In this study, we investigate the radiomic signature of KRAS mutations and the transferability of classification models in NSCLC by taking a publicly available NSCLC dataset [13] from The Cancer Imaging Archive (TCIA) [14] and a local dataset into account for model training and testing. The gene discussed is KRAS; the disease is cancer.