While TFAP2A, ATF3, ENPP2, FADS2, and TIMM9 are low expressed genes in IDD, NOX4 and PIR are highly expressed genes, suggesting that these seven genes may be involved in the ferroptosis process that leads to IDD. This evidence concerns the gene PIR and intervertebral disk degenerative disorder.