Notably, bilirubin was not associated with MDD, perhaps because it is a less specific indicator of liver dysfunction than the transaminases ALT and AST, often reflecting excessive heme breakdown, Gilbert’s syndrome (a benign hyperbilirubinemia present in 5% of the population), or bile duct obstruction [31] instead. Here, GPT is linked to Biliary tract obstruction.