Single-cell pseudotime analysis results then identified co-expressed pathogenic genes for NAFLD-HCC, including IGSF3, CENPW, CDC6, and CDT1. This evidence concerns the gene IGSF3 and metabolic dysfunction-associated steatotic liver disease.