In the male subgroup, cumulative AIP is linearly associated with CMD (p for non-linearity = 0.352) and diabetes (p for non-linearity = 0.915), exhibits a non-linear relationship with stroke (p for non-linearity = 0.049), and has no significant association with heart disease. The gene discussed is AIP; the disease is heart disorder.