Therefore, we predicted VEGFA, APLN, and AGT genes as paracrine effectors for the cancer-stroma interaction in KIRCs, whereas DLL4, APP, and TGFB1 genes to be potential autocrine effectors. Here, DLL4 is linked to cancer.