Models incorporating albumin are challenged primarily due to missing values in retrospective cohorts, variable cut-off levels, and correlation with other conditions (e.g., previous/concomitant cancers, renal failure, low BMI, inflammatory diseases). The gene discussed is ALB; the disease is cancer.