A gut microbiome signature for cirrhosis due to nonalcoholic fatty liver disease

被引:243
作者
Caussy, Cyrielle [1 ,2 ]
Tripathi, Anupriya [3 ,4 ,5 ,6 ]
Humphrey, Greg [4 ]
Bassirian, Shirin [1 ]
Singh, Seema [1 ]
Faulkner, Claire [1 ]
Bettencourt, Ricki [1 ,7 ]
Rizo, Emily [1 ]
Richards, Lisa [1 ]
Xu, Zhenjiang Z. [4 ]
Downes, Michael R. [8 ]
Evans, Ronald M. [8 ]
Brenner, David A. [1 ,9 ]
Sirlin, Claude B. [10 ]
Knight, Rob [3 ,4 ,11 ,12 ]
Loomba, Rohit [1 ,7 ,9 ]
机构
[1] Univ Calif San Diego, Dept Med, NAFLD Res Ctr, La Jolla, CA 92093 USA
[2] Univ Lyon 1, Hosp Civils Lyon, F-69002 Lyon, France
[3] Univ Calif San Diego, Ctr Microbiome Innovat, La Jolla, CA 92093 USA
[4] Univ Calif San Diego, Dept Pediat, La Jolla, CA 92093 USA
[5] Univ Calif San Diego, Div Biol Sci, La Jolla, CA 92093 USA
[6] Univ Calif San Diego, Skaggs Sch Pharm & Pharmaceut Sci, La Jolla, CA 92093 USA
[7] Univ Calif San Diego, Dept Family & Prevent Med, Div Epidemiol, La Jolla, CA 92093 USA
[8] Salk Inst Biol Studies, 10010 N Torrey Pines Rd, La Jolla, CA 92037 USA
[9] Univ Calif San Diego, Dept Med, Div Gastroenterol, La Jolla, CA 92093 USA
[10] Univ Calif San Diego, Dept Radiol, Liver Imaging Grp, La Jolla, CA 92037 USA
[11] Univ Calif San Diego, Dept Comp Sci & Engn, La Jolla, CA 92093 USA
[12] Univ Calif San Diego, Dept BioEngn, La Jolla, CA 92093 USA
基金
美国国家卫生研究院;
关键词
MAGNETIC-RESONANCE ELASTOGRAPHY; ADVANCED FIBROSIS; HEPATIC STEATOSIS; INSULIN-RESISTANCE; ASSOCIATION; STEATOHEPATITIS; MANAGEMENT; HISTOLOGY; RISK; MRI;
D O I
10.1038/s41467-019-09455-9
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The presence of cirrhosis in nonalcoholic-fatty-liver-disease (NAFLD) is the most important predictor of liver-related mortality. Limited data exist concerning the diagnostic accuracy of gut-microbiome-derived signatures for detecting NAFLD-cirrhosis. Here we report 16S gut-microbiome compositions of 203 uniquely well-characterized participants from a prospective twin and family cohort, including 98 probands encompassing the entire spectrum of NAFLD and 105 of their first-degree relatives, assessed by advanced magnetic-resonanceimaging. We show strong familial correlation of gut-microbiome profiles, driven by shared housing. We report a panel of 30 features, including 27 bacterial features with discriminatory ability to detect NAFLD-cirrhosis using a Random Forest classifier model. In a derivation cohort of probands, the model has a robust diagnostic accuracy (AUROC of 0.92) for detecting NAFLD-cirrhosis, confirmed in a validation cohort of relatives of proband with NAFLD-cirrhosis (AUROC of 0.87). This study provides evidence for a fecal-microbiomederived signature to detect NAFLD-cirrhosis.
引用
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页数:9
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