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2026
Deep Learning-derived Sarcopenia Marker Predicts Benefit from Anti-EGFR Therapy in Patients with RAS Wild-Type Metastatic Colorectal Cancer
Julius Keyl, René Hosch, Fabian Hörst, Philipp Keyl, Amin Dada, Johannes Haubold, Jannis Straus, Jan Egger, Arndt Stahler, Annika Kurreck, Alexej Ballhausen, Sebastian Stintzing, Stefan Fruehauf, Lothar Müller, Annabel H. S. Alig, Tanja Trarbach, Sylvia Hartmann, Felix Nensa, Jens Kleesiek, Stefan Kasper, Martin Schuler, Dominik P. Modest
Clinical Cancer Research
Abstract
Purpose: The benefit of treatment intensification in metastatic colorectal cancer (mCRC) may be influenced by host-related factors that are not accounted for in clinical trials or standard care. We investigated the prognostic and predictive value of muscle-bone ratio (MBR), a sarcopenia marker automatically derived from computed tomography (CT) images, in mCRC patients from the prospective PanaMa study and a real-world validation cohort. Experimental Design: PanaMa (AIO KRK 0212; NCT01991873) randomized patients with RAS wild-type mCRC, following induction therapy, to maintenance therapy with fluorouracil and folinic acid (FU/FA) with or without panitumumab (Pmab). MBR was automatically calculated from baseline CT images using a validated deep learning model, and patients were stratified by MBR tertiles. Associations with progression-free survival (PFS) and overall survival (OS) were studied using Kaplan-Meier and Cox regression analyses. A retrospective real-world cohort of mCRC patients treated with cetuximab was used for validation. Results: Pre-maintenance CT images were available for 189 of 248 randomized patients (76.2%) from PanaMa. In patients receiving FU/FA+Pmab, high MBR was associated with longer PFS (HR 0.43, 95% CI: 0.25-0.73, P=0.002) and OS (HR 0.41, 95% CI: 0.21-0.77, P=0.006), while no association was observed in patients receiving FU/FA alone. Pmab provided a PFS benefit only in patients with high MBR (HR 0.42, 95% CI: 0.24-0.73, P=0.002). The association of high MBR with superior PFS (P=0.002) and OS (P<0.001) was confirmed in the real-world cohort. Conclusions: The benefit of anti-EGFR therapy in mCRC is confined to patients with high MBR. Automated sarcopenia assessment holds promise for personalized treatment intensification in mCRC.
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