Integrative Analyses to Investigate the Link between Microbial Activity and Metabolite Degradation during Anaerobic Digestion
Author(s) -
Laëtitia Cardona,
KimAnh Lê Cao,
Francesc PuigCastellví,
Chrystelle Bureau,
Céline Madigou,
Laurent Mazéas,
Olivier Chapleur
Publication year - 2020
Publication title -
journal of proteome research
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.644
H-Index - 161
eISSN - 1535-3907
pISSN - 1535-3893
DOI - 10.1021/acs.jproteome.0c00251
Subject(s) - bioprocess , metabolomics , anaerobic digestion , methanosarcina , biology , biochemical engineering , microbial biodegradation , microorganism , microbiology and biotechnology , computational biology , bacteria , bioinformatics , engineering , ecology , methane , genetics , paleontology
Anaerobic digestion (AD) is a promising biological process that converts waste into sustainable energy. To fully exploit AD's capability, we need to deepen our knowledge of the microbiota involved in this complex bioprocess. High-throughput methodologies open new perspectives to investigate the AD process at the molecular level, supported by recent data integration methodologies to extract relevant information. In this study, we investigated the link between microbial activity and substrate degradation in a lab-scale anaerobic codigestion experiment, where digesters were fed with nine different mixtures of three cosubstrates (fish waste, sewage sludge, and grass). Samples were profiled using 16S rRNA sequencing and untargeted metabolomics. In this article, we propose a suite of multivariate tools to statistically integrate these data and identify coordinated patterns between groups of microbial and metabolic profiles specific of each cosubstrate. Five main groups of features were successfully evidenced, including cadaverine degradation found to be associated with the activity of microorganisms from the order Clostridiales and the genus Methanosarcina . This study highlights the potential of data integration toward a comprehensive understanding of AD microbiota.
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