Ferroptosis-related genes in this study included ISCU, NFE2L2, MAFG, ZEB1, VDAC2, TXNIP, SCD, and JDP2. These genes have been studied in metabolic processes or tumor development. This evidence concerns the gene TXNIP and neoplasm.