By analyzing the dominant ligand-receptor pairs contributing to this spatial organization, we identified that the interactions between CD63 and TIMP1 contributed ~66% to the cellular interaction potential of melanoma malignant cells (Fig. 6f) while HNC cells expressed CD63 and TIMP1 at much lower levels. Here, TIMP1 is linked to melanoma.