Our study systematically discovered five immune-associated candidate hub genes (ITGAL, CXCL16, MORF4L2, SPRY2, and BEX2) and provided the nomogram for diagnosing AVC with MS by various bioinformatics analysis and machine learning algorithms. Here, CXCL16 is linked to myeloid sarcoma.