Triangulation of microbial fingerprinting in anaerobic digestion reveals consistent fingerprinting profiles

被引:12
作者
De Vrieze, Jo [1 ,2 ,3 ]
Heyer, Robert [4 ]
Props, Ruben [1 ]
Van Meulebroek, Lieven [5 ]
Gille, Karen [4 ]
Vanhaecke, Lynn [5 ]
Benndorf, Dirk [4 ,6 ,7 ]
Boon, Nico [1 ]
机构
[1] Univ Ghent, Ctr Microbial Ecol & Technol CMET, Coupure Links 653, B-9000 Ghent, Belgium
[2] Katholieke Univ Leuven, Div Soil & Water Management, Dept Earth & Environm Sci, Kasteelpk Arenberg 20,POB 2411, B-3001 Leuven, Belgium
[3] Katholieke Univ Leuven, Dept Chem Engn, Bio & Chem Syst Technol Reactor Engn & Safety CRE, Celestijnenlaan 200F,POB 2424, B-3001 Leuven, Belgium
[4] Otto von Guericke Univ, Bioproc Engn, Univ Pl, D-39106 Magdeburg, Germany
[5] Univ Ghent, Lab Chem Anal, Fac Vet Med, Salisburylaan 133, B-9820 Merelbeke, Belgium
[6] Max Planck Inst Dynam Complex Tech Syst, Bioproc Engn, Sandtorstr 1, D-39106 Magdeburg, Germany
[7] Anhalt Univ Appl Sci, Microbiol, Bernburger Str 55, D-06354 Kothen, Germany
关键词
16S rRNA gene amplicon sequencing; anaerobic digestion; flow cytometry; metabolomics; metaproteomics; microbial fingerprinting; GRADIENT GEL-ELECTROPHORESIS; FLOW-CYTOMETRY; COMMUNITY STRUCTURE; BIOGAS PLANT; START-UP; DIVERSITY; BACTERIAL; OMICS; POPULATIONS; PERFORMANCE;
D O I
10.1016/j.watres.2021.117422
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The anaerobic digestion microbiome has been puzzling us since the dawn of molecular methods for mixed microbial community analysis. Monitoring of the anaerobic digestion microbiome can either take place via a nontargeted holistic evaluation of the microbial community through fingerprinting or by targeted monitoring of selected taxa. Here, we compared four different microbial community fingerprinting methods, i.e., amplicon sequencing, metaproteomics, metabolomics and cytomics, in their ability to characterise the full-scale anaerobic digestion microbiome. Cytometric fingerprinting through cytomics reflects a, for anaerobic digestion, novel, single cell-based approach of direct microbial community fingerprinting by flow cytometry. Three different digester types, i.e., sludge digesters, digesters treating agro-industrial waste and dry anaerobic digesters, each reflected different operational parameters. The alpha-diversity analysis yielded inconsistent results, especially for richness, across the different methods. In contrast, beta-diversity analysis resulted in comparable profiles, even when translated into phyla or functions, with clear separation of the three digester types. In-depth analysis of each method's features i.e., operational taxonomic units, metaproteins, metabolites, and cytometric traits, yielded certain similar features, yet, also some clear differences between the different methods, which was related to the complexity of the anaerobic digestion process. In conclusion, cytometric fingerprinting through flow cytometry is a reliable, fast method for holistic monitoring of the anaerobic digestion microbiome, and the complementary identification of key features through other methods could give rise to a direct interpretation of anaerobic digestion process performance.
引用
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页数:12
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共 83 条
[1]   An 'omics' approach towards the characterisation of laboratory scale anaerobic digesters treating municipal sewage sludge [J].
Beale, D. J. ;
Karpe, A. V. ;
McLeod, J. D. ;
Gondalia, S. V. ;
Muster, T. H. ;
Othman, M. Z. ;
Palombo, E. A. ;
Joshi, D. .
WATER RESEARCH, 2016, 88 :346-357
[2]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[3]   The importance of cytosolic glutamine synthetase in nitrogen assimilation and recycling [J].
Bernard, Stephanie M. ;
Habash, Dimah Z. .
NEW PHYTOLOGIST, 2009, 182 (03) :608-620
[4]   Laboratory-Scale Simulation and Real-Time Tracking of a Microbial Contamination Event and Subsequent Shock-Chlorination in Drinking Water [J].
Besmer, Michael D. ;
Sigrist, Jurg A. ;
Props, Ruben ;
Buysschaert, Benjamin ;
Mao, Guannan ;
Boon, Nico ;
Hammes, Frederik .
FRONTIERS IN MICROBIOLOGY, 2017, 8
[5]   The feasibility of automated online flow cytometry for in-situ monitoring of microbial dynamics in aquatic ecosystems [J].
Besmer, Michael D. ;
Weissbrodt, David G. ;
Kratochvil, Bradley E. ;
Sigrist, Juerg A. ;
Weyland, Mathias S. ;
Hammes, Frederik .
FRONTIERS IN MICROBIOLOGY, 2014, 5
[6]   PCR-based quantification of taxa-specific abundances in microbial communities: Quantifying and avoiding common pitfalls [J].
Bonk, Fabian ;
Popp, Denny ;
Harms, Hauke ;
Centler, Florian .
JOURNAL OF MICROBIOLOGICAL METHODS, 2018, 153 :139-147
[7]   Evaluation of nested PCR-DGGE (denaturing gradient gel electrophoresis) with group-specific 16S rRNA primers for the analysis of bacterial communities from different wastewater treatment plants [J].
Boon, N ;
De Windt, W ;
Verstraete, W ;
Top, EM .
FEMS MICROBIOLOGY ECOLOGY, 2002, 39 (02) :101-112
[8]   Database Mining to Unravel the Ecology of the Phylum Chloroflexi in Methanogenic Full Scale Bioreactors [J].
Bovio-Winkler, Patricia ;
Cabezas, Angela ;
Etchebehere, Claudia .
FRONTIERS IN MICROBIOLOGY, 2021, 11
[9]   AN ORDINATION OF THE UPLAND FOREST COMMUNITIES OF SOUTHERN WISCONSIN [J].
BRAY, JR ;
CURTIS, JT .
ECOLOGICAL MONOGRAPHS, 1957, 27 (04) :326-349
[10]   Real-time on-line flow cytometry for bioprocess monitoring [J].
Broger, Tobias ;
Odermatt, Res P. ;
Huber, Pascal ;
Sonnleitner, Bernhard .
JOURNAL OF BIOTECHNOLOGY, 2011, 154 (04) :240-247