According to the results, the peritumoral region of lung adenocarcinoma may also provide important predictive information about EGFR mutations, with the best predictive performance achieved by combining intratumoral and peritumoral 4 mm radiomic features. This evidence concerns the gene EGFR and lung adenocarcinoma.