Multivariable analysis using Cox proportional hazard model and propensity score-matched analysis revealed that the combination of EGFR mutation and the presence of high-grade patterns was associated with poor RFS in resected stage I lung adenocarcinoma. This evidence concerns the gene EGFR and lung adenocarcinoma.