All variables were analyzed by LASSO regression, and when the λ coefficient decreased to the optimum as the number of variables increased (Figure 3B), four variables with non-zero coefficients were selected: Tumor area CD3+, PDL1+, CD3+PD-L1+, CD4+PD-1+ (Figure 5A). The gene discussed is CD274; the disease is neoplasm.