DPP4 and cancer: In the LUSC group, we can get a similar conclusion, in addition, DPP4, PARP11, and TCP11L2 were found to be positively correlation with the cancer-associated fibroblasts (CAFs) and endothelial cells (Supplementary Figure S8).