Metagenomic analysis of sludge and early-stage biofilm communities of a submerged membrane bioreactor

被引:50
|
作者
Rehman, Zahid Ur [1 ]
Fortunato, Luca [1 ]
Cheng, Tuoyuan [1 ]
Leiknes, TorOve [1 ]
机构
[1] KAUST, WDRC, Thuwal 239556900, Saudi Arabia
关键词
Biofilms; Membrane bioreactor; Metagenomics; Activated sludge; Wastewater; MUNICIPAL WASTE-WATER; EXTRACELLULAR POLYMERIC SUBSTANCES; MICROBIAL COMMUNITY; ACTIVATED-SLUDGE; GENOME; PATHWAYS; ATTACHMENT; ABUNDANCE; ALIGNMENT; COVERAGE;
D O I
10.1016/j.scitotenv.2019.134682
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Biofilm formation on membranes in activated sludge membrane bioreactors (MBR), commonly identified as biofouling, is a significant problem for MBR operations. A better understanding of microbial species involved in the biofilm formation is needed to develop anti-biofilm measures. A read-based and genome-resolved shotgun metagenomic approach was applied to characterize the composition and functional potential of the sludge and early stage biofilm microbial communities in an MBR process. Read-based analysis revealed that the prevalence of different phyla are relatively similar in both the sludge and biofilm samples, with Proteobacteria as the most dominant, followed by Chloroflexi, Bacteroidetes and Planctomycetes. However, the relative abundance of these phyla slightly varies between the sludge and biofilm. Phyla such as Actinobacteria, bacterial candidate phyla, Chlamydiae, Cyanobacteria/Melainabacteria and Firmicutes are 2 to 4 times more abundant in the biofilm than in the sludge. At the genus level, genera belonging to Proteobacteria (Legionella, Caulobacter, Sphingomonas, Acinetobacter and Rhizobium), Cyanobacteria (Hassallia), and Spirochaetes (Turneriella) are at least twice more abundant in the biofilm. These genera, especially those belonging to Phylum Proteobacteria, are known to play an important role in the formation of biofilms on surfaces. The Alpha diversity is found slightly higher in the biofilm, compared with sludge samples. Functional classification of reads through the SEED subsystem shows that functional classes such as those involved in the metabolism of various molecules are significantly different in the biofilm and sludge. A phylogenomic analysis of the six extracted metagenome assembled genomes (MAGs) shows that three MAGs belong to Proteobacteria, and one MAG belong to each of Chloroflexi, Bacteroidetes and Planctomycetes. The relative abundance of the MAG belonging to Alphaproteobacteria is higher in the biofilm. A functional potential analysis of the MAGs reveals their potential to metabolize carbon and nitrogen sources, as well as the prevalence of antibiotic resistance genes. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页数:10
相关论文
共 50 条
  • [31] Initiation and succession of biofouling communities on hydrophobic and hydrophilic membrane surfaces in a submerged membrane bioreactor
    Matar, Gerald
    Gonzalez-Gil, Graciela
    Bagchi, Samik
    Nunes, Suzana
    Vrouwenvelder, Johannes
    Saikaly, Pascal
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2015, 250
  • [32] Effect of activated sludge properties on short-term membrane fouling in submerged membrane bioreactor based on statistical analysis
    Meng, Fan-Gang
    Zhang, Han-Min
    Yu, Lian-Sheng
    Yang, Feng-Lin
    Li, Yan-Song
    Zhang, Xing-Wen
    Huanjing Kexue/Environmental Science, 2006, 27 (07): : 1348 - 1352
  • [33] Sludge rheological and physiological characteristics in a pilot-scale submerged membrane bioreactor
    Wu, Zhichao
    Wang, Zhiwei
    Zhou, Zhen
    Yu, Guoping
    Gu, Guowei
    DESALINATION, 2007, 212 (1-3) : 152 - 164
  • [34] Performance and microbial behavior of submerged membrane bioreactor at extremely low sludge ages
    Sozen, Seval
    Pala-Ozkok, Ilke
    Aysel, Merve
    Teksoy-Basaran, Senem
    Akarsubasi, Alper
    Ergal, Ipek
    Kurt, Halil
    Ubay-Cokgor, Emine
    Orhon, Derin
    DESALINATION AND WATER TREATMENT, 2015, 56 (04) : 862 - 874
  • [35] Contribution of sludge adsorption and biodegradation to the removal of five pharmaceuticals in a submerged membrane bioreactor
    Fan, Huiju
    Li, Jing
    Zhang, Liqiu
    Feng, Li
    BIOCHEMICAL ENGINEERING JOURNAL, 2014, 88 : 101 - 107
  • [36] Effect of sludge retention time on membrane bio-fouling intensity in a submerged membrane bioreactor
    Zhang Jinsong
    Chuan, Chua Hwee
    Zhou Jiti
    Fane, A. G.
    SEPARATION SCIENCE AND TECHNOLOGY, 2006, 41 (07) : 1313 - 1329
  • [37] Impact of biological constituents and properties of activated sludge on membrane fouling in a novel submerged membrane bioreactor
    Li, Hanfeng
    Yang, Fenglin
    Li, Yaozhong
    Wong, Fook-Sin
    Chua, Hwee Chuan
    DESALINATION, 2008, 225 (1-3) : 356 - 365
  • [38] Influence of COD:N ratio on sludge properties and their role in membrane fouling of a submerged membrane bioreactor
    Hao, L.
    Liss, S. N.
    Liao, B. Q.
    WATER RESEARCH, 2016, 89 : 132 - 141
  • [39] Effect of Modified Diatomite Addition on Sludge Properties for Membrane Fouling Alleviation in Submerged Membrane Bioreactor
    Liu, Shuo
    Liu, Yanping
    Wang, Baozhen
    Wang, Jifu
    FUNDAMENTAL OF CHEMICAL ENGINEERING, PTS 1-3, 2011, 233-235 : 680 - +
  • [40] Evidence of protozoan biofilm communities in atheromatous debris: a metagenomic analysis
    Heuser, R.
    Fry, S. E. F. Stephen
    Ellis, J. E. E.
    Schwartz, R. S.
    Martinez, D. L. M.
    Shabilla, M. A. S.
    Heninburg, A. M. H.
    Schwartz, B. S.
    EUROPEAN HEART JOURNAL, 2015, 36 : 436 - 437