Unsupervised Machine Learning Reveals Epicardial Adipose Tissue Subtypes with Distinct Atrial Fibrosis Profiles in Patients with Persistent Atrial fibrillation: a prospective two-center cohort study.

Chang Cui,Huiyuan Qin, Xiyu Zhu,Xiaohu Lu,Bing Wang, Xingyao Wang,Junxia Wang, Jincheng Jiao,Ming Chu, Cheng Wang,Mingfang Li, Xiaowei Wang, Dongjin Wang,Minglong Chen

Heart rhythm（2022）

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摘要

Machine learning-based cluster analysis could identify subtypes of PeAF patients with distinct atrial fibrosis profiles. Additionally, EAT whitening (increased proportion of white adipocytes) may be involved in the process of atrial fibrosis.

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关键词

Atrial fibrillation,Atrial fibrosis,Epicardial adipose tissue,Machine learning,Whitening

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