Notably, RCOR2, STAT3, and NOTCH1 exhibited enhanced diagnostic efficacy, highlighting the relevance of HRDEGs in the identification of IDD patients and presenting new therapeutic targets for early diagnosis and intervention. The gene discussed is STAT3; the disease is intervertebral disk degenerative disorder.