Furthermore, we extensively investigated and verified the predictive effectiveness of EGFR.Sig for immunotherapy response and identified hub genes in EGFR.Sig (Hub-EGFR.Sig) with the help of multiple machine learning (ML) algorithms to explore the relationship between EGFR and cancer prognosis. Here, EGFR is linked to cancer.