Multiple linear regression analysis for covariates, including BMI, age, HOMA-IR, CRP, insulin, and HDL, was conducted before logistic regression to assess the impact of combined variables in predicting PCOS diagnosis. The gene discussed is INS; the disease is polycystic ovary syndrome.