Machine learning framework for gut microbiome biomarkers discovery and modulation analysis in large-scale obese population.

Liu, Yaoliang; Zhu, Jinlin; Wang, Hongchao; Lu, Wenwei; Lee, Yuan Kun; Zhao, Jianxin; Zhang, Hao

Liu, Yaoliang; Zhu, Jinlin; Wang, Hongchao; Lu, Wenwei; Lee, Yuan Kun; Zhao, Jianxin; Zhang, Hao.

Afiliação

Liu Y; State Key Laboratory of Food Science and Technology, Jiangnan University, P. R, Wuxi, 214122, Jiangsu, China.
Zhu J; School of Food Science and Technology, Jiangnan University, Wuxi, 214122, Jiangsu, China.
Wang H; State Key Laboratory of Food Science and Technology, Jiangnan University, P. R, Wuxi, 214122, Jiangsu, China. wx_zjl@jiangnan.edu.cn.
Lu W; School of Food Science and Technology, Jiangnan University, Wuxi, 214122, Jiangsu, China. wx_zjl@jiangnan.edu.cn.
Lee YK; State Key Laboratory of Food Science and Technology, Jiangnan University, P. R, Wuxi, 214122, Jiangsu, China.
Zhao J; School of Food Science and Technology, Jiangnan University, Wuxi, 214122, Jiangsu, China.
Zhang H; State Key Laboratory of Food Science and Technology, Jiangnan University, P. R, Wuxi, 214122, Jiangsu, China.

BMC Genomics ; 23(1): 850, 2022 Dec 23.

Article em En | MEDLINE | ID: mdl-36564713

Assuntos

Microbioma Gastrointestinal; Humanos; Obesidade; Fezes/microbiologia; Biomarcadores; Aprendizado de Máquina

Palavras-chave

Counterfactual explanation; Ensemble learning; Geography; Gut microbiome; Machine learning; Obesity; Reinforcement learning

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Microbioma Gastrointestinal Tipo de estudo: Prognostic_studies Limite: Humans Idioma: En Revista: BMC Genomics Assunto da revista: GENETICA Ano de publicação: 2022 Tipo de documento: Article País de afiliação: China País de publicação: Reino Unido

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