Next, ferroptosis genes in IDD were screened for the first time using a combination of machine learning and immune infiltration, and a total of seven important genes, including NOX4, PIR, TFAP2A, ATF3, ENPP2, and TIMM9, were found. Here, TIMM9 is linked to intervertebral disk degenerative disorder.