For the study, researchers analysed images from heart magnetic resonance imaging (MRI) scans using a new toolkit called radiomics, developed in collaboration with the University of Barcelona, to get highly detailed information about the shape and texture of the heart. Using their novel approach, the researchers studied heart MRI scans from almost 30,000 people from the UK Biobank - a large-scale biomedical database and research resource - to look at the overall shape and structure of the heart in detail. They found that for all the key risk factors studied the heart muscle was darker in appearance and had a smoother, less complex texture.