Finally, we identified the top 10 metabolites associated with overall cancer risk, as shown in Supplementary Fig. 4f, namely total lipids in VLDL, total cholines, omega-3 fatty acids, tyrosine, glucose, citrate, creatinine, albumin, free cholesterol in IDL, and total lipids in large HDL. The gene discussed is ALB; the disease is cancer.