Furthermore, radiomics performance showed to be similar to classification by two expert radiologists, and thus our radiomics model accurately differentiates between lipoma and ALT in a diverse group of patients, providing an accurate, non-invasive biomarker possibly limiting the need for invasive diagnostics (e.g., biopsy). Here, GPT is linked to lipoma.