Prediction of COPD acute exacerbation in response to air pollution using exosomal circRNA profile and Machine learning

Ambient fine particulate matter (PM2.5) is linked to an increased risk of chronic obstructive pulmonary disease (COPD) exacerbations, which significantly increase the risk of mortality in COPD patients. Identifying the subtype of COPD patients who are sensitive to environmental aggressions is necess...

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Bibliographic Details
Main Authors: Qingtao Meng, Jiajia Wang, Jian Cui, Bin Li, Shenshen Wu, Jun Yun, Michael Aschner, Chengshuo Wang, Luo Zhang, Xiaobo Li, Rui Chen
Format: Article
Language:English
Published: Elsevier 2022-10-01
Series:Environment International
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S0160412022003968