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Heilig CE, Laßmann A, Mughal SS, Mock A, Pirmann S, Teleanu V, Renner M, Andresen C, Köhler BC, Aybey B, Bauer S, Siveke JT, Hamacher R, Folprecht G, Richter S, Schröck E, Brandts CH, Ahrens M, Hohenberger P, Egerer G, Kindler T, Boerries M, Illert AL, von Bubnoff N, Apostolidis L, Jost PJ, Westphalen CB, Weichert W, Keilholz U, Klauschen F, Beck K, Winter U, Richter D, Möhrmann L, Bitzer M, Schulze-Osthoff K, Brors B, Mechtersheimer G, Kreutzfeldt S, Heining C, Lipka DB, Stenzinger A, Schlenk RF, Horak P, Glimm H, Hübschmann D, Fröhling S. Gene expression-based prediction of pazopanib efficacy in sarcoma. Eur J Cancer 2022; 172:107-118. [PMID: 35763870 DOI: 10.1016/j.ejca.2022.05.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Revised: 04/28/2022] [Accepted: 05/12/2022] [Indexed: 11/03/2022]
Abstract
BACKGROUND The multi-receptor tyrosine kinase inhibitor pazopanib is approved for the treatment of advanced soft-tissue sarcoma and has also shown activity in other sarcoma subtypes. However, its clinical efficacy is highly variable, and no reliable predictors exist to select patients who are likely to benefit from this drug. PATIENTS AND METHODS We analysed the molecular profiles and clinical outcomes of patients with pazopanib-treated sarcoma enrolled in a prospective observational study by the German Cancer Consortium, DKTK MASTER, that employs whole-genome/exome sequencing and transcriptome sequencing to inform the care of young adults with advanced cancer across histology and patients with rare cancers. RESULTS Among 109 patients with available whole-genome/exome sequencing data, there was no correlation between clinical parameters, specific genetic alterations or mutational signatures and clinical outcome. In contrast, the analysis of a subcohort of 62 patients who underwent molecular analysis before pazopanib treatment and had transcriptome sequencing data available showed that mRNA levels of NTRK3 (hazard ratio [HR] = 0.53, p = 0.021), IGF1R (HR = 1.82, p = 0.027) and KDR (HR = 0.50, p = 0.011) were independently associated with progression-free survival (PFS). Based on the expression of these multi-receptor tyrosine kinase genes, i.e. the features NTRK3-high, IGF1R-low and KDR-high, we developed a pazopanib efficacy predictor that stratified patients into three groups with significantly different PFS (p < 0.0001). Application of the pazopanib efficacy predictor to an independent cohort of patients with pazopanib-treated sarcoma from DKTK MASTER (n = 43) confirmed its potential to separate patient groups with significantly different PFS (p = 0.02), whereas no such association was observed in patients with sarcoma from DKTK MASTER (n = 97) or The Cancer Genome Atlas sarcoma cohort (n = 256) who were not treated with pazopanib. CONCLUSION A score based on the combined expression of NTRK3, IGF1R and KDR allows the identification of patients with sarcoma and with good, intermediate and poor outcome following pazopanib therapy and warrants prospective investigation as a predictive tool to optimise the use of this drug in the clinic.
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Affiliation(s)
- Christoph E Heilig
- Department of Translational Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany. https://twitter.com/ChrisHeiligMD
| | - Andreas Laßmann
- Department of Translational Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Sadaf S Mughal
- Division of Applied Bioinformatics, DKFZ, Heidelberg, Germany
| | - Andreas Mock
- Department of Translational Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany; Department of Medical Oncology, NCT Heidelberg and Heidelberg University Hospital, Heidelberg, Germany. https://twitter.com/am0ck
| | - Sebastian Pirmann
- Computational Oncology Group, Molecular Precision Oncology Program, NCT Heidelberg and DKFZ, Heidelberg, Germany
| | - Veronica Teleanu
- Department of Translational Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany; Department of Hematology, Oncology and Rheumatology, Heidelberg University Hospital, Heidelberg, Germany
| | - Marcus Renner
- Department of Translational Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ), Heidelberg, Germany; Institute of Pathology, Heidelberg University Hospital, Heidelberg, Germany
| | - Carolin Andresen
- Pattern Recognition and Digital Medicine Group, Heidelberg Institute for Stem Cell Technology and Experimental Medicine, Heidelberg, Germany
| | - Bruno C Köhler
- Department of Medical Oncology, NCT Heidelberg and Heidelberg University Hospital, Heidelberg, Germany. https://twitter.com/koehlerlab
| | - Bogac Aybey
- Division of Applied Bioinformatics, DKFZ, Heidelberg, Germany; Faculty of Biosciences, Heidelberg University, Heidelberg, Germany
| | - Sebastian Bauer
- Department of Medical Oncology, West German Cancer Center, University Hospital Essen, Essen, Germany; DKTK, Essen, Germany. https://twitter.com/seppobauer
| | - Jens T Siveke
- Department of Medical Oncology, West German Cancer Center, University Hospital Essen, Essen, Germany; DKTK, Essen, Germany; Division of Solid Tumor Translational Oncology, DKTK, Essen, and DKFZ, Heidelberg, Germany; Bridge Institute of Experimental Tumor Therapy, West German Cancer Center, University Hospital Essen, Essen, Germany
| | - Rainer Hamacher
- Department of Medical Oncology, West German Cancer Center, University Hospital Essen, Essen, Germany; DKTK, Essen, Germany
| | - Gunnar Folprecht
- Department of Medicine I, University Hospital Carl Gustav Carus, Technical University Dresden, Dresden, Germany
| | - Stephan Richter
- Department of Medicine I, University Hospital Carl Gustav Carus, Technical University Dresden, Dresden, Germany
| | - Evelin Schröck
- Institute for Clinical Genetics, Faculty of Medicine Carl Gustav Carus, Technical University Dresden, Dresden, Germany; Center for Personalized Oncology, University Hospital Carl Gustav Carus, Technical University Dresden, Dresden, Germany; DKTK, Dresden, Germany
| | - Christian H Brandts
- University Cancer Center (UCT) Frankfurt, University Hospital Frankfurt, Goethe University, Frankfurt, Germany; Department of Medicine, Hematology/Oncology, University Hospital Frankfurt, Goethe University, Frankfurt, Germany; Frankfurt Cancer Institute, Frankfurt, Germany; DKTK, Frankfurt, Germany
| | - Marit Ahrens
- Department of Medicine, Hematology/Oncology, University Hospital Frankfurt, Goethe University, Frankfurt, Germany
| | - Peter Hohenberger
- Department of Surgery, Mannheim University Medical Center, Heidelberg University, Mannheim, Germany; Sarcoma Unit, Interdisciplinary Tumor Center Mannheim, Mannheim University Medical Center, Heidelberg University, Mannheim, Germany
| | - Gerlinde Egerer
- Department of Hematology, Oncology and Rheumatology, Heidelberg University Hospital, Heidelberg, Germany
| | - Thomas Kindler
- UCT Mainz, Johannes Gutenberg University Mainz, Mainz, Germany; Department of Hematology, Medical Oncology and Pneumology, University Medical Center, Mainz, Germany; DKTK, Mainz, Germany
| | - Melanie Boerries
- Institute of Medical Bioinformatics and Systems Medicine, University of Freiburg Medical Center, Faculty of Medicine, University of Freiburg, Freiburg, Germany; Comprehensive Cancer Center Freiburg, University of Freiburg Medical Center, Faculty of Medicine, University of Freiburg, Freiburg, Germany; DKTK, Freiburg, Germany
| | - Anna L Illert
- Comprehensive Cancer Center Freiburg, University of Freiburg Medical Center, Faculty of Medicine, University of Freiburg, Freiburg, Germany; DKTK, Freiburg, Germany; Department of Internal Medicine I, University of Freiburg Medical Center, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Nikolas von Bubnoff
- Department of Internal Medicine I, University of Freiburg Medical Center, Faculty of Medicine, University of Freiburg, Freiburg, Germany; Department of Hematology and Oncology, University Hospital of Schleswig-Holstein, Lübeck, Germany
| | - Leonidas Apostolidis
- Department of Medical Oncology, NCT Heidelberg and Heidelberg University Hospital, Heidelberg, Germany
| | - Philipp J Jost
- Department of Hematology and Oncology, Klinikum Rechts der Isar, Technical University Munich, Munich, Germany; Division of Clinical Oncology, Department of Medicine, Medical University of Graz, Graz, Austria; DKTK, Munich, Germany
| | - C Benedikt Westphalen
- DKTK, Munich, Germany; Comprehensive Cancer Center, University Hospital, Ludwig Maximilians University Munich, Munich, Germany; Department of Medicine III, University Hospital, Ludwig Maximilians University Munich, Munich, Germany
| | - Wilko Weichert
- DKTK, Munich, Germany; Institute of Pathology, Technical University Munich, Munich, Germany
| | - Ulrich Keilholz
- Charité Comprehensive Cancer Center, Charité - Universitätsmedizin Berlin, Berlin, Germany; DKTK, Berlin, Germany
| | - Frederick Klauschen
- DKTK, Berlin, Germany; Institute of Pathology, Charité - Universitätsmedizin Berlin, And Berlin Institute of Health, Berlin, Germany; Institute of Pathology, Ludwig Maximilians University Munich, Munich, Germany
| | - Katja Beck
- Department of Translational Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Ulrike Winter
- Department of Translational Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Daniela Richter
- Center for Personalized Oncology, University Hospital Carl Gustav Carus, Technical University Dresden, Dresden, Germany; DKTK, Dresden, Germany; Department of Translational Medical Oncology, NCT Dresden and DKFZ, Dresden, Germany
| | - Lino Möhrmann
- Center for Personalized Oncology, University Hospital Carl Gustav Carus, Technical University Dresden, Dresden, Germany; DKTK, Dresden, Germany; Department of Translational Medical Oncology, NCT Dresden and DKFZ, Dresden, Germany
| | - Michael Bitzer
- Department of Internal Medicine I, University Hospital, Eberhard-Karls University, Tübingen, Germany; DKTK, Tübingen, Germany
| | - Klaus Schulze-Osthoff
- DKTK, Tübingen, Germany; Department of Molecular Medicine, Interfaculty Institute for Biochemistry, University of Tübingen, Tübingen, Germany
| | - Benedikt Brors
- German Cancer Consortium (DKTK), Heidelberg, Germany; Division of Applied Bioinformatics, DKFZ, Heidelberg, Germany
| | | | - Simon Kreutzfeldt
- Department of Translational Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Christoph Heining
- Center for Personalized Oncology, University Hospital Carl Gustav Carus, Technical University Dresden, Dresden, Germany; DKTK, Dresden, Germany; Department of Translational Medical Oncology, NCT Dresden and DKFZ, Dresden, Germany. https://twitter.com/ChrisHeining
| | - Daniel B Lipka
- Department of Translational Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany. https://twitter.com/dblipka1
| | - Albrecht Stenzinger
- German Cancer Consortium (DKTK), Heidelberg, Germany; Institute of Pathology, Heidelberg University Hospital, Heidelberg, Germany
| | - Richard F Schlenk
- German Cancer Consortium (DKTK), Heidelberg, Germany; Department of Medical Oncology, NCT Heidelberg and Heidelberg University Hospital, Heidelberg, Germany; Department of Hematology, Oncology and Rheumatology, Heidelberg University Hospital, Heidelberg, Germany; NCT Trial Center, NCT Heidelberg and DKFZ, Heidelberg, Germany
| | - Peter Horak
- Department of Translational Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany. https://twitter.com/PeterHorak_MD
| | - Hanno Glimm
- Center for Personalized Oncology, University Hospital Carl Gustav Carus, Technical University Dresden, Dresden, Germany; DKTK, Dresden, Germany; Department of Translational Medical Oncology, NCT Dresden and DKFZ, Dresden, Germany
| | - Daniel Hübschmann
- German Cancer Consortium (DKTK), Heidelberg, Germany; Computational Oncology Group, Molecular Precision Oncology Program, NCT Heidelberg and DKFZ, Heidelberg, Germany; Pattern Recognition and Digital Medicine Group, Heidelberg Institute for Stem Cell Technology and Experimental Medicine, Heidelberg, Germany
| | - Stefan Fröhling
- Department of Translational Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany.
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