The first multivariate model included hepatic phosphoproteins and suggested that phosphoprotein Tyk2 as well as ALDH were the independent predictors of advanced fibrosis in NASH (Table 4). Here, TYK2 is linked to metabolic dysfunction-associated steatohepatitis.