In the case of LUAD, GSEC played an active role in the promotion of tumor progression through the GSEC/miRNA-101-3p/CISD1 Axis and showed a significant association with ferroptosis, as confirmed by previous research37. The gene discussed is CISD1; the disease is neoplasm.