Our study found that both serum carcinoembryonic antigen levels and tumor metastasis sites were correlated with the cancer response to PD-1 inhibitor treatment and could be integrated with imaging features to generate a radiomics model, and the radiomics model exhibited a good diagnostic performance and clinical application. The gene discussed is CEACAM5; the disease is neoplasm.