This reflects distinct biological mechanisms: ALB and PA are negative acute-phase proteins specifically regulated by inflammatory-metabolic stress, while total bilirubin is influenced by WBC-related hemolysis, oxidative stress, and cholestasis (36). This evidence concerns the gene ALB and cholestasis.