To further screen the core genes in EGFR.Sig and explore its relationship with the prognosis of cancer patients, five ML algorithms were used to analyze the importance of genes for tumor immunotherapy response in the training set (Supplementary Figures S1A-E). Here, EGFR is linked to neoplasm.