Links between gut microbiome composition and fatty liver disease in a large population sample

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Ruuskanen , M , Åberg , F , Männistö , V T , Havulinna , A S , Méric , G , Liu , Y , Loomba , R , Vazquez-Baeza , Y , Tripathi , A , Valsta , L M , Inouye , M , Jousilahti , P , Salomaa , V , Jain , M , Knight , R , Lahti , L & Niiranen , T J 2021 , ' Links between gut microbiome composition and fatty liver disease in a large population sample ' , Gut Microbes , vol. 13 , no. 1 , pp. 1-22 . https://doi.org/10.1080/19490976.2021.1888673

Title: Links between gut microbiome composition and fatty liver disease in a large population sample
Author: Ruuskanen, Matti; Åberg, Fredrik; Männistö, Ville T.; Havulinna, Aki S.; Méric, Guillaume; Liu, Yang; Loomba, Rohit; Vazquez-Baeza, Yoshiki; Tripathi, Anupriya; Valsta, Liisa M.; Inouye, Michael; Jousilahti, Pekka; Salomaa, Veikko; Jain, Mohit; Knight, Rob; Lahti, Leo; Niiranen, Teemu J.
Contributor: University of Helsinki, Turun yliopisto
University of Helsinki, Clinicum
University of Helsinki, Medicum
Date: 2021-03-02
Number of pages: 22
Belongs to series: Gut Microbes
ISSN: 1949-0976
URI: http://hdl.handle.net/10138/329151
Abstract: Fatty liver disease is the most common liver disease in the world. Its connection with the gut microbiome has been known for at least 80 y, but this association remains mostly unstudied in the general population because of underdiagnosis and small sample sizes. To address this knowledge gap, we studied the link between the Fatty Liver Index (FLI), a well-established proxy for fatty liver disease, and gut microbiome composition in a representative, ethnically homogeneous population sample of 6,269 Finnish participants. We based our models on biometric covariates and gut microbiome compositions from shallow metagenome sequencing. Our classification models could discriminate between individuals with a high FLI (≥60, indicates likely liver steatosis) and low FLI (<60) in internal cross-region validation, consisting of 30% of the data not used in model training, with an average AUC of 0.75 and AUPRC of 0.56 (baseline at 0.30). In addition to age and sex, our models included differences in 11 microbial groups from class Clostridia, mostly belonging to orders Lachnospirales and Oscillospirales. Our models were also predictive of the high FLI group in a different Finnish cohort, consisting of 258 participants, with an average AUC of 0.77 and AUPRC of 0.51 (baseline at 0.21). Pathway analysis of representative genomes of the positively FLI-associated taxa in (NCBI) Clostridium subclusters IV and XIVa indicated the presence of, e.g., ethanol fermentation pathways. These results support several findings from smaller case–control studies, such as the role of endogenous ethanol producers in the development of the fatty liver.
Subject: Metagenomics
fatty liver
fatty liver index
human gut
population sample
3121 General medicine, internal medicine and other clinical medicine
11832 Microbiology and virology
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