These results are consistent with a previous study that reported that the genetic algorithm plus XGBoost classifier had the most favorable performance and reached an accuracy of 0.836 for detecting EGFR in patients with NSCLC [61]. This evidence concerns the gene EGFR and non-small cell lung carcinoma.