In conclusion, this study highlights critical insights into how the nsSNPs in coding and non-coding regions within the PDCD1 gene can affect its structure, function, and regulation, indicating their important roles in immune checkpoint modulation and cancer susceptibility. The gene discussed is PDCD1; the disease is cancer.