wastewater treatment plants as revealed by 454-pyrosequencing analysis. Bioresour Technol 117:72–79

    Article  PubMed  CAS  Google Scholar 

  • Huse SM, Welch DM, Morrison HG, Sogin ML (2010) Ironing out the wrinkles in the rare biosphere through improved OTU clustering. Environ Microbiol 12:1889–1898

    Article  PubMed  CAS  PubMed Central  Google Scholar 

  • Ju F, Xia Y, Guo F, Wang Z, Zhang T (2014) Taxonomic relatedness shapes bacterial assembly in activated sludge of globally distributed wastewater treatment plants. Environ Microbiol (in press)

  • Kim TS, Kim HS, Kwon S, Park HD (2011) Nitrifying bacterial community structure of a full-scale integrated fixed-film activated sludge process as investigated by pyrosequencing. J Microbiol Biotechnol 21:293–298

    PubMed  CAS  Google Scholar 

  • Kim TS, Jeong JY, Wells GF, Park HD (2013) General and rare bacterial taxa demonstrating different temporal dynamic patterns in an activated sludge bioreactor. Appl Microbial Biot 97:1755–1765

    Article  CAS  Google Scholar 

  • Kunin V, Engelbrektson A, Ochman H, Hugenholtz P (2010) Wrinkles in the rare biosphere: pyrosequencing errors can lead to artificial inflation of diversity estimates. Environ Microbiol 12:118–123

    Article  PubMed  CAS  Google Scholar 

  • Kwon S, Kim TS, Yu GH, Jung JH, Park HD (2010) Bacterial community composition and diversity of a full-scale integrated fixed-film activated sludge system as investigated by pyrosequencing. J Microbiol Biotechnol 20:1717–1723

    PubMed  Google Scholar 

  • Lim JH, Baek SH, Lee ST (2009) Ferruginibacter alkalilentus gen. nov., sp. nov. and Ferruginibacter lapsinanis sp. nov., novel members of the family ‘Chitinophagaceae’ in the phylum Bacteroidetes, isolated from freshwater sediment. Int J Syst Evol Micr 59:2394–2399

    Article  CAS  Google Scholar 

  • Low EW, Chase HA, Milner MG, Curtis TP (2000) Uncoupling of metabolism to reduce biomass production in the activated sludge process. Water Res 34:3204–3212

    Article  CAS  Google Scholar 

  • Madoni P, Davoli D, Gibin G (2000) Survey of filamentous microorganisms from bulking and foaming activated-sludge plants in Italy. Water Res 34:1767–1772

    Article  CAS  Google Scholar 

  • Newman MEJ (2003) The structure and function of complex networks. SIAM Rev 45:167–256

    Article  Google Scholar 

  • Newman MEJ (2006) Modularity and community structure in networks. Proc Natl Acad Sci U S A 103:8577–8582

    Article  PubMed  CAS  PubMed Central  Google Scholar 

  • Park M, Ryu SH, Vu THT, Ro HS, Yun PY, Jeon CO (2007) Flavobacterium defluvii sp. nov., isolated from activated sludge. Int J Syst Evol Micr 57:233–237

    Article  CAS  Google Scholar 

  • Roesch LF, Fulthorpe RR, Riva A, Casella G, Hadwin AK, Kent AD, Daroub SM, Camargo FAO, Farmerie WG, Triplett EW (2007) Pyrosequencing enumerates and contrasts soil microbial diversity. ISME J 1:283–290

    PubMed  CAS  PubMed Central  Google Scholar 

  • Schloss PD (2010) The effects of alignment quality, distance calculation method, sequence filtering, and region on the analysis of 16S rRNA gene-based studies. PLoS Comput Biol 6:e1000844

    Article  PubMed  PubMed Central  Google Scholar 

  • Schloss PD, Handelsman J (2005) Introducing DOTUR, a computer program for defining operational taxonomic units and estimating species richness. Appl Environ Microbiol 71:1501–1506

    Article  PubMed  CAS  PubMed Central  Google Scholar 

  • Schloss PD, Gevers D, Westcott SL (2011) Reducing the effects of PCR amplification and sequencing artifacts on 16S rRNA-based studies. PLoS One 6:e27310

    Article  PubMed  CAS  PubMed Central  Google Scholar 

  • Snaidr J, Amann R, Huber I, Ludwig W, Schleifer KH (1997) Phylogenetic analysis and in situ identification of bacteria in activated sludge. Appl Environ Microbiol 63:2884–2896

    PubMed  CAS  PubMed Central  Google Scholar 

  • Steele JA, Countway PD, Xia L, Vigil PD, Beman JM, Kim DY, Chou CT, Sachdeva R, Jones AC, Schwalbach MS, Rose JM, Hewson I, Patel A, Sun FZ, Caron DA, Fuhrman JA (2011) Marine bacterial, archaeal and protistan association networks reveal ecological linkages. ISME J 5:1414–1425

    Article  PubMed  PubMed Central  Google Scholar 

  • Tezuka Y (1969) Cation-dependent flocculation in a flavobacterium species predominant in activated sludge. Appl Microbial 17:222–226

    CAS  Google Scholar 

  • Thomsen TR, Nielsen JL, Ramsing NB, Nielsen PH (2004) Micromanipulation and further identification of FISH-labelled microcolonies of a dominant denitrifying bacterium in activated sludge. Environ Microbiol 6:470–479

    Article  PubMed  CAS  Google Scholar 

  • Timmermans P, Van Haute A (1983) Denitrification with methanol: fundamental study of the growth and denitrification capacity of Hyphomicrobium sp. Water Res 17:1249–1255

    Article  CAS  Google Scholar 

  • Wagner M, Loy A (2002) Bacterial community composition and function in sewage treatment systems. Curr Opin Biotechnol 13:218–227

    Article  PubMed  CAS  Google Scholar 

  • Wang Q, Garrity G, Tiedje J, Cole J (2007) Naive Bayesian classifier for rapid assignment of rRNA sequences into the new bacterial taxonomy. Appl Environ Microbiol 73:5261–5267

    Article  PubMed  CAS  PubMed Central  Google Scholar 

  • Wang XH, Hu M, Xia Y, Wen XH, Ding K (2012) Pyrosequencing analysis of bacterial diversity in 14 wastewater treatment systems in China. Appl Environ Microbiol 73:7042–7047

    Article  Google Scholar 

  • Xia S, Duan L, Song Y, Li J, Piceno Y, Andersen GL, Alvarez-Cohen L, Moreno-Andrade I, Huang CL, Hermanowicz SW (2010) Bacterial community structure in geographically distributed biological wastewater treatment reactors. Environ Sci Technol 44:1043–1045

    Article  Google Scholar 

  • Ye L, Shao MF, Zhang T, Tong AHY, Lok S (2011) Analysis of the bacterial community in a laboratory-scale nitrification reactor and a wastewater treatment plant by 454-pyrosequencing. Water Res 45:4390–4398

    Article  PubMed  CAS  Google Scholar 

  • Yoon DN, Park SJ, Kim SJ, Jeon CO, Chae JC, Rhee SK (2010) Isolation, characterization, and abundance of filamentous members of Caldilineae in activated sludge. J Microbiol 48:275–283

    Article  PubMed  CAS  Google Scholar 

  • Zhang T, Shao MF, Ye L (2011a) 454 Pyrosequencing reveals bacterial diversity of activated sludge from 14 sewage treatment plants. ISME J 6:1137–1147

    Article  PubMed  PubMed Central  Google Scholar 

  • Zhang SY, Wang QF, Wan R, Xie SG (2011b) Changes in bacterial community of anthracene bioremediation in municipal solid waste composting soil. J Zhejiang Univ (Sci) 12:760–768

    Article  CAS  Google Scholar 

  • Zhou JZ, Bruns MA, Tiedje JM (1996) DNA recovery from soils of diverse composition. Appl Environ Microbiol 62:316–322

    PubMed  CAS  PubMed Central  Google Scholar 

Download references

Acknowledgments

This work was supported by the National Natural Science Foundation of China (41371098, 41101052, 31225004, and U1202231), Open Fund of State Key Laboratory of Hydrology-Water Resources and Hydraulic Engineering, Hohai University (2013491211) and a Project Funded by the Priority Academic Program Development of Jiangsu Higher Education Institutions.

Conflict of interest

The authors declare that they have no conflict of interest.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Jin Zeng.

Electronic supplementary material

Below is the link to the electronic supplementary material.

ESM 1

PDF 150 kb

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Zhao, D., Huang, R., Zeng, J. et al. Pyrosequencing analysis of bacterial community and assembly in activated sludge samples from different geographic regions in China. Appl Microbiol Biotechnol 98, 9119–9128 (2014). https://doi.org/10.1007/s00253-014-5920-3

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00253-014-5920-3

Keywords

Navigation