Direct associations between higher cholesterol/HDL‐C, triglyceride/HDL‐C, Non‐HDL‐C/HDL‐C, and apoB/apo‐A1 ratios with CMM (T2D‐CHD coexistence) were observed. The gene discussed is APOB; the disease is type 2 diabetes mellitus.