Making the most of the imaging we have: using head MRI to estimate body composition.

•We compared body composition using brain MRI with previously proven abdominal CT.•Fat and muscle volumes of the extracranial compartment can be measured by MRI.•Muscle volume in the face does not correlate with abdominal muscle volume.•Fat volume in the face can be used as a surrogate for abdominal fat volume.