Differential network analysis of oral microbiome metatranscriptomes identifies community scale metabolic restructuring in dental caries.

dental caries feature engineering machine-learning oral microbiome

Journal

PNAS nexus
ISSN: 2752-6542
Titre abrégé: PNAS Nexus
Pays: England
ID NLM: 9918367777906676

Informations de publication

Date de publication:
Nov 2022
Historique:
received: 21 01 2022
accepted: 14 10 2022
entrez: 30 1 2023
pubmed: 31 1 2023
medline: 31 1 2023
Statut: epublish

Résumé

Dental caries is a microbial disease and the most common chronic health condition, affecting nearly 3.5 billion people worldwide. In this study, we used a multiomics approach to characterize the supragingival plaque microbiome of 91 Australian children, generating 658 bacterial and 189 viral metagenome-assembled genomes with transcriptional profiling and gene-expression network analysis. We developed a reproducible pipeline for clustering sample-specific genomes to integrate metagenomics and metatranscriptomics analyses regardless of biosample overlap. We introduce novel feature engineering and compositionally-aware ensemble network frameworks while demonstrating their utility for investigating regime shifts associated with caries dysbiosis. These methods can be applied when differential abundance modeling does not capture statistical enrichments or the results from such analysis are not adequate for providing deeper insight into disease. We identified which organisms and metabolic pathways were central in a coexpression network as well as how these networks were rewired between caries and caries-free phenotypes. Our findings provide evidence of a core bacterial microbiome that was transcriptionally active in the supragingival plaque of all participants regardless of phenotype, but also show highly diagnostic changes in the ways that organisms interact. Specifically, many organisms exhibit high connectedness with central carbon metabolism to

Identifiants

pubmed: 36712365
doi: 10.1093/pnasnexus/pgac239
pii: pgac239
pmc: PMC9802336
doi:

Types de publication

Journal Article

Langues

eng

Pagination

pgac239

Subventions

Organisme : NIAID NIH HHS
ID : R01 AI170111
Pays : United States
Organisme : NIDCR NIH HHS
ID : R01 DE019665
Pays : United States

Informations de copyright

© The Author(s) 2022. Published by Oxford University Press on behalf of the National Academy of Sciences.

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Auteurs

Josh L Espinoza (JL)

Department of Environment and Sustainability, J. Craig Venter Institute, La Jolla, CA 92037, USA.
Department of Human Biology and Genomic Medicine, J. Craig Venter Institute, La Jolla, CA 92037, USA.
Department of Human Biology and Genomic Medicine, J. Craig Venter Institute, Rockville, MD 20850, USA.

Manolito Torralba (M)

Department of Human Biology and Genomic Medicine, J. Craig Venter Institute, Rockville, MD 20850, USA.

Pamela Leong (P)

Epigenetics, Murdoch Children's Research Institute and Department of Paediatrics, The University of Melbourne, Parkville, VIC 3052, Australia.

Richard Saffery (R)

Epigenetics, Murdoch Children's Research Institute and Department of Paediatrics, The University of Melbourne, Parkville, VIC 3052, Australia.

Michelle Bockmann (M)

Adelaide Dental School, The University of Adelaide, Adelaide, SA 5005, Australia.

Claire Kuelbs (C)

Department of Human Biology and Genomic Medicine, J. Craig Venter Institute, La Jolla, CA 92037, USA.

Suren Singh (S)

Department of Human Biology and Genomic Medicine, J. Craig Venter Institute, Rockville, MD 20850, USA.

Toby Hughes (T)

Adelaide Dental School, The University of Adelaide, Adelaide, SA 5005, Australia.

Jeffrey M Craig (JM)

Epigenetics, Murdoch Children's Research Institute and Department of Paediatrics, The University of Melbourne, Parkville, VIC 3052, Australia.
IMPACT Strategic Research Centre, Deakin University School of Medicine, Geelong, VIC 3220, Australia.

Karen E Nelson (KE)

Department of Human Biology and Genomic Medicine, J. Craig Venter Institute, La Jolla, CA 92037, USA.
Department of Human Biology and Genomic Medicine, J. Craig Venter Institute, Rockville, MD 20850, USA.

Chris L Dupont (CL)

Department of Environment and Sustainability, J. Craig Venter Institute, La Jolla, CA 92037, USA.
Department of Human Biology and Genomic Medicine, J. Craig Venter Institute, La Jolla, CA 92037, USA.

Classifications MeSH