Additionally, Syamprasad et al. found that fructose upregulates AKR1B1, facilitating metabolic reprogramming and progression in liver cancer, underscoring the pivotal role of AKR1B1 in tumor development influenced by fructose 101. The gene discussed is AKR1B1; the disease is liver cancer.