Although quantitative imaging biomarkers are used in clinical care, mining of MRI images to derive quantitative signature based on large feature sets (radiomics) as a distinct approach is primarily a research endeavor in 2019. Approaches to have maximal clinical impact should combine knowledge of MRI physics, biologic sciences, computer vision, medicine and health economics