Rules governing general assembly of microbial communities in engineered biotreatment processes

Yong-Chao Wang , Ya-Hui Lv , Ye Deng , Yu-Ting Lin , Guan-Yu Jiang , John C. Crittenden , Can Wang

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Engineering ›› DOI: 10.1016/j.eng.2025.06.041
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Rules governing general assembly of microbial communities in engineered biotreatment processes

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Abstract

The principles of microbial community assembly in engineered ecosystems (particularly biotreatment processes) exposed to high-intensity environmental disturbances remain poorly understood. In this study, we conducted a meta-analysis of microbial communities across nine datasets from bioreactors operated under varied conditions. Null model-based analysis indicated that stochastic processes predominantly govern community assembly during contaminant-free selection phases or stable operation. In contrast, deterministic processes consistently govern initial acclimation of activated sludge. These processes then shift toward stochastic dominance as the operation stabilizes. The presence of environmental disturbances—such as shock, refeeding, or stress—during operation increases the relative contribution of deterministic processes to community structuring. Notably, low bioreactor performance is associated with deterministic assembly, whereas sustained stable operation corresponds to stochastic dynamics, irrespective of reactor type or condition. These findings were integrated across four categories of biotreatment operations to illustrate how specific disturbances influence microbial community succession and performance stability. This work advances the theoretical understanding of microbial dynamics in engineered systems and offers practical insights into linking community assembly mechanisms with bioreactor function.

Keywords

Microbial community assembly / Engineered ecosystems / Environmental disturbances / Performance / Operation stability

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Yong-Chao Wang, Ya-Hui Lv, Ye Deng, Yu-Ting Lin, Guan-Yu Jiang, John C. Crittenden, Can Wang. Rules governing general assembly of microbial communities in engineered biotreatment processes. Engineering DOI:10.1016/j.eng.2025.06.041

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References

[1]

Hansen SK, Rainey PB, Haagensen JA, Molin S.Evolution of species interactions in a biofilm community.Nature 2007; 445(7127):533-536.

[2]

Goldford JE, Lu N, Baji Dć, Estrela S, Tikhonov M, Sanchez-Gorostiaga A, et al.Emergent simplicity in microbial community assembly.Science 2018; 361(6401):469-474.

[3]

Ley RE, Harris JK, Wilcox J, Spear JR, Miller SR, Bebout BM, et al.Unexpected diversity and complexity of the Guerrero Negro hypersaline microbial mat.Appl Environ Microbiol 2006; 72(5):3685-3695.

[4]

Kroes I, Lepp PW, Relman DA.Bacterial diversity within the human subgingival crevice.Proc Natl Acad Sci USA 1999; 96(25):14547-14552.

[5]

Davey ME, O GA’toole.Microbial biofilms: from ecology to molecular genetics.Microbiol Mol Biol Rev 2000; 64(4):847-867.

[6]

Costello EK, Stagaman K, Dethlefsen L, Bohannan BJ, Relman DA.The application of ecological theory toward an understanding of the human microbiome.Science 2012; 336(6086):1255-1262.

[7]

Dini-Andreote F, Stegen JC, Van JDElsas, Salles JF.Disentangling mechanisms that mediate the balance between stochastic and deterministic processes in microbial succession.Proc Natl Acad Sci USA 2015; 112(11):E1326-E1332.

[8]

Xun W, Li W, Xiong W, Ren Y, Liu Y, Miao Y, et al.Diversity-triggered deterministic bacterial assembly constrains community functions.Nat Commun 2019; 10(1):3833.

[9]

Du X, Deng Y, Li S, Escalas A, Feng K, He Q, et al.Steeper spatial scaling patterns of subsoil microbiota are shaped by deterministic assembly process.Mol Ecol 2021; 30(4):1072-1085.

[10]

Vellend M.Conceptual synthesis in community ecology.Q Rev Biol 2010; 85(2):183-206.

[11]

Caruso T, Chan Y, Lacap DC, Lau MC, McKay CP, Pointing SB.Stochastic and deterministic processes interact in the assembly of desert microbial communities on a global scale.ISME J 2011; 5(9):1406-1413.

[12]

Matar GK, Ali M, Bagchi S, Nunes S, Liu WT, Saikaly PE.Relative importance of stochastic assembly process of membrane biofilm increased as biofilm aged.Front Microbiol 2021; 12:708531.

[13]

Zhou J, Deng Y, Zhang P, Xue K, Liang Y, Van JDNostrand, et al.Stochasticity, succession, and environmental perturbations in a fluidic ecosystem.Proc Natl Acad Sci USA 2014; 111(9):E836-E845.

[14]

Tripathi BM, Stegen JC, Kim M, Dong K, Adams JM, Lee YK.Soil pH mediates the balance between stochastic and deterministic assembly of bacteria.ISME J 2018; 12(4):1072-1083.

[15]

Judd S.The status of membrane bioreactor technology.Trends Biotechnol 2008; 26(2):109-116.

[16]

Wang YC, Wang C, Han MF, Tong Z, Lin YT, Hu XR, et al.Inhibiting effect of quorum quenching on biomass accumulation: a clogging control strategy in gas biofilters.Chem Eng J 2022; 432:134313.

[17]

Wang C, Xi JY, Hu HY, Yao Y.Stimulative effects of ozone on a biofilter treating gaseous chlorobenzene.Environ Sci Technol 2009; 43(24):9407-9412.

[18]

Gilbert EM, Agrawal S, Karst SM, Horn H, Nielsen PH, Lackner S.Low temperature partial nitritation/anammox in a moving bed biofilm reactor treating low strength wastewater.Environ Sci Technol 2014; 48(15):8784-8792.

[19]

Luo C, Guo L, Zeng S, Long T.Effects of turbulence fluctuation intensity in bioreactor of sewage treatment on physical and chemical properties of biofilms.Bioprocess Biosyst Eng 2021; 44(9):1865-1874.

[20]

Ma B, Wang S, Cao S, Miao Y, Jia F, Du R, et al.Biological nitrogen removal from sewage via anammox: recent advances.Bioresour Technol 2016; 200:981-990.

[21]

Han MF, Hu XR, Wang YC, Tong Z, Wang C, Cheng ZW, et al.Comparison of separated and combined photodegradation and biofiltration technology for the treatment of volatile organic compounds: a critical review.Crit Rev Environ Sci Technol 2022; 52(8):1325-1355.

[22]

Wang YC, Han MF, Jia TP, Hu XR, Zhu HQ, Tong Z, et al.Emissions, measurement, and control of odor in livestock farms: a review.Sci Total Environ 2021; 776:145735.

[23]

Wang YC, Lin YT, Wang C, Tong Z, Hu XR, Lv YH, et al.Microbial community regulation and performance enhancement in gas biofilters by interrupting bacterial communication.Microbiome 2022; 10(1):150.

[24]

Zhou J, Liu W, Deng Y, Jiang YH, Xue K, He Z, et al.Stochastic assembly leads to alternative communities with distinct functions in a bioreactor microbial community.MBio 2013; 4(2):e00584-e00612.

[25]

Griffin JS, Wells GF.Regional synchrony in full-scale activated sludge bioreactors due to deterministic microbial community assembly.ISME J 2017; 11(2):500-511.

[26]

Wang A, Shi K, Ning D, Cheng H, Wang H, Liu W, et al.Electrical selection for planktonic sludge microbial community function and assembly.Water Res 2021; 206:117744.

[27]

Yuan S, Xu R, Wang D, Lin Q, Zhou S, Lin J, et al.Ecological linkages between a biofilm ecosystem and reactor performance: the specificity of biofilm development phases.Environ Sci Technol 2021; 55(17):11948-11960.

[28]

Wang YC, Lv YH, Wang C, Jiang GY, Han MF, Deng JG, et al.Microbial community evolution and functional trade-offs of biofilm in odor treatment biofilters.Water Res 2023; 235:119917.

[29]

Xu R, Zhang S, Meng F.Large-sized planktonic bioaggregates possess high biofilm formation potentials: bacterial succession and assembly in the biofilm metacommunity.Water Res 2020; 170:115307.

[30]

Yuan S, Yu Z, Pan S, Huang J, Meng F.Deciphering the succession dynamics of dominant and rare genera in biofilm development process.Sci Total Environ 2020; 739:139961.

[31]

de M Celis, Duque J, Marquina D, Salvadó H, Serrano S, Arregui L, et al.Niche differentiation drives microbial community assembly and succession in full-scale activated sludge bioreactors.npj Biofilms Microbiomes 2022; 8:23.

[32]

Meng Y, Wang D, Wang P, Yu Z, Yuan S, Xia L, et al.The counteraction of anammox community to long-term nitrite stress: crucial roles of rare subcommunity.Sci Total Environ 2022; 822:153062.

[33]

Niederdorfer R, Fragner L, Yuan L, Hausherr D, Wei J, Magyar P, et al.Distinct growth stages controlled by the interplay of deterministic and stochastic processes in functional anammox biofilms.Water Res 2021; 200:117225.

[34]

Santillan E, Constancias F, Wuertz S.Press disturbance alters community structure and assembly mechanisms of bacterial taxa and functional genes in mesocosm-scale bioreactors.mSystems 2020; 5(4):e00471-e520.

[35]

Cardona L, Maz Léas, Chapleur O.Deterministic processes drive the microbial assembly during the recovery of an anaerobic digester after a severe ammonia shock.Bioresour Technol 2022; 347:126432.

[36]

Santillan E, Seshan H, Wuertz S.Press xenobiotic 3-chloroaniline disturbance favors deterministic assembly with a shift in function and structure of bacterial communities in sludge bioreactors.ACS EST Water 2021; 1(6):1429-1437.

[37]

Rykiel EJ Jr.Towards a definition of ecological disturbance.Aust J Ecol 1985; 10(3):361-365.

[38]

Wang YC, Lv YH, Hu XR, Lin YT, Crittenden JC, Wang C.Microbial metabolic flexibility guarantees function resilience in response to starvation disturbance.Bioresour Technol 2023; 393:130137.

[39]

Stegen JC, Lin X, Fredrickson JK, Konopka AE.Estimating and mapping ecological processes influencing microbial community assembly.Front Microbiol 2015; 6:370.

[40]

Kembel SW, Cowan PD, Helmus MR, Cornwell WK, Morlon H, Ackerly DD, et al.Picante: R tools for integrating phylogenies and ecology.Bioinformatics 2010; 26(11):1463-1464.

[41]

Brdjanovic D, van MCLoosdrecht, Versteeg P, Hooijmans CM, Alaerts GJ, Heijnen JJ.Modeling COD, N and P removal in a full-scale WWTP Haarlem Waarderpolder.Water Res 2000; 34(3):846-858.

[42]

Newhart KB, Holloway RW, Hering AS, Cath TY.Data-driven performance analyses of wastewater treatment plants: a review.Water Res 2019; 157:498-513.

[43]

Erses AS, Onay TT, Yenigun O.Comparison of aerobic and anaerobic degradation of municipal solid waste in bioreactor landfills.Bioresour Technol 2008; 99(13):5418-5426.

[44]

Cicek N, Winnen H, Suidan MT, Wrenn BE, Urbain V, Manem J.Effectiveness of the membrane bioreactor in the biodegradation of high molecular weight compounds.Water Res 1998; 32(5):1553-1563.

[45]

Zhou J, Ning D.Stochastic community assembly: does it matter in microbial ecology?.Microbiol Mol Biol Rev 2017; 81(4):e00002-e17.

[46]

Hubbell SP.The neutral theory of biodiversity and biogeography and Stephen Jay Gould.Paleobiology 2005; 31(Suppl 5):122-132.

[47]

Henze M, van MCLoosdrecht, Ekama GA, Brdjanovic D.Biological wastewater treatment. IWA publishing, London (2008)

[48]

Henze M, Gujer W, Mino T, van MLoosdrecht.Activated sludge models ASM1, ASM2, ASM2d and ASM3. IWA publishing, London (2006)

[49]

Lee S, Basu S, Tyler CW, Wei IW.Ciliate populations as bio-indicators at deer Island treatment plant.Adv Environ Res 2004; 8(3–4):371-378.

[50]

Winkler MK, Van MLoosdrecht.Intensifying existing urban wastewater.Science 2022; 375(6579):377-378.

[51]

Zhang Z, Deng Y, Feng K, Cai W, Li S, Yin H, et al.Deterministic assembly and diversity gradient altered the biofilm community performances of bioreactors.Environ Sci Technol 2019; 53(3):1315-1324.

[52]

Bardgett RD, McAlister E.The measurement of soil fungal: bacterial biomass ratios as an indicator of ecosystem self-regulation in temperate meadow grasslands.Biol Fertil Soils 1999; 29(3):282-290.

[53]

Kimura S, Nakamura Y, Kobayashi N, Shiroguchi K, Kawakami E, Mutoh M, et al.Osteoprotegerin-dependent M cell self-regulation balances gut infection and immunity.Nat Commun 2020; 11(1):234.

[54]

Huelsmann M, Ackermann M.Community instability in the microbial world.Science 2022; 378(6615):29-30.

[55]

Wu L, Ning D, Zhang B, Li Y, Zhang P, Shan X, et al.Global diversity and biogeography of bacterial communities in wastewater treatment plants.Nat Microbiol 2019; 4(7):1183-1195.

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