For instance, both ALT and AST are biochemical markers of hepatocellular injury; however, since ALT is more specific to the liver and reflects the degree of liver damage in hepatitis B-related liver failure more accurately, it was selected as the model variable while AST was excluded. Here, GPT is linked to liver failure.