Therefore, we investigated the pan-cancer relationship between TME and DDR1 expression, using the ESTIMATE algorithm to calculate the stromal and immune cell scores in 33 types of cancer (Supplementary Table S1). The gene discussed is DDR1; the disease is cancer.