New insights from the biogas microbiome by comprehensive genome-resolved metagenomics of nearly 1600 species originating from multiple anaerobic digesters

被引:181
作者
Campanaro, Stefano [1 ,3 ]
Treu, Laura [1 ,2 ]
Rodriguez-R, Luis M. [4 ,5 ]
Kovalovszki, Adam [2 ]
Ziels, Ryan M. [6 ]
Maus, Irena [7 ]
Zhu, Xinyu [2 ]
Kougias, Panagiotis G. [8 ]
Basile, Arianna [1 ]
Luo, Gang [9 ]
Schluter, Andreas [8 ]
Konstantinidis, Konstantinos T. [4 ,5 ]
Angelidaki, Irini [2 ]
机构
[1] Univ Padua, Dept Biol, Via U Bassi 58-B, Padua 35121, Italy
[2] Tech Univ Denmark, Dept Environm Engn, Lyngby 2800, Denmark
[3] Univ Padua, CRIBI Biotechnol Ctr, Padua 35131, Italy
[4] Georgia Inst Technol, Sch Civil & Environm Engn, 311 Ferst Dr, Atlanta, GA 30332 USA
[5] Georgia Inst Technol, Sch Biol Sci, 311 Ferst Dr, Atlanta, GA 30332 USA
[6] Univ British Columbia, Dept Civil Engn, Vancouver, BC, Canada
[7] Bielefeld Univ, Genome Res Ind Microorganisms, Ctr Biotechnol CeBiTec, Univ Str 27, Bielefeld 33615, Germany
[8] Hellen Agr Org DEMETER, Soil & Water Resources Inst, Thermi, Greece
[9] Fudan Univ, Shanghai Key Lab Atmospher Particle Pollut & Prev, Dept Environm Sci & Engn, Shanghai 200433, Peoples R China
关键词
Anaerobic digestion; Metagenome-assembled genomes; Biogas; Microbial community structure; Functional reconstruction; SP-NOV; METABOLISM; COMMUNITY; BACTERIA; ACETATE; SINGLE; IDENTIFICATION; INFORMATION; RESOURCE; QUALITY;
D O I
10.1186/s13068-020-01679-y
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background: Microorganisms in biogas reactors are essential for degradation of organic matter and methane production. However, a comprehensive genome-centric comparison, including relevant metadata for each sample, is still needed to identify the globally distributed biogas community members and serve as a reliable repository. Results: Here, 134 publicly available metagenomes derived from different biogas reactors were used to recover 1635 metagenome-assembled genomes (MAGs) representing different biogas bacterial and archaeal species. All genomes were estimated to be > 50% complete and nearly half >= 90% complete with <= 5% contamination. In most samples, specialized microbial communities were established, while only a few taxa were widespread among the different reactor systems. Metabolic reconstruction of the MAGs enabled the prediction of functional traits related to biomass degradation and methane production from waste biomass. An extensive evaluation of the replication index provided an estimation of the growth dynamics for microbes involved in different steps of the food chain. Conclusions: The outcome of this study highlights a high flexibility of the biogas microbiome, allowing it to modify its composition and to adapt to the environmental conditions, including temperatures and a wide range of substrates. Our findings enhance our mechanistic understanding of the AD microbiome and substantially extend the existing repository of genomes. The established database represents a relevant resource for future studies related to this engineered ecosystem.
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页数:18
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共 66 条
[1]   Minimum information about a single amplified genome (MISAG) and a metagenome-assembled genome (MIMAG) of bacteria and archaea [J].
Bowers, Robert M. ;
Kyrpides, Nikos C. ;
Stepanauskas, Ramunas ;
Harmon-Smith, Miranda ;
Doud, Devin ;
Reddy, T. B. K. ;
Schulz, Frederik ;
Jarett, Jessica ;
Rivers, Adam R. ;
Eloe-Fadrosh, Emiley A. ;
Tringe, Susannah G. ;
Ivanova, Natalia N. ;
Copeland, Alex ;
Clum, Alicia ;
Becraft, Eric D. ;
Malmstrom, Rex R. ;
Birren, Bruce ;
Podar, Mircea ;
Bork, Peer ;
Weinstock, George M. ;
Garrity, George M. ;
Dodsworth, Jeremy A. ;
Yooseph, Shibu ;
Sutton, Granger ;
Gloeckner, Frank O. ;
Gilbert, Jack A. ;
Nelson, William C. ;
Hallam, Steven J. ;
Jungbluth, Sean P. ;
Ettema, Thijs J. G. ;
Tighe, Scott ;
Konstantinidis, Konstantinos T. ;
Liu, Wen-Tso ;
Baker, Brett J. ;
Rattei, Thomas ;
Eisen, Jonathan A. ;
Hedlund, Brian ;
McMahon, Katherine D. ;
Fierer, Noah ;
Knight, Rob ;
Finn, Rob ;
Cochrane, Guy ;
Karsch-Mizrachi, Ilene ;
Tyson, Gene W. ;
Rinke, Christian ;
Lapidus, Alla ;
Meyer, Folker ;
Yilmaz, Pelin ;
Parks, Donovan H. ;
Eren, A. M. .
NATURE BIOTECHNOLOGY, 2017, 35 (08) :725-731
[2]   Deeply sequenced metagenome and metatranscriptome of a biogas-producing microbial community from an agricultural production-scale biogas plant [J].
Bremges, Andreas ;
Maus, Irena ;
Belmann, Peter ;
Eikmeyer, Felix ;
Winkler, Anika ;
Albersmeier, Andreas ;
Puehler, Alfred ;
Schlueter, Andreas ;
Sczyrba, Alexander .
GIGASCIENCE, 2015, 4
[3]   Measurement of bacterial replication rates in microbial communities [J].
Brown, Christopher T. ;
Olm, Matthew R. ;
Thomas, Brian C. ;
Banfield, Jillian F. .
NATURE BIOTECHNOLOGY, 2016, 34 (12) :1256-1263
[4]   A year of monitoring 20 mesophilic full-scale bioreactors reveals the existence of stable but different core microbiomes in bio-waste and wastewater anaerobic digestion systems [J].
Calusinska, Magdalena ;
Goux, Xavier ;
Fossepre, Marie ;
Muller, Emilie E. L. ;
Wilmes, Paul ;
Delfosse, Philippe .
BIOTECHNOLOGY FOR BIOFUELS, 2018, 11
[5]   Metagenomic binning reveals the functional roles of core abundant microorganisms in twelve full-scale biogas plants [J].
Campanaro, Stefano ;
Treu, Laura ;
Kougias, Panagiotis G. ;
Luo, Gang ;
Angelidaki, Irini .
WATER RESEARCH, 2018, 140 :123-134
[6]   Metagenomic analysis and functional characterization of the biogas microbiome using high throughput shotgun sequencing and a novel binning strategy [J].
Campanaro, Stefano ;
Treu, Laura ;
Kougias, Panagiotis G. ;
De Francisci, Davide ;
Valle, Giorgio ;
Angelidaki, Irini .
BIOTECHNOLOGY FOR BIOFUELS, 2016, 9
[7]   Improved protein-ligand binding affinity prediction by using a curvature-dependent surface-area model [J].
Cao, Yang ;
Li, Lei .
BIOINFORMATICS, 2014, 30 (12) :1674-1680
[8]   Hydrothermal liquefaction of corn straw with mixed catalysts for the production of bio-oil and aromatic compounds [J].
Chen, Yongxing ;
Dong, Lin ;
Miao, Jiaxin ;
Wang, Jun ;
Zhu, Chaosheng ;
Xu, Yongyan ;
Chen, GuangYing ;
Liu, Jin .
BIORESOURCE TECHNOLOGY, 2019, 294
[9]   Ammonia and temperature determine potential clustering in the anaerobic digestion microbiome [J].
De Vrieze, Jo ;
Saunders, Aaron Marc ;
He, Ying ;
Fang, Jing ;
Nielsen, Per Halkjaer ;
Verstraete, Willy ;
Boon, Nico .
WATER RESEARCH, 2015, 75 :312-323
[10]   Inoculum selection is crucial to ensure operational stability in anaerobic digestion [J].
De Vrieze, Jo ;
Gildemyn, Sylvia ;
Vilchez-Vargas, Ramiro ;
Jauregui, Ruy ;
Pieper, Dietmar H. ;
Verstraete, Willy ;
Boon, Nico .
APPLIED MICROBIOLOGY AND BIOTECHNOLOGY, 2015, 99 (01) :189-199