Furthermore, 1000 lasso analysis also identified five genes (Figure 3C): ADH4, AKR1B10, CEBPZOS, ENO1, and FOXN2, as the most stable prognosis-related genes associated with energy metabolism in liver cancer. The gene discussed is AKR1B10; the disease is liver cancer.