Identification of plasma biomarkers for chronic kidney disease by integrating proteomics and machine learning.
Background Chronic kidney disease (CKD) is a major global health burden, and early identification of individuals at risk remains challenging. This study aimed to identify plasma proteomic biomarkers associated with incident CKD and develop a machine learning-based prediction model integrating proteomic and clinical dat...