Compared to IDH1 prediction methods based on image analysis, DLR combines the steps of image segmentation and feature extraction, and it efficiently avoids error propagation and could provide features with more comprehensive representation of the tumor regions that are relevant to the tumor molecular phenotype. This evidence concerns the gene IDH1 and neoplasm.