We found that LDL and insulin use were associated with all multimorbidity patterns, while BMI was associated with multimorbidity clusters dominated by cardiovascular diseases; age and HDL were associated with multimorbidity clusters dominated by dyslipidemia; sex and TG were associated with multimorbidity clusters dominated by hypertension. The gene discussed is INS; the disease is hypertensive disorder.