In conclusion, our findings indicate that adipocyte-derived FABP4 plays a critical role in the development of MASLD-induced HCC and targeting the ITGB1/PI3K/AKT/β-catenin signaling cascade may offer a promising approach to combat this aggressive disease. This evidence concerns the gene FABP4 and metabolic dysfunction-associated steatotic liver disease.