The PSO-SVM model, based on key feature variables such as age, male sex, LSBP, LEU, FBG, ALT, Scr, TCHO, and UA, demonstrated exceptional performance in predicting hypertension risk. The gene discussed is GPT; the disease is hypertensive disorder.