Furthermore, Shiri et al. [22] established a stochastic gradient descent model with semantic radiographic features and reported that the model exhibited satisfactory performance in identifying patients with NSCLC harboring the EGFR or KRAS mutation. This evidence concerns the gene EGFR and non-small cell lung carcinoma.