The negative association found in our study may be because RBP4 synthesis in hepatocytes [56] could be disrupted due to inflammation and ballooning of NASH conditions [58], specifically at the stage where ATG7-mediated autophagy is increased in our work. This evidence concerns the gene ATG7 and metabolic dysfunction-associated steatohepatitis.