Higher muscle mass frequently correlates with higher nutritional such as fish, meat, eggs, and milk intake, also reflected by more elevated serum Alb in patients with hyperphosphatemia, which is just short of statistical significance in our study (OR: 1.166, 95%CI:1.01–1.35, p = 0.039). The gene discussed is ALB; the disease is hyperphosphatemia.