PDCD1, TGFB1, CXCL8, CCL3, CCL4, and CCL5 were highly expressed in subTME-IS; CXCL2 and CXCL12 were highly expressed in subTME-ICI, which was consistent among cancer types (Supplementary Figure S10). Here, CCL4 is linked to cancer.