The LASSO regression model, which served as a diagnostic model for IDD, showed that the following 7 MEMRDEGs were key genes: NDUFA6, YWHAZ, DLAT, BDNF, ECI2, ACO1, and ALDH7A1. Here, ALDH7A1 is linked to intervertebral disk degenerative disorder.