In this study, a common diagnostic biomarker for IDD and obesity, CXCL16, was identified with machine learning algorithms, and the potential mechanism of CXCL16 action was explored by GSVA. Here, CXCL16 is linked to obesity due to melanocortin 4 receptor deficiency.