Weighted Gene Co-Expression Network Analysis Identifies a Functional Guild and Metabolite Cluster Mediating the Relationship between Mucosal Inflammation and Adherence to the Mediterranean Diet in Ulcerative Colitis
Authors:
- Jaclyn C. StraussJSJaclyn C. Strauss
- Natasha HaskeyNHNatasha Haskey
- Hena R. RamayHRHena R. Ramay
- Tarini Shankar GhoshTGTarini Shankar Ghosh
- Lorian M. TaylorLTLorian M. Taylor
- Munazza YousufMYMunazza Yousuf
- Christina OhlandCOChristina Ohland
- Kathy D. McCoyKMKathy D. McCoy
- Richard J. M. IngramRIRichard J. M. Ingram
- Subrata GhoshSGSubrata Ghosh
- Remo PanaccioneRPRemo Panaccione
- Maitreyi RamanMaitreyi Raman
Open Access
- 15 April 2023
- journal article
- research article
- Published by MDPI AG in International Journal of Molecular Sciences
- Vol. 24 (8) , 7323
Abstract
Diet influences the pathogenesis and clinical course of inflammatory bowel disease (IBD). The Mediterranean diet (MD) is linked to reductions in inflammatory biomarkers and alterations in microbial taxa and metabolites associated with health. We aimed to identify features of the gut microbiome that mediate the relationship between the MD and fecal calprotectin (FCP) in ulcerative colitis (UC). Weighted gene co-expression network analysis (WGCNA) was used to identify modules of co-abundant microbial taxa and metabolites correlated with the MD and FCP. The features considered were gut microbial taxa, serum metabolites, dietary components, short-chain fatty acid and bile acid profiles in participants that experienced an increase (n = 13) or decrease in FCP (n = 16) over eight weeks. WGCNA revealed ten modules containing sixteen key features that acted as key mediators between the MD and FCP. Three taxa (Faecalibacterium prausnitzii, Dorea longicatena, Roseburia inulinivorans) and a cluster of four metabolites (benzyl alcohol, 3-hydroxyphenylacetate, 3-4-hydroxyphenylacetate and phenylacetate) demonstrated a strong mediating effect (ACME: −1.23, p = 0.004). This study identified a novel association between diet, inflammation and the gut microbiome, providing new insights into the underlying mechanisms of how a MD may influence IBD. See clinicaltrials.gov (NCT04474561).Keywords
Funding Information
- Nutricia North America and Alberta’s Collaboration of Excellence for Nutrition in Digestive Diseases (Ascend)
- Cumming School of Medicine, University of Calgary, Calgary, Canada
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