Blood metal levels predict digestive tract cancer risk using machine learning in a U.S. cohort - Shi, Chenyuan; Jiang, Hanfeng; Zhao, Fangzhou; Zhang, Yigang; Chen, Haoming (Scientific reports, 2025)
Keywords: 692/4028/67/1504/1477; 692/4028/67/1504/1829; 692/4028/67/1504/1885; 692/4028/67/2324; 704/172; Adult; Aged; Blood; Blood levels; Blood metal; Cadmium; Cadmium - blood; Cancer; Cohort Studies; Colorectal Cancer; Colorectal carcinoma; Environmental Exposure - adverse effects; Esophageal Neoplasms - blood; Esophageal Neoplasms - epidemiology; Esophagus cancer; Female; Gastric cancer; Gastrointestinal tract; Health risks; Heavy metals; Humanities and Social Sciences; Humans; Lead; Lead - blood; Machine Learning; Male; Metal concentrations; Metals; Metals - blood; Middle Aged; multidisciplinary; Nutrition; Nutrition Surveys; Random Forest; Regression analysis; Risk Factors; Science; Science (multidisciplinary); Stomach Neoplasms - blood; Stomach Neoplasms - epidemiology; United States - epidemiology; United States; United States--US; Colorectal Cancer; Blood metal; Gastric cancer; Esophagus cancer; Machine learning; Random Forest