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. The gene discussed is RBP4; the disease is metabolic dysfunction-associated steatohepatitis.