PDCD1 and neoplasm: For tumor patients who are not sensitive to anti-CTLA-4 and anti-PD-1/PD-L1 treatment, scRNA-seq can be used to analyze specific tumor tissues and tumor cells and discover the mechanism of drug resistance (Fig. 4).