In this study, machine-learning models were developed and validated to predict the amplification status of the MDM2 gene, to differentiate between atypical lipomatous tumors and lipomas on preoperative MR images, and to compare the results to the performance of radiologists using an external test set. Here, MDM2 is linked to lipoma.