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Bacterial assembly in the bio-cake of membrane bioreactors: Stochastic vs. deterministic processes
- Source :
- Water Research. 157:535-545
- Publication Year :
- 2019
- Publisher :
- Elsevier BV, 2019.
-
Abstract
- Much about assembly processes dictating bio-cake microbiota remains uncertain, leading to poor understanding of membrane biofouling in membrane bioreactors (MBRs). This work aimed to reveal the underlying mechanisms driving bio-cake community during the biofouling process under different flux conditions. On the basis of 16S rRNA sequences, the results showed that bacterial diversity decreased with increasing fouling. Additionally, low-flux bio-cake (8 LMH) communities harbored much lower diversity than high-flux (16 LMH) bio-cake microbiomes. Ecological null model analyses and phylogenetic molecular ecological networks (pMENs) revealed that environmental filtering deterministically governed low-flux bio-cake communities. In contrast, high-flux bio-cake communities were mainly shaped in a stochastic manner. This is likely due to the higher stochastic deposition of bacterial taxa from bulk sludge because of the presence of a stronger drag force. Moreover, by lowering the flux, the interactions between bacterial lineages were enhanced; this is evidenced by the greater number of links, the higher average degree, and the higher average clustering coefficients within the pMENs in low-flux bio-cakes than those in high-flux bio-cakes. Most keystone fouling-related taxa in low-flux bio-cakes were motile and involved in nitrate reduction and polysaccharide/protein metabolism. This corroborated the important role of environmental filtering in the assembly process dictating low-flux bio-cake formation. Some low-abundance taxa were observed to be key fouling-related bacteria under both flux conditions, indicating that a few populations play paramount ecological roles in triggering biofouling. In summary, our findings clearly indicate distinct bio-cake community assembly patterns under different operational conditions and highlight the importance of developing specialized strategies for fouling control in individual MBR systems.
- Subjects :
- Environmental Engineering
Biofouling
0208 environmental biotechnology
02 engineering and technology
010501 environmental sciences
Biology
Membrane bioreactor
01 natural sciences
Bioreactors
RNA, Ribosomal, 16S
Waste Management and Disposal
Phylogeny
0105 earth and related environmental sciences
Water Science and Technology
Civil and Structural Engineering
Bacteria
Sewage
Phylogenetic tree
Fouling
Ecology
Null model
Ecological Modeling
Membrane fouling
Membranes, Artificial
Pollution
020801 environmental engineering
Ecological network
Flux (metabolism)
Subjects
Details
- ISSN :
- 00431354
- Volume :
- 157
- Database :
- OpenAIRE
- Journal :
- Water Research
- Accession number :
- edsair.doi.dedup.....8aede71e71c2934238cf8d19701a4210