SNHG7 and hepatocellular carcinoma: These findings suggest that SNHG1 and SNHG7 may play a regulatory role in ferroptosis processes within HCC cells; however, validation using ferroptosis markers such as intracellular iron ion concentration and lipid peroxidation levels in liver cancer cells remains lacking.