This review summarizes mechanistic intersections between PD-1/PD-L1 signaling and CAR-T cell biology and discusses emerging synergistic strategies, including multi-target CAR constructs, engineering strategies targeting the TME and tumor metabolism, and localized or self-delivered checkpoint blockade. The gene discussed is PDCD1; the disease is neoplasm.