We discovered that various immune cells are favorably correlated with NOX4 and PIR, which are highly expressed in IDD, while numerous immune cells are negatively correlated with TIMM9, ATF3, ENPP2, FADS2, and TFAP2A, which are low expressed. Here, PIR is linked to intervertebral disk degenerative disorder.