By comparing the peripheral blood immune cells of PD-1 mMAB sensitive and resistant patients, we comprehensively analyzed the transcriptomic characteristics of immune cells, and deciphered the dynamic changes of cell percentage, the heterogeneity of cell subtypes, and the interactions between cells, providing new knowledge for the biological basis of immunotherapy for esophageal cancer. The gene discussed is PDCD1; the disease is esophageal cancer.