We did not observe an advantage of this combined biomarker strategy in subgrouping DDC; however, we found in ICC that, if both densities of PD-L1− M1 TAM and PD-L1− M2 TAM are low, the prognosis of ICC is poor (Fig. 5M). This evidence concerns the gene CD274 and intrahepatic cholangiocarcinoma.