Thus, the specific mechanisms through which AKR1B10 affects the progression of hepatocellular carcinoma necessitate further elucidation via comprehensive basic experimental research, lending greater depth and validation to these preliminary findings. The gene discussed is AKR1B10; the disease is hepatocellular carcinoma.