The IPTW calculation accounted for demographic information, area-level SES, insurance status, cancer characteristics, ECOG performance status, cancer-specific biomarkers, albumin, weight change at time of metastatic diagnosis and mortality risk score. The gene discussed is ALB; the disease is cancer.