肝细胞癌
微生物群
肝硬化
胃肠病学
内科学
医学
肠道菌群
肠道微生物群
生物
病理
生物信息学
免疫学
作者
Zhigang Ren,Ang Li,Jianwen Jiang,Lin Zhou,Zujiang Yu,Haifeng Lu,Haiyang Xie,Xiaolong Chen,Li Shao,Ruiqing Zhang,Shaoyan Xu,Hua Zhang,Guangying Cui,Xinhua Chen,Ranran Sun,Hao Wen,Jan Lerut,Quancheng Kan,Lanjuan Li,Shusen Zheng
出处
期刊:Gut
[BMJ]
日期:2018-07-25
卷期号:68 (6): 1014-1023
被引量:538
标识
DOI:10.1136/gutjnl-2017-315084
摘要
Objective To characterise gut microbiome in patients with hepatocellular carcinoma (HCC) and evaluate the potential of microbiome as non-invasive biomarkers for HCC. Design We collected 486 faecal samples from East China, Central China and Northwest China prospectively and finally 419 samples completed Miseq sequencing. We characterised gut microbiome, identified microbial markers and constructed HCC classifier in 75 early HCC, 40 cirrhosis and 75 healthy controls. We validated the results in 56 controls, 30 early HCC and 45 advanced HCC. We further verified diagnosis potential in 18 HCC from Xinjiang and 80 HCC from Zhengzhou. Results Faecal microbial diversity was increased from cirrhosis to early HCC with cirrhosis. Phylum Actinobacteria was increased in early HCC versus cirrhosis. Correspondingly, 13 genera including Gemmiger and Parabacteroides were enriched in early HCC versus cirrhosis. Butyrate-producing genera were decreased, while genera producing-lipopolysaccharide were increased in early HCC versus controls. The optimal 30 microbial markers were identified through a fivefold cross-validation on a random forest model and achieved an area under the curve of 80.64% between 75 early HCC and 105 non-HCC samples. Notably, gut microbial markers validated strong diagnosis potential for early HCC and even advanced HCC. Importantly, microbial markers successfully achieved a cross-region validation of HCC from Northwest China and Central China. Conclusions This study is the first to characterise gut microbiome in patients with HCC and to report the successful diagnosis model establishment and cross-region validation of microbial markers for HCC. Gut microbiota-targeted biomarkers represent potential non-invasive tools for early diagnosis of HCC.
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