A Metagenomic Meta-analysis Reveals Functional Signatures of Health and Disease in the Human Gut Microbiome

Author:

Armour Courtney R.12ORCID,Nayfach Stephen34,Pollard Katherine S.456,Sharpton Thomas J.27

Affiliation:

1. Molecular and Cellular Biology Program, Oregon State University, Corvallis, Oregon, USA

2. Department of Microbiology, Oregon State University, Corvallis, Oregon, USA

3. Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA

4. Gladstone Institutes, San Francisco, California, USA

5. Department of Epidemiology & Biostatistics, Institute for Human Genetics, Quantitative Biology Institute, and Institute for Computational Health Sciences, University of California, San Francisco, California, USA

6. Chan-Zuckerberg Biohub, San Francisco, California, USA

7. Department of Statistics, Oregon State University, Corvallis, Oregon, USA

Abstract

The composition of the gut microbiome associates with a wide range of human diseases, but the mechanisms underpinning these associations are not well understood. To shift toward a mechanistic understanding, we integrated distinct metagenomic data sets to identify functions encoded in the gut microbiome that associate with multiple diseases, which may be important to human health. Additionally, we identified functions that associate with specific diseases, which may elucidate disease-specific etiologies. We demonstrated that the functions encoded in the microbiome can be used to classify disease status, but the inclusion of additional patient covariates may be necessary to obtain sufficient accuracy. Ultimately, this analysis advances our understanding of the gut microbiome functions that constitute a healthy microbiome and identifies potential targets for microbiome-based diagnostics and therapeutics.

Funder

HHS | National Institutes of Health

National Science Foundation

Publisher

American Society for Microbiology

Subject

Computer Science Applications,Genetics,Molecular Biology,Modelling and Simulation,Ecology, Evolution, Behavior and Systematics,Biochemistry,Physiology,Microbiology

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