Specifically, H4C1, OIT3, ANPEP, CCDC25 and KLHL41 were identified as potential biomarkers for steatosis, GP1BA as a candidate marker for MASH and C7, IGHD and GNB1 as potential biomarkers for fibrosis severity. This evidence concerns the gene IGHD and steatosis.