Collectively, these findings identify HLA-A and AP2M1 as potential biomarkers linking immune dysregulation and endocytic dysfunction in IVDD and provide new insights into the molecular mechanisms underlying disc degeneration. Here, AP2M1 is linked to intervertebral disk degenerative disorder.