These include CD3+PD-1+, CD4+PD-1+, CD8+PD-1+, CD4/CD8, LYM%, MON%, WBC, NLR, MLR, ΔCEA%, CYFRA21-1, LDH, tumor types and age. Here, CD8A is linked to neoplasm.