Key proteins, including SLC27A5, HP, and CXCL7, were elevated in patient samples, while PHH and HLO models exhibited upregulation of ASGPR1, HP, and CXCL7 under MASH conditions. This evidence concerns the gene PPBP and metabolic dysfunction-associated steatohepatitis.