Skip to main content
Log in

Overall functional gene diversity of microbial communities in three full-scale activated sludge bioreactors

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

Abstract

Understanding microbial community composition is thought to be crucial for improving process functioning and stabilities of full-scale activated sludge reactors in wastewater treatment plants (WWTPs). However, functional gene compositions of microbial communities within them have not been clearly elucidated. To gain a complete picture of microbial community, in this study, GeoChip 4.2 was used to profile the overall functional genes of three full-scale activated sludge bioreactors, the 16S rRNA gene diversities of which had been unveiled by 454-pyrosequencing in our previous investigation. Triplicate activated sludge samples from each system were analyzed, with the detection of 38,507 to 40,654 functional genes. A high similarity of 77.3–81.2 % shared functional genes was noted among the nine samples, verified by the high 16S rRNA gene similarity with shared operational taxonomic units (OTUs) constituting 66.4–70.0 % of the detected sequences in each system. Correlation analyses showed that the abundances of a wide array of functional genes were associated with system performances. For example, the abundances of carbon degradation genes were strongly correlated to chemical oxygen demand (COD) removal efficiencies (r = 0.8697, P < 0.01). Lastly, we found that sludge retention time (SRT), influent total nitrogen concentrations (TN inf), and dissolved oxygen (DO) concentrations were key environmental factors shaping the overall functional genes. Together, the results revealed vast functional gene diversity and some links between the functional gene compositions and microbe-mediated processes.

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

Similar content being viewed by others

References

  • Albertsen M, Hansen LBS, Saunders AM, Nielsen PH, Nielsen KL (2012) A metagenome of a full-scale microbial community carrying out enhanced biological phosphorus removal. ISME J 6(6):1094–1106

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Andrews J, Harris R (1986) r- and K-Selection and microbial ecology. In: Marshall KC (ed) Advances in microbial ecology. Springer, New York, pp 99–147

    Chapter  Google Scholar 

  • Chinese SEPA (2002) Water and wastewater monitoring methods, 4th edn. Chinese Environmental Science Publishing House, Beijing

    Google Scholar 

  • Gao J, Luo X, Wu G, Li T, Peng Y (2014) Abundance and diversity based on amoA genes of ammonia-oxidizing archaea and bacteria in ten wastewater treatment systems. Appl Microbiol Biotechnol 98(7):3339–3354

  • Gray NF (2010) Chapter 13 - Nature of wastewater. In: Gray NF (ed) Water technology, 3rd edn. Butterworth-Heinemann, Oxford, pp 403–424

    Chapter  Google Scholar 

  • He Z, Gentry TJ, Schadt CW, Wu L, Liebich J, Chong SC, Huang Z, Wu W, Gu B, Jardine P, Criddle C, Zhou J (2007) GeoChip: a comprehensive microarray for investigating biogeochemical, ecological and environmental processes. ISME J 1(1):67–77

    Article  CAS  PubMed  Google Scholar 

  • He Z, Xu M, Deng Y, Kang S, Kellogg L, Wu L, Van Nostrand JD, Hobbie SE, Reich PB, Zhou J (2010) Metagenomic analysis reveals a marked divergence in the structure of belowground microbial communities at elevated CO2. Ecol Lett 13(5):564–575

    Article  PubMed  Google Scholar 

  • 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  CAS  PubMed  Google Scholar 

  • Kornberg A, Rao NN, Ault-Riché D (1999) Inorganic polyphosphate: a molecule of many functions. Annu Rev Biochem 68:89–125

    Article  CAS  PubMed  Google Scholar 

  • Liu G, Wang J (2013) Long-term low DO enriches and shifts nitrifier community in activated sludge. Environ Sci Technol 47(10):5109–5117

    Article  CAS  PubMed  Google Scholar 

  • Lu Z, Deng Y, Van Nostrand JD, He Z, Voordeckers J, Zhou A, Lee Y-J, Mason OU, Dubinsky EA, Chavarria KL, Tom LM, Fortney JL, Lamendella R, Jansson JK, D'Haeseleer P, Hazen TC, Zhou J (2012) Microbial gene functions enriched in the Deepwater Horizon deep-sea oil plume. ISME J 6(2):451–460

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Luo JF, Lin WT, Guo Y (2011) Functional genes based analysis of sulfur-oxidizing bacteria community in sulfide removing bioreactor. Appl Microbiol Biotechnol 90(2):769–778

    Article  CAS  PubMed  Google Scholar 

  • Magnusson G, Edin H, Dalhammar G (1998) Characterisation of efficient denitrifying bacteria strains isolated from activated sludge by 16S-rDNA analysis. Water Sci Technol 38(8–9):63–68

    Article  CAS  Google Scholar 

  • Massé A, Spérandio M, Cabassud C (2006) Comparison of sludge characteristics and performance of a submerged membrane bioreactor and an activated sludge process at high solids retention time. Water Res 40(12):2405–2415

    Article  PubMed  Google Scholar 

  • Mielczarek AT, Kragelund C, Eriksen PS, Nielsen PH (2012) Population dynamics of filamentous bacteria in Danish wastewater treatment plants with nutrient removal. Water Res 46(12):3781–3795

    Article  CAS  PubMed  Google Scholar 

  • Mielczarek AT, Nguyen HTT, Nielsen JL, Nielsen PH (2013) Population dynamics of bacteria involved in enhanced biological phosphorus removal in Danish wastewater treatment plants. Water Res 47(4):1529–1544

    Article  CAS  PubMed  Google Scholar 

  • Morales SE, Cosart T, Holben WE (2010) Bacterial gene abundances as indicators of greenhouse gas emission in soils. ISME J 4(6):799–808

    Article  CAS  PubMed  Google Scholar 

  • Palys T, Nakamura LK, Cohan FM (1997) Discovery and classification of ecological diversity in the bacterial world: the role of DNA sequence data. Int J Syst Bacteriol 47(4):1145–1156

    Article  CAS  PubMed  Google Scholar 

  • Shanks OC, Newton RJ, Kelty CA, Huse SM, Sogin ML, McLellan SL (2013) Comparison of the microbial community structures of untreated wastewaters from different geographic locales. Appl Environ Microbiol 79(9):2906–2913

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Srinandan CS, Shah M, Patel B, Nerurkar AS (2011) Assessment of denitrifying bacterial composition in activated sludge. Bioresour Technol 102(20):9481–9489

    Article  CAS  PubMed  Google Scholar 

  • Sui Q, Liu C, Dong H, Zhu Z (2014) Effect of ammonium nitrogen concentration on the ammonia-oxidizing bacteria community in a membrane bioreactor for the treatment of anaerobically digested swine wastewater. J Biosci Bioeng. doi:10.1016/j.jbiosc.2014.02.017

    Google Scholar 

  • Sun Y, Shen YX, Liang P, Zhou J, Yang Y, Huang X (2014) Linkages between microbial functional potential and wastewater constituents in large-scale membrane bioreactors for municipal wastewater treatment. Water Res 56:162–171

    Article  CAS  PubMed  Google Scholar 

  • Taylor R (1990) Interpretation of the correlation coefficient: a basic review. J Diagn Med Son 6(1):35–39

    Article  Google Scholar 

  • Tu Q, Yu H, He Z, Deng Y, Wu L, Van Nostrand JD, Zhou A, Voordeckers J, Lee YJ, Qin Y, Hemme CL, Shi Z, Xue K, Yuan T, Wang A, Zhou J (2014) GeoChip 4: a functional gene-array-based high-throughput environmental technology for microbial community analysis. Mol Ecol Resour 12(10):1755–0998

    Google Scholar 

  • Tzeng CM, Kornberg A (1998) Polyphosphate kinase is highly conserved in many bacterial pathogens. Mol Microbiol 29(1):381–382

    Article  CAS  PubMed  Google Scholar 

  • Wagner M, Erhart R, Manz W, Amann R, Lemmer H, Wedi D, Schleifer KH (1994) Development of an rRNA-targeted oligonucleotide probe specific for the genus Acinetobacter and its application for in situ monitoring in activated sludge. Appl Environ Microbiol 60(3):792–800

  • Wagner M, Loy A, Nogueira R, Purkhold U, Lee N, Daims H (2002) Microbial community composition and function in wastewater treatment plants. Antonie Van Leeuwenhoek 81(1):665–680

    Article  CAS  PubMed  Google Scholar 

  • Wang F, Zhou H, Meng J, Peng X, Jiang L, Sun P, Zhang C, Van Nostrand JD, Deng Y, He Z, Wu L, Zhou J, Xiao X (2009) GeoChip-based analysis of metabolic diversity of microbial communities at the Juan de Fuca Ridge hydrothermal vent. PNAS 106(12):4840–4845

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Wang R, Marcotte EM (2008) The proteomic response of Mycobacterium smegmatis to anti-tuberculosis drugs suggests targeted pathways. J Proteome Res 7(3):855–865

  • Wang X, Wen X, Criddle CS, Wells GF, Zhang J, Zhao Y (2010) Community analysis of ammonia-oxidizing bacteria in activated sludge of eight wastewater treatment systems. J Environ Sci-China 22(4):627–634

  • Wang X, Wen X, Yan H, Ding K, Hu M (2011) Community dynamics of ammonia oxidizing bacteria in a full-scale wastewater treatment system with nitrification stability. Front Environ Sci Eng 5(1):92–98

    Article  Google Scholar 

  • Wang X, Hu M, Xia Y, Wen X, Ding K (2012a) Pyrosequencing analysis of bacterial diversity in 14 wastewater treatment systems in China. Appl Environ Microbiol 78(19):7042–7047

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Wang X, Wen X, Xia Y, Hu M, Zhao F, Ding K (2012b) Ammonia oxidizing bacteria community dynamics in a pilot-scale wastewater treatment plant. PLoS One 7(4):e36272–e36272

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Wang X, Xia Y, Wen X, Yang Y, Zhou J (2014) Microbial Community functional structures in wastewater treatment plants as characterized by GeoChip. PLoS One 9(3):e93422

    Article  PubMed Central  PubMed  Google Scholar 

  • Wells GF, Park H-D, Eggleston B, Francis CA, Criddle CS (2011) Fine-scale bacterial community dynamics and the taxa–time relationship within a full-scale activated sludge bioreactor. Water Res 45(17):5476–5488

    Article  CAS  PubMed  Google Scholar 

  • Whang L-M, Chien IC, Yuan S-L, Wu Y-J (2009) Nitrifying community structures and nitrification performance of full-scale municipal and swine wastewater treatment plants. Chemosphere 75(2):234–242

    Article  CAS  PubMed  Google Scholar 

  • Wu L, Liu X, Schadt CW, Zhou J (2006) Microarray-based analysis of subnanogram quantities of microbial community DNAs by using whole-community genome amplification. Appl Environ Microbiol 72(7):4931–4941

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Wu L, Kellogg L, Devol AH, Tiedje JM, Zhou J (2008) Microarray-based characterization of microbial community functional structure and heterogeneity in marine sediments from the Gulf of Mexico. Appl Environ Microbiol 74(14):4516–4529

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Xia S, Duan L, Song Y, Li J, Piceno Y, Andersen G, Alvarez-Cohen L, Moreno-Andrade I, Huang C, Hermanowicz S (2010) Bacterial community structure in geographically distributed biological wastewater treatment reactors. Environ Sci Technol 44(19):7391–7396

    Article  CAS  PubMed  Google Scholar 

  • Yang C, Zhang W, Liu RH, Li Q, Li BB, Wang SF, Song CJ, Qiao CL, Mulchandani A (2011) Phylogenetic diversity and metabolic potential of activated sludge microbial communities in full-scale wastewater treatment plants. Environ Sci Technol 45(17):7408–7415

    Article  CAS  PubMed  Google Scholar 

  • Yang Y, Gao Y, Wang S, Xu D, Yu H, Wu L, Lin Q, Hu Y, Li X, He Z, Deng Y, Zhou J (2014) The microbial gene diversity along an elevation gradient of the Tibetan grassland. ISME J 8(2):430–440

    Article  CAS  PubMed  Google Scholar 

  • Yu K, Zhang T (2012) Metagenomic and metatranscriptomic analysis of microbial community structure and gene expression of activated sludge. PLoS One 7(5):e38183

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Yuan QY, Oleszkiewicz JA (2011) Effect of dissolved oxygen on biological nutrient removal by denitrifying phosphorus-accumulating organisms in a continuous-flow system. Water Environ Res 83(11):2107–2114

    Article  CAS  PubMed  Google Scholar 

  • Zhang Y, Xie J, Liu M, Tian Z, He Z, van Nostrand JD, Ren L, Zhou J, Yang M (2013) Microbial community functional structure in response to antibiotics in pharmaceutical wastewater treatment systems. Water Res 47(16):6298–6308

    Article  CAS  PubMed  Google Scholar 

  • Zhou J, Bruns MA, Tiedje JM (1996) DNA recovery from soils of diverse composition. Appl Environ Microbiol 62(2):316–322

    CAS  PubMed Central  PubMed  Google Scholar 

Download references

Acknowledgments

This study was supported by the NSFC (51178239) and the special fund of the State Key Joint Laboratory of Environmental Simulation and Pollution Control (12L03ESPC).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Xianghua Wen.

Electronic supplementary material

Below is the link to the electronic supplementary material.

ESM 1

(PDF 398 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Xia, Y., Wang, X., Wen, X. et al. Overall functional gene diversity of microbial communities in three full-scale activated sludge bioreactors. Appl Microbiol Biotechnol 98, 7233–7242 (2014). https://doi.org/10.1007/s00253-014-5791-7

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00253-014-5791-7

Keywords

Navigation