Although point estimates varied, including a reversed but imprecise and non-significant association in patients with hypoalbuminemia (albumin ≤ 35 g/L; OR 2.06, 95% CI 0.23–25.86; P = 0.52), the overall pattern remained consistent across subgroups. The gene discussed is ALB; the disease is Hypoalbuminemia.