Hou et al [15] developed a frailty risk prediction model for patients with lung cancer, identifying age, fatigue, depression, nutritional status, D-dimer levels, albumin levels, comorbidities, and disease duration as independent predictors of frailty. The gene discussed is ALB; the disease is major depressive disorder.