Neointimal hyperplasia remains an obstacle after vascular interventions. Programmed death-1 (PD-1) antibody treatment decreases tumor cell proliferation and secretion of inflammatory factors, and several antineoplastic drugs show efficacy against neointimal hyperplasia. We hypothesized that inhibition of PD-1 inhibits neointimal hyperplasia in a rat patch angioplasty model. In a rat aorta patch angioplasty model, four groups were compared: the control group without treatment, a single dose of humanized PD-1 antibody (4 mg/kg) injected immediately after patch angioplasty, PD-1 antibody-coated patches, and BMS-1 (PD-1 inhibitor)-coated patches. Patches were harvested (Day 14) and analyzed. After patch angioplasty, PD-1-positive cells were present. Inhibition of PD-1 using both intraperitoneal injection of humanized PD1 antibody as well as using patches coated with humanized PD1 antibody significantly decreased neointimal thickness (p = 0.0199). There were significantly fewer PD-1 (p = 0.0148), CD3 (p = 0.0072), CD68 (p = 0.0001), CD45 (p = 0.001), and PCNA (p < 0.0001)-positive cells, and PCNA/α-actin dual positive cells (p = 0.0005), in the treated groups. Patches coated with BMS-1 showed similarly decreased neointimal thickness and accumulation of inflammatory cells. Inhibition of PD-1 using PD-1 antibody or its inhibitor BMS-1 can significantly decrease neointimal thickness in vascular patches. Inhibition of the PD-1 pathway may be a promising therapeutic strategy to inhibit neointimal hyperplasia.