MSX1 and melanoma: JAG1, LRPAP1, MSX1, CCND2, NRP1, VTN, PDGFA, LUM, THBD, and TIMP1 each displayed unique patterns of association, often differing between metastatic and primary melanomas, underscoring the context-dependent nature of immune-gene interactions.