In participants without diabetes, lower serum calcium levels were significantly correlated with lower insulin, HbA1c, TC, HDL‐C, LDL‐C, TG, uric acid, urine albumin‐to‐creatinine ratios, and higher eGFRs (all p < 0.05). This evidence concerns the gene INS and diabetes mellitus.