The upregulated expression of NOX4 and PIR in IDD was positively correlated with multiple immune cells, while the downregulated expression of TIMM9, ATF3, ENPP2, FADS2 and TFAP2A were negatively correlated with multiple immune cells. Here, PIR is linked to intervertebral disk degenerative disorder.