We found that 23 of all significant key drivers were among the 107 previously reported NAFLD genes curated in DisGeNET (Additional file 6), including AHSG, FASN, RBP4, and SREBF1, which were found to be key drivers in both liver and adipose tissue in our analysis. This evidence concerns the gene RBP4 and metabolic dysfunction-associated steatotic liver disease.