In terms of categorical analysis, multivariate Cox proportional hazards regression demonstrated that patients with albumin levels ≤ 4.2 g/dL carried a greater mortality risk than those with levels > 4.2 g/dL across all cancer groups. The gene discussed is ALB; the disease is cancer.