KRAS and non-small cell lung carcinoma: 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.