When performing a multivariate logistic regression analysis, peripheral neuropathy demonstrated the highest significant OR (95% CI) at 8.03 (5.47–11.78) followed by insulin usage, age ≥45 years, diabetes duration ≥10 years, retinopathy, and poor glycemic control. The gene discussed is INS; the disease is diabetes mellitus.