ALB and cancer: In subtype 2, the SHAP importance of ALB was greatest over the 90 days preceding death, and the involvement of inflammatory markers, such as CRP, remained minimal, indicating that the trajectory of subtype 2 represents severe malnutrition or hepatic dysfunction owing to cancer progression.