SubMap analysis showed that the active stroma group shares high similarity with anti-PD-1 resistance in melanoma patients (Figure 3B, top left) and metastatic urothelial tumors treated with PD-L1 checkpoint inhibitors (Figure 3B, top right). Here, CD274 is linked to melanoma.