Our study found a clear and significant association between the presence of hypoalbuminemia upon admission and increased odds of developing UTIs in elderly hip fracture patients and a dose–response relationship was observed, as lower albumin levels were associated with a higher risk of infection. The gene discussed is ALB; the disease is Hypoalbuminemia.