Further analysis of the association between the Tumor Recurrence Factor risk score and common immune checkpoints of tumors showed that the Tumor Recurrence Factor risk score was correlated with CD47, CTLA7, HAVCR2, LAG3, PDCD1, and other immune checkpoints (Figure 10B). The gene discussed is PDCD1; the disease is neoplasm.