The present invention relates to systems, compositions, and methods for quantification of joint cartilage from magnetic resonance imaging. In particular, the present invention relates to the use of a universal coordinate to identify informative locations in joints that reflect cartilage loss throughout the joint, reduce the burden of measuring joint cartilage, and allow for the calculation of a more sensitive measure of cartilage loss than traditional cartilage segmentation methods.