Microbiomics, Metabolomics, Predicted Metagenomics, and Hepatic Steatosis in a Population‐Based Study of 1,355 Adults

脂肪变性 基因组 代谢组学 生物 人口 脂肪变 医学 计算生物学 内科学 遗传学 生物信息学 脂肪肝 基因 疾病 环境卫生
作者
Louise J. M. Alferink,Djawad Radjabzadeh,Nicole S. Erler,Dina Vojinović,Carolina Medina‐Gómez,André G. Uitterlinden,Robert J. de Knegt,Najaf Amin,M. Arfan Ikram,Harry L.A. Janssen,Jessica C. Kiefte‐de Jong,Herold J. Metselaar,Cornelia M. van Duijn,Robert Kraaij,Sarwa Darwish Murad
出处
期刊:Hepatology [Lippincott Williams & Wilkins]
卷期号:73 (3): 968-982 被引量:61
标识
DOI:10.1002/hep.31417
摘要

Background and Aims Previous small studies have appraised the gut microbiome (GM) in steatosis, but large‐scale studies are lacking. We studied the association of the GM diversity and composition, plasma metabolites, predicted functional metagenomics, and steatosis. Approach and Results This is a cross‐sectional analysis of the prospective population‐based Rotterdam Study. We used 16S ribosomal RNA gene sequencing and determined taxonomy using the SILVA reference database. Alpha diversity and beta diversity were calculated using the Shannon diversity index and Bray–Curtis dissimilarities. Differences were tested across steatosis using permutational multivariate analysis of variance. Hepatic steatosis was diagnosed by ultrasonography. We subsequently selected genera using regularized regression. The functional metagenome was predicted based on the GM using Kyoto Encyclopedia of Genes and Genomes pathways. Serum metabolomics were assessed using high‐throughput proton nuclear magnetic resonance. All analyses were adjusted for age, sex, body mass index, alcohol, diet, and proton‐pump inhibitors. We included 1,355 participants, of whom 472 had steatosis. Alpha diversity was lower in steatosis ( P = 1.1∙10 −9 ), and beta diversity varied across steatosis strata ( P = 0.001). Lasso selected 37 genera of which three remained significantly associated after adjustment ( Coprococcus3 : β = −65; Ruminococcus Gauvreauiigroup : β = 62; and Ruminococcus Gnavusgroup : β = 45, Q ‐value = 0.037). Predicted metagenome analyses revealed that pathways of secondary bile‐acid synthesis and biotin metabolism were present, and D‐alanine metabolism was absent in steatosis. Metabolic profiles showed positive associations for aromatic and branched chain amino acids and glycoprotein acetyls with steatosis and R. Gnavusgroup , whereas these metabolites were inversely associated with alpha diversity and Coprococcus3 . Conclusions We confirmed, on a large‐scale, the lower microbial diversity and association of Coprococcus and Ruminococcus Gnavus with steatosis. We additionally showed that steatosis and alpha diversity share opposite metabolic profiles.
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