This study found that in the general population, after adjusting for confounding factors, low albumin levels increased the risk of OP by 3.608–fold, and in male patients with type T2DM, the low-albumin group increased the risk of OP by 11.936-fold. The gene discussed is ALB; the disease is type 2 diabetes mellitus.