Specifically, after adjusting for sex, age, smoking, alcohol consumption, hypertension, and BMI (Model 4), each unit increase in alanine level was associated with a 31% higher likelihood of requiring insulin therapy (OR = 1.31, 95% CI: 1.24–1.38, p < 0.001). The gene discussed is INS; the disease is hypertensive disorder.