Thus, we attempt to segment rectal cancer via 3D V-Net on T2WI and DWI and then compare the performance of radiomics in predicting the KRAS/NRAS/BRAF status between DL-based auto segmentation and manual-based segmentation. Here, KRAS is linked to rectal cancer.