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Werner T, Fahrner M, Schilling O. Advancements in mass spectrometry-based proteomics: a new era in pathology research and diagnostics. PATHOLOGIE (HEIDELBERG, GERMANY) 2024:10.1007/s00292-024-01390-x. [PMID: 39508868 DOI: 10.1007/s00292-024-01390-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 10/11/2024] [Indexed: 11/15/2024]
Abstract
BACKGROUND Mass spectrometry (MS)-based proteomics is rapidly transforming pathology research and diagnostics by enabling comprehensive studies of protein expression and post-translational modifications (PTMs). OBJECTIVE This article discusses recent advancements in MS-based proteomics, focusing on emerging technologies in sample preparation, MS instrumentation, and data analysis. These developments are scrutinized for their applications in clinical cohort studies and molecular pathology diagnostics. MATERIALS AND METHODS The article reviews innovations in automated sample preparation, chromatography systems, advanced MS technologies, and proteomic data analysis in the context of pathology. Specific applications such as liquid biopsy, spike-in heavy peptide panels, immunopeptidomics, and PTM screening are highlighted alongside opportunities for data integration. RESULTS Recent technological improvements have significantly increased the throughput, precision, and scope of proteomic studies, enabling the analysis of large clinical cohorts and small specimens with unprecedented sensitivity. Advanced MS techniques have broadened applications, opening new avenues for discovery and diagnosis of marker proteins and therapeutic targets. CONCLUSION Advancements in MS-based proteomics have created new opportunities in clinical research and diagnostics. By facilitating more comprehensive and integrated analyses of proteomes, these technologies are set to play a pivotal role in the future of personalized medicine and pathology research.
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Affiliation(s)
- Tilman Werner
- Institut für klinische Pathologie, Universitätsklinikum Freiburg, Breisacher Straße 115a, 79106, Freiburg im Breisgau, Germany.
| | - Matthias Fahrner
- Institut für klinische Pathologie, Universitätsklinikum Freiburg, Breisacher Straße 115a, 79106, Freiburg im Breisgau, Germany
| | - Oliver Schilling
- Institut für klinische Pathologie, Universitätsklinikum Freiburg, Breisacher Straße 115a, 79106, Freiburg im Breisgau, Germany
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Kuehn JC, Metzger P, Neidert N, Matysiak U, Gräßel L, Philipp U, Bleul S, Pauli T, Falkenstein J, Bertemes H, Cysar S, Hess ME, Frey AV, Duque-Afonso J, Schorb E, Machein M, Beck J, Schnell O, von Bubnoff N, Illert AL, Peters C, Brummer T, Prinz M, Miething C, Becker H, Lassmann S, Werner M, Börries M, Duyster J, Heiland DH, Sankowski R, Scherer F. Comprehensive genetic profiling and molecularly guided treatment for patients with primary CNS tumors. NPJ Precis Oncol 2024; 8:180. [PMID: 39143272 PMCID: PMC11324882 DOI: 10.1038/s41698-024-00674-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2024] [Accepted: 08/07/2024] [Indexed: 08/16/2024] Open
Abstract
Despite major advances in molecular profiling and classification of primary brain tumors, personalized treatment remains limited for most patients. Here, we explored the feasibility of individual molecular profiling and the efficacy of biomarker-guided therapy for adult patients with primary brain cancers in the real-world setting within the molecular tumor board Freiburg, Germany. We analyzed genetic profiles, personalized treatment recommendations, and clinical outcomes of 102 patients with 21 brain tumor types. Alterations in the cell cycle, BRAF, and mTOR pathways most frequently led to personalized treatment recommendations. Molecularly informed therapies were recommended in 71% and implemented in 32% of patients with completed molecular diagnostics. The disease control rate following targeted treatment was 50% and the overall response rate was 30%, with a progression-free survival 2/1 ratio of at least 1.3 in 31% of patients. This study highlights the efficacy of molecularly guided treatment and the need for biomarker-stratified trials in brain cancers.
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Affiliation(s)
- Julia C Kuehn
- Department of Medicine I, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Patrick Metzger
- Institute of Medical Bioinformatics and Systems Medicine, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Nicolas Neidert
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Department of Neurosurgery, Medical Center-University of Freiburg, Faculty of Medicine Freiburg, University of Freiburg, Freiburg, Germany
- German Cancer Consortium (DKTK Partner site Freiburg, a partnership between DKFZ and Medical Center-University of Freiburg, Heidelberg, Germany
| | - Uta Matysiak
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Institute for Surgical Pathology, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Linda Gräßel
- Department of Medicine I, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Ulrike Philipp
- Department of Medicine I, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Sabine Bleul
- Department of Medicine I, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Thomas Pauli
- Institute of Medical Bioinformatics and Systems Medicine, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Julia Falkenstein
- Department of Medicine I, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Henriette Bertemes
- Department of Medicine I, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Stepan Cysar
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Institute for Surgical Pathology, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Maria Elena Hess
- Institute of Medical Bioinformatics and Systems Medicine, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Faculty of Biology, University of Freiburg, Freiburg, Germany
| | - Anna Verena Frey
- Institute for Surgical Pathology, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Jesús Duque-Afonso
- Department of Medicine I, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Elisabeth Schorb
- Department of Medicine I, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Marcia Machein
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Department of Neurosurgery, Medical Center-University of Freiburg, Faculty of Medicine Freiburg, University of Freiburg, Freiburg, Germany
| | - Jürgen Beck
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Department of Neurosurgery, Medical Center-University of Freiburg, Faculty of Medicine Freiburg, University of Freiburg, Freiburg, Germany
| | - Oliver Schnell
- Department of Neurosurgery, Medical Center-University of Freiburg, Faculty of Medicine Freiburg, University of Freiburg, Freiburg, Germany
- Department of Neurosurgery, Universitätsklinikum Erlangen, Friedrich-Alexander University (FAU) Erlangen-Nürnberg, Erlangen, Germany
| | - Nikolas von Bubnoff
- Department of Hematology and Oncology, University Hospital Schleswig-Holstein, Luebeck, Germany
| | - Anna L Illert
- Department of Medicine I, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- German Cancer Consortium (DKTK Partner site Freiburg, a partnership between DKFZ and Medical Center-University of Freiburg, Heidelberg, Germany
- Department of Medicine III, Faculty of Medicine, Klinikum Rechts der Isar, Technical University Munich (TUM), Munich, Germany
| | - Christoph Peters
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Tilman Brummer
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- German Cancer Consortium (DKTK Partner site Freiburg, a partnership between DKFZ and Medical Center-University of Freiburg, Heidelberg, Germany
- Signalling Research Centres BIOSS and CIBSS, University of Freiburg, Freiburg, Germany
- Institute of Molecular Medicine and Cell Research, ZBMZ, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Marco Prinz
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- German Cancer Consortium (DKTK Partner site Freiburg, a partnership between DKFZ and Medical Center-University of Freiburg, Heidelberg, Germany
- Signalling Research Centres BIOSS and CIBSS, University of Freiburg, Freiburg, Germany
- Institute of Neuropathology, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Cornelius Miething
- Department of Medicine I, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Heiko Becker
- Department of Medicine I, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- German Cancer Consortium (DKTK Partner site Freiburg, a partnership between DKFZ and Medical Center-University of Freiburg, Heidelberg, Germany
| | - Silke Lassmann
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- German Cancer Consortium (DKTK Partner site Freiburg, a partnership between DKFZ and Medical Center-University of Freiburg, Heidelberg, Germany
- Institute for Surgical Pathology, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Martin Werner
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- German Cancer Consortium (DKTK Partner site Freiburg, a partnership between DKFZ and Medical Center-University of Freiburg, Heidelberg, Germany
- Institute for Surgical Pathology, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Melanie Börries
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Institute of Medical Bioinformatics and Systems Medicine, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- German Cancer Consortium (DKTK Partner site Freiburg, a partnership between DKFZ and Medical Center-University of Freiburg, Heidelberg, Germany
| | - Justus Duyster
- Department of Medicine I, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- German Cancer Consortium (DKTK Partner site Freiburg, a partnership between DKFZ and Medical Center-University of Freiburg, Heidelberg, Germany
| | - Dieter H Heiland
- Department of Neurosurgery, Medical Center-University of Freiburg, Faculty of Medicine Freiburg, University of Freiburg, Freiburg, Germany
- Department of Neurosurgery, Universitätsklinikum Erlangen, Friedrich-Alexander University (FAU) Erlangen-Nürnberg, Erlangen, Germany
| | - Roman Sankowski
- German Cancer Consortium (DKTK Partner site Freiburg, a partnership between DKFZ and Medical Center-University of Freiburg, Heidelberg, Germany
- Institute of Neuropathology, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Florian Scherer
- Department of Medicine I, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany.
- Comprehensive Cancer Center Freiburg, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany.
- German Cancer Consortium (DKTK Partner site Freiburg, a partnership between DKFZ and Medical Center-University of Freiburg, Heidelberg, Germany.
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Huber M, Brummer T. Enzyme Is the Name-Adapter Is the Game. Cells 2024; 13:1249. [PMID: 39120280 PMCID: PMC11311582 DOI: 10.3390/cells13151249] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Revised: 07/15/2024] [Accepted: 07/16/2024] [Indexed: 08/10/2024] Open
Abstract
Signaling proteins in eukaryotes usually comprise a catalytic domain coupled to one or several interaction domains, such as SH2 and SH3 domains. An additional class of proteins critically involved in cellular communication are adapter or scaffold proteins, which fulfill their purely non-enzymatic functions by organizing protein-protein interactions. Intriguingly, certain signaling enzymes, e.g., kinases and phosphatases, have been demonstrated to promote particular cellular functions by means of their interaction domains only. In this review, we will refer to such a function as "the adapter function of an enzyme". Though many stories can be told, we will concentrate on several proteins executing critical adapter functions in cells of the immune system, such as Bruton´s tyrosine kinase (BTK), phosphatidylinositol 3-kinase (PI3K), and SH2-containing inositol phosphatase 1 (SHIP1), as well as in cancer cells, such as proteins of the rat sarcoma/extracellular signal-regulated kinase (RAS/ERK) mitogen-activated protein kinase (MAPK) pathway. We will also discuss how these adaptor functions of enzymes determine or even undermine the efficacy of targeted therapy compounds, such as ATP-competitive kinase inhibitors. Thereby, we are highlighting the need to develop pharmacological approaches, such as proteolysis-targeting chimeras (PROTACs), that eliminate the entire protein, and thus both enzymatic and adapter functions of the signaling protein. We also review how genetic knock-out and knock-in approaches can be leveraged to identify adaptor functions of signaling proteins.
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Affiliation(s)
- Michael Huber
- Institute of Biochemistry and Molecular Immunology, Medical Faculty, RWTH Aachen University, 52074 Aachen, Germany
| | - Tilman Brummer
- Institute of Molecular Medicine and Cell Research, IMMZ, Faculty of Medicine, University of Freiburg, 79104 Freiburg, Germany
- German Cancer Consortium (DKTK), Partner Site Freiburg and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
- Center for Biological Signalling Studies BIOSS, University of Freiburg, 79104 Freiburg, Germany
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Thiery J, Fahrner M. Integration of proteomics in the molecular tumor board. Proteomics 2024; 24:e2300002. [PMID: 38143279 DOI: 10.1002/pmic.202300002] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Revised: 12/03/2023] [Accepted: 12/05/2023] [Indexed: 12/26/2023]
Abstract
Cancer remains one of the most complex and challenging diseases in mankind. To address the need for a personalized treatment approach for particularly complex tumor cases, molecular tumor boards (MTBs) have been initiated. MTBs are interdisciplinary teams that perform in-depth molecular diagnostics to cooperatively and interdisciplinarily advise on the best therapeutic strategy. Current molecular diagnostics are routinely performed on the transcriptomic and genomic levels, aiming to identify tumor-driving mutations. However, these approaches can only partially capture the actual phenotype and the molecular key players of tumor growth and progression. Thus, direct investigation of the expressed proteins and activated signaling pathways provide valuable complementary information on the tumor-driving molecular characteristics of the tissue. Technological advancements in mass spectrometry-based proteomics enable the robust, rapid, and sensitive detection of thousands of proteins in minimal sample amounts, paving the way for clinical proteomics and the probing of oncogenic signaling activity. Therefore, proteomics is currently being integrated into molecular diagnostics within MTBs and holds promising potential in aiding tumor classification and identifying personalized treatment strategies. This review introduces MTBs and describes current clinical proteomics, its potential in precision oncology, and highlights the benefits of multi-omic data integration.
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Affiliation(s)
- Johanna Thiery
- Institute for Surgical Pathology, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Matthias Fahrner
- Institute for Surgical Pathology, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- German Cancer Consortium (DKTK) and Cancer Research Center (DKFZ), Freiburg, Germany
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5
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Metzger P, Boerries M. [The collaborative project "Personalized medicine for oncology" (PM4Onco) as part of the Medical Informatics Initiative (MII)]. Bundesgesundheitsblatt Gesundheitsforschung Gesundheitsschutz 2024; 67:668-675. [PMID: 38739266 PMCID: PMC11166753 DOI: 10.1007/s00103-024-03886-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/25/2024] [Indexed: 05/14/2024]
Abstract
The collaborative project Personalized Medicine for Oncology (PM4Onco) was launched in 2023 as part of the National Decade against Cancer (NKD) and is executed within the Medical Informatics Initiative (MII). Its aim is to establish a sustainable infrastructure for the integration and use of data from clinical and biomedical research and therefore combines the experience and preliminary work of all four consortia of the MII and the leading oncology centers in Germany. The data provided by PM4Onco will be prepared in a suitable form to support decision making in molecular tumor boards. This concept and infrastructure will be extended to 23 participating partner sites and thus improve access to targeted therapies based on clinical information and analysis of molecular genetic alterations in tumors at different stages of the disease. This will help to improve the treatment and prognosis of tumor diseases.Clinical cancer registries are involved in the project to improve data quality through standardized documentation routines. Clinical experts advise on the expansion of the core datasets for personalized medicine (PM). Information on quality of life and treatment outcomes reported by patients in questionnaires, which is rarely collected outside of clinical trials, will make a significant contribution. Patient representatives are involved from the onset to ensure that the important perspective of patients is taken into account in the decision-making process. PM4Onco thus creates an alliance between the MII, oncological centers of excellence, clinical cancer registries, young scientists, patients, and citizens to strengthen and advance PM in cancer therapy.
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Affiliation(s)
- Patrick Metzger
- Institut für Medizinische Bioinformatik und Systemmedizin (IBSM), Universitätsklinikum Freiburg, Medizinische Fakultät, Universität Freiburg, Breisacher Straße 153, 79110, Freiburg, Deutschland
| | - Melanie Boerries
- Institut für Medizinische Bioinformatik und Systemmedizin (IBSM), Universitätsklinikum Freiburg, Medizinische Fakultät, Universität Freiburg, Breisacher Straße 153, 79110, Freiburg, Deutschland.
- Deutsches Konsortium für Translationale Krebsforschung (DKTK), Standort Freiburg, Kooperation zwischen DKFZ und Universitätsklinikum Freiburg, Universität Freiburg, Freiburg, Deutschland.
- Comprehensive Cancer Center Freiburg (CCCF), Universitätsklinikum Freiburg, Universität Freiburg, Freiburg, Deutschland.
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Lörsch AM, Jung J, Lange S, Pfarr N, Mogler C, Illert AL. [Personalized medicine in oncology]. PATHOLOGIE (HEIDELBERG, GERMANY) 2024; 45:180-189. [PMID: 38568256 DOI: 10.1007/s00292-024-01315-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 02/16/2024] [Indexed: 04/26/2024]
Abstract
Due to the considerable technological progress in molecular and genetic diagnostics as well as increasing insights into the molecular pathogenesis of diseases, there has been a fundamental paradigm shift in the past two decades from a "one-size-fits-all approach" to personalized, molecularly informed treatment strategies. Personalized medicine or precision medicine focuses on the genetic, physiological, molecular, and biochemical differences between individuals and considers their effects on the development, prevention, and treatment of diseases. As a pioneer of personalized medicine, the field of oncology is particularly noteworthy, where personalized diagnostics and treatment have led to lasting change in the treatment of cancer patients in recent years. In this article, the significant change towards personalized treatment concepts, especially in the field of personalized oncology, will be discussed and examined in more detail.
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Affiliation(s)
- Alisa Martina Lörsch
- Zentrum für Personalisierte Medizin (ZPM), Klinikum rechts der Isar, Technische Universität München, Ismaninger Str. 22, 81675, München, Deutschland
- Klinik und Poliklinik für Innere Medizin III, Hämatologie und Onkologie, Klinikum rechts der Isar, Technische Universität München, München, Deutschland
- Bayerisches Zentrum für Krebsforschung (BZKF), Standort Technische Universität München, München, Deutschland
| | - Johannes Jung
- Zentrum für Personalisierte Medizin (ZPM), Klinikum rechts der Isar, Technische Universität München, Ismaninger Str. 22, 81675, München, Deutschland
- Klinik und Poliklinik für Innere Medizin III, Hämatologie und Onkologie, Klinikum rechts der Isar, Technische Universität München, München, Deutschland
- Bayerisches Zentrum für Krebsforschung (BZKF), Standort Technische Universität München, München, Deutschland
- Deutsches Konsortium für Translationale Krebsforschung (DKTK), Standort München, München, Deutschland
| | - Sebastian Lange
- Zentrum für Personalisierte Medizin (ZPM), Klinikum rechts der Isar, Technische Universität München, Ismaninger Str. 22, 81675, München, Deutschland
- Bayerisches Zentrum für Krebsforschung (BZKF), Standort Technische Universität München, München, Deutschland
- Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technische Universität München, München, Deutschland
- Comprehensive Cancer Center München, Klinikum rechts der Isar, Technische Universität München, München, Deutschland
| | - Nicole Pfarr
- Zentrum für Personalisierte Medizin (ZPM), Klinikum rechts der Isar, Technische Universität München, Ismaninger Str. 22, 81675, München, Deutschland
- Bayerisches Zentrum für Krebsforschung (BZKF), Standort Technische Universität München, München, Deutschland
- Deutsches Konsortium für Translationale Krebsforschung (DKTK), Standort München, München, Deutschland
- Institut für Allgemeine Pathologie und Pathologische Anatomie, Technische Universität München, München, Deutschland
| | - Carolin Mogler
- Zentrum für Personalisierte Medizin (ZPM), Klinikum rechts der Isar, Technische Universität München, Ismaninger Str. 22, 81675, München, Deutschland
- Bayerisches Zentrum für Krebsforschung (BZKF), Standort Technische Universität München, München, Deutschland
- Deutsches Konsortium für Translationale Krebsforschung (DKTK), Standort München, München, Deutschland
- Comprehensive Cancer Center München, Klinikum rechts der Isar, Technische Universität München, München, Deutschland
- Institut für Allgemeine Pathologie und Pathologische Anatomie, Technische Universität München, München, Deutschland
| | - Anna Lena Illert
- Zentrum für Personalisierte Medizin (ZPM), Klinikum rechts der Isar, Technische Universität München, Ismaninger Str. 22, 81675, München, Deutschland.
- Klinik und Poliklinik für Innere Medizin III, Hämatologie und Onkologie, Klinikum rechts der Isar, Technische Universität München, München, Deutschland.
- Bayerisches Zentrum für Krebsforschung (BZKF), Standort Technische Universität München, München, Deutschland.
- Deutsches Konsortium für Translationale Krebsforschung (DKTK), Standort München, München, Deutschland.
- Comprehensive Cancer Center München, Klinikum rechts der Isar, Technische Universität München, München, Deutschland.
- Klinik für Innere Medizin I, Abteilung für Hämatologie, Onkologie und Stammzelltransplantation, Universitätsklinikum Freiburg, Freiburg, Deutschland.
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7
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Michaelis J, Himmelsbach R, Metzger P, Lassmann S, Börries M, Werner M, Miething C, Höfflin R, Illert AL, Duyster J, Becker H, Sigle A, Gratzke C, Grabbert M. Primary Results of Patients with Genitourinary Malignancies Presented at a Molecular Tumor Board. Urol Int 2024; 108:383-391. [PMID: 38626735 DOI: 10.1159/000538908] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2024] [Accepted: 04/11/2024] [Indexed: 04/18/2024]
Abstract
INTRODUCTION Personalized medicine poses great opportunities and challenges. While the therapeutic landscape markedly expands, descriptions about status, clinical implementation and real-world benefits of precision oncology and molecular tumor boards (MTB) remain sparse, particularly in the field of genitourinary (GU) cancer. Hence, this study characterized urological MTB cases to better understand the potential role of MTB in uro-oncology. METHODS We analyzed patients with complete data sets being reviewed at an MTB from January 2019 to October 2022, focusing on results of molecular analysis and treatment recommendations. RESULTS We evaluated 102 patients with GU cancer with a mean patient age of 61.7 years. Prostate cancer (PCa) was the most frequent entity with 52.9% (54/102), followed by bladder cancer (18.6%, 19/102) and renal cell carcinoma (14.7%, 15/102). On average, case presentation at MTB took place 54.9 months after initial diagnosis and after 2.7 previous lines of therapy. During the study period, 49.0% (50/102) of patients deceased. Additional MTB-based treatment recommendations were achieved in a majority of 68.6% (70/102) of patients, with a recommendation for targeted therapy in 64.3% (45/70) of these patients. Only 6.7% (3/45) of patients - due to different reasons - received the recommended MTB-based therapy though, with 33% (1/3) of patients reaching disease control. Throughout the MTB study period, GU cancer case presentations and treatment recommendations increased, while the time interval between initial presentation and final therapy recommendation were decreasing over time. CONCLUSION Presentation of uro-oncological patients at the MTB is a highly valuable measure for clinical decision-making. Prospectively, earlier presentation of patients at the MTB and changing legislative issues regarding comprehensive molecular testing and targeted treatment approval might further improve patients' benefits from comprehensive molecular diagnostics.
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Affiliation(s)
- Jakob Michaelis
- Department of Urology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Ruth Himmelsbach
- Department of Urology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Patrick Metzger
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Institute of Medical Bioinformatics and Systems Medicine, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Molecular Tumorboard Network (MTB) Freiburg, Freiburg, Germany AND German Cancer Consortium (DKTK), Partner Site Freiburg of the German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Silke Lassmann
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Molecular Tumorboard Network (MTB) Freiburg, Freiburg, Germany AND German Cancer Consortium (DKTK), Partner Site Freiburg of the German Cancer Research Center (DKFZ), Heidelberg, Germany
- Institute for Surgical Pathology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Melanie Börries
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Institute of Medical Bioinformatics and Systems Medicine, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Molecular Tumorboard Network (MTB) Freiburg, Freiburg, Germany AND German Cancer Consortium (DKTK), Partner Site Freiburg of the German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Martin Werner
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Molecular Tumorboard Network (MTB) Freiburg, Freiburg, Germany AND German Cancer Consortium (DKTK), Partner Site Freiburg of the German Cancer Research Center (DKFZ), Heidelberg, Germany
- Institute for Surgical Pathology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Cornelius Miething
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Molecular Tumorboard Network (MTB) Freiburg, Freiburg, Germany AND German Cancer Consortium (DKTK), Partner Site Freiburg of the German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Rouven Höfflin
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Molecular Tumorboard Network (MTB) Freiburg, Freiburg, Germany AND German Cancer Consortium (DKTK), Partner Site Freiburg of the German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Anna L Illert
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Molecular Tumorboard Network (MTB) Freiburg, Freiburg, Germany AND German Cancer Consortium (DKTK), Partner Site Freiburg of the German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Justus Duyster
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Molecular Tumorboard Network (MTB) Freiburg, Freiburg, Germany AND German Cancer Consortium (DKTK), Partner Site Freiburg of the German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Heiko Becker
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Molecular Tumorboard Network (MTB) Freiburg, Freiburg, Germany AND German Cancer Consortium (DKTK), Partner Site Freiburg of the German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - August Sigle
- Department of Urology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Molecular Tumorboard Network (MTB) Freiburg, Freiburg, Germany AND German Cancer Consortium (DKTK), Partner Site Freiburg of the German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Christian Gratzke
- Department of Urology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Markus Grabbert
- Department of Urology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Molecular Tumorboard Network (MTB) Freiburg, Freiburg, Germany AND German Cancer Consortium (DKTK), Partner Site Freiburg of the German Cancer Research Center (DKFZ), Heidelberg, Germany
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8
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Renner C, Reimer N, Christoph J, Busch H, Metzger P, Boerries M, Ustjanzew A, Boehm D, Unberath P. Extending cBioPortal for Therapy Recommendation Documentation in Molecular Tumor Boards: Development and Usability Study. JMIR Med Inform 2023; 11:e50017. [PMID: 38079196 PMCID: PMC10750236 DOI: 10.2196/50017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Revised: 09/02/2023] [Accepted: 09/17/2023] [Indexed: 12/28/2023] Open
Abstract
BACKGROUND In molecular tumor boards (MTBs), patients with rare or advanced cancers are discussed by a multidisciplinary team of health care professionals. Software support for MTBs is lacking; in particular, tools for preparing and documenting MTB therapy recommendations need to be developed. OBJECTIVE We aimed to implement an extension to cBioPortal to provide a tool for the documentation of therapy recommendations from MTB sessions in a secure and standardized manner. The developed extension should be embedded in the patient view of cBioPortal to enable easy documentation during MTB sessions. The resulting architecture for storing therapy recommendations should be integrable into various hospital information systems. METHODS On the basis of a requirements analysis and technology analysis for authentication techniques, a prototype was developed and iteratively refined through a user-centered development process. In conclusion, the tool was evaluated via a usability evaluation, including interviews, structured questionnaires, and the System Usability Scale. RESULTS The patient view of cBioPortal was extended with a new tab that enables users to document MTB sessions and therapy recommendations. The role-based access control was expanded to allow for a finer distinction among the rights to view, edit, and delete data. The usability evaluation showed overall good usability and a System Usability Scale score of 83.57. CONCLUSIONS This study demonstrates how cBioPortal can be extended to not only visualize MTB patient data but also be used as a documentation platform for therapy recommendations.
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Affiliation(s)
- Christopher Renner
- Chair of Medical Informatics, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany
| | - Niklas Reimer
- Group for Medical Systems Biology, Lübeck Institute of Experimental, Universität zu Lübeck, Lübeck, Germany
- Campus Lübeck, University Cancer Center Schleswig-Holstein, University Hospital Schleswig-Holstein, Lübeck, Germany
| | - Jan Christoph
- Chair of Medical Informatics, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany
- Junior Research Group (Bio-) Medical Data Science, Faculty of Medicine, Martin-Luther-University Halle-Wittenberg, Halle, Germany
| | - Hauke Busch
- Group for Medical Systems Biology, Lübeck Institute of Experimental, Universität zu Lübeck, Lübeck, Germany
- Campus Lübeck, University Cancer Center Schleswig-Holstein, University Hospital Schleswig-Holstein, Lübeck, Germany
| | - Patrick Metzger
- Institute of Medical Bioinformatics and Systems Medicine, University of Freiburg Faculty of Medicine, University Medical Center Freiburg, Freiburg, Germany
| | - Melanie Boerries
- Institute of Medical Bioinformatics and Systems Medicine, University of Freiburg Faculty of Medicine, University Medical Center Freiburg, Freiburg, Germany
- Partner Site Freiburg, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Arsenij Ustjanzew
- Institute of Medical Biostatistics, Epidemiology and Informatics (IMBEI), University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
- University Cancer Center, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Dominik Boehm
- Medical Center for Information and Communication Technology, Universitätsklinikum Erlangen, Erlangen, Germany
| | - Philipp Unberath
- Chair of Medical Informatics, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany
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9
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Werner T, Fahrner M, Schilling O. Using proteomics for stratification and risk prediction in patients with solid tumors. PATHOLOGIE (HEIDELBERG, GERMANY) 2023; 44:176-182. [PMID: 37999758 DOI: 10.1007/s00292-023-01261-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 10/19/2023] [Indexed: 11/25/2023]
Abstract
Proteomics, the study of proteins and their functions, has greatly evolved due to advances in analytical chemistry and computational biology. Unlike genomics or transcriptomics, proteomics captures the dynamic and diverse nature of proteins, which play crucial roles in cellular processes. This is exemplified in cancer, where genomic and transcriptomic information often falls short in reflecting actual protein expression and interactions. Liquid chromatography-mass spectrometry (LC-MS) is pivotal in proteomic data generation, enabling high-throughput analysis of protein samples. The MS-based workflow involves protein digestion, chromatographic separation, ionization, and fragmentation, leading to peptide identification and quantification. Computational biostatistics, particularly using tools in R (R Foundation for Statistical Computing, Vienna, Austria; www.R-project.org ), aid in data analysis, revealing protein expression patterns and correlations with clinical variables. Proteomic studies can be explorative, aiming to characterize entire proteomes, or targeted, focusing on specific proteins of interest. The integration of proteomics with genomics addresses database limitations and enhances peptide identification. Case studies in intrahepatic cholangiocarcinoma, glioblastoma multiforme, and pancreatic ductal adenocarcinoma highlight proteomics' clinical applications, from subtyping cancers to identifying diagnostic markers. Moreover, proteomic data augment molecular tumor boards by providing deeper insights into pathway activities and genomic mutations, supporting personalized treatment decisions. Overall, proteomics contributes significantly to advancing our understanding of cellular biology and improving clinical care.
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Affiliation(s)
- Tilman Werner
- Institute for Surgical Pathology, Faculty of Medicine, University Medical Centre Freiburg, University of Freiburg, Breisacher Str. 115a, 79106, Freiburg, Germany
- Faculty of Biology, University of Freiburg, Freiburg, Germany
- Spemann Graduate School of Biology and Medicine (SGBM), University of Freiburg, Freiburg, Germany
| | - Matthias Fahrner
- Institute for Surgical Pathology, Faculty of Medicine, University Medical Centre Freiburg, University of Freiburg, Breisacher Str. 115a, 79106, Freiburg, Germany
- German Cancer Consortium (DKTK) and Cancer Research Center (DKFZ), Freiburg, Germany
| | - Oliver Schilling
- Institute for Surgical Pathology, Faculty of Medicine, University Medical Centre Freiburg, University of Freiburg, Breisacher Str. 115a, 79106, Freiburg, Germany.
- German Cancer Consortium (DKTK) and Cancer Research Center (DKFZ), Freiburg, Germany.
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10
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Witte HM, Riedl J, Künstner A, Fähnrich A, Ketzer J, Fliedner SMJ, Reimer N, Bernard V, von Bubnoff N, Merz H, Busch H, Feller A, Gebauer N. Molecularly Stratified Treatment Options in Primary Refractory DLBCL/HGBL with MYC and BCL2 or BCL6 Rearrangements (HGBL, NOS with MYC/BCL6). Target Oncol 2023; 18:749-765. [PMID: 37488307 PMCID: PMC10517902 DOI: 10.1007/s11523-023-00983-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/25/2023] [Indexed: 07/26/2023]
Abstract
BACKGROUND There is growing evidence supporting multidisciplinary molecular tumor boards (MTB) in solid tumors whereas hematologic malignancies remain underrepresented in this regard. OBJECTIVE The present study aimed to assess the clinical relevance of MTBs in primary refractory diffuse large B-cell lymphomas/high-grade B-cell lymphomas with MYC and BCL2 rearrangements (prDLBCL/HGBL-MYC/BCL2) (n = 13) and HGBL, not otherwise specified (NOS), with MYC and BCL6 rearrangements (prHGBL, NOS-MYC/BCL6) (n = 6) based on our previously published whole-exome sequencing (WES) cohort. PATIENTS AND METHODS For genomic analysis, the institutional MTB WES pipeline (University Cancer Center Schleswig-Holstein: UCCSH), certified for routine clinical diagnostics, was employed and supplemented by a comprehensive immunohistochemical work-up. Consecutive database research and annotation according to established evidence levels for molecularly stratified therapies was performed (NCT-DKTK/ESCAT). RESULTS Molecularly tailored treatment options with NCT-DKTK evidence level of at least m2A were identified in each case. We classified mutations in accordance with biomarker/treatment baskets and detected a heterogeneous spectrum of targetable alterations affecting immune evasion (IE; n = 30), B-cell targets (BCT; n = 26), DNA damage repair (DDR; n = 20), tyrosine kinases (TK; n = 13), cell cycle (CC; n = 7), PI3K-MTOR-AKT pathway (PAM; n = 2), RAF-MEK-ERK cascade (RME; n = 1), and others (OTH; n = 11). CONCLUSION Our virtual MTB approach identified potential molecularly targeted treatment options alongside targetable genomic signatures for both prDLBCL/HGBL-MYC/BCL2 and prHGBL, NOS-MYC/BCL6. These results underline the potential of MTB consultations in difficult-to-treat lymphomas early in the treatment sequence.
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Affiliation(s)
- Hanno M Witte
- Department of Hematology and Oncology, University Hospital of Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany.
- Department of Hematology and Oncology, Federal Armed Forces Hospital Ulm, Bundeswehrkrankenhaus Ulm, Oberer Eselsberg 40, 89081, Ulm, Germany.
- University Cancer Center Schleswig-Holstein, University Hospital of Schleswig-Holstein, Campus Lübeck, Ratzeburger Alee 160, 23538, Lübeck, Germany.
| | - Jörg Riedl
- Department of Hematology and Oncology, University Hospital of Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
- University Cancer Center Schleswig-Holstein, University Hospital of Schleswig-Holstein, Campus Lübeck, Ratzeburger Alee 160, 23538, Lübeck, Germany
| | - Axel Künstner
- University Cancer Center Schleswig-Holstein, University Hospital of Schleswig-Holstein, Campus Lübeck, Ratzeburger Alee 160, 23538, Lübeck, Germany
- Medical Systems Biology Group, University of Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
- Institute for Cardiogenetics, University of Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
| | - Anke Fähnrich
- University Cancer Center Schleswig-Holstein, University Hospital of Schleswig-Holstein, Campus Lübeck, Ratzeburger Alee 160, 23538, Lübeck, Germany
- Medical Systems Biology Group, University of Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
- Institute for Cardiogenetics, University of Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
| | - Julius Ketzer
- Department of Hematology and Oncology, University Hospital of Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
- University Cancer Center Schleswig-Holstein, University Hospital of Schleswig-Holstein, Campus Lübeck, Ratzeburger Alee 160, 23538, Lübeck, Germany
- Department of Pediatrics, University Hospital of Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
| | - Stephanie M J Fliedner
- Department of Hematology and Oncology, University Hospital of Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
- University Cancer Center Schleswig-Holstein, University Hospital of Schleswig-Holstein, Campus Lübeck, Ratzeburger Alee 160, 23538, Lübeck, Germany
- Department of Hematology and Oncology, University Hospital of Schleswig-Holstein, Campus Kiel, Arnold-Heller-Straße 3, 24105, Kiel, Germany
| | - Niklas Reimer
- University Cancer Center Schleswig-Holstein, University Hospital of Schleswig-Holstein, Campus Lübeck, Ratzeburger Alee 160, 23538, Lübeck, Germany
- Medical Systems Biology Group, University of Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
- Institute for Cardiogenetics, University of Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
| | - Veronica Bernard
- Hämatopathologie Lübeck, Reference Centre for Lymph Node Pathology and Hematopathology, Maria-Goeppert-Straße 9a, 23562, Lübeck, Germany
| | - Nikolas von Bubnoff
- Department of Hematology and Oncology, University Hospital of Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
- University Cancer Center Schleswig-Holstein, University Hospital of Schleswig-Holstein, Campus Lübeck, Ratzeburger Alee 160, 23538, Lübeck, Germany
| | - Hartmut Merz
- Hämatopathologie Lübeck, Reference Centre for Lymph Node Pathology and Hematopathology, Maria-Goeppert-Straße 9a, 23562, Lübeck, Germany
| | - Hauke Busch
- University Cancer Center Schleswig-Holstein, University Hospital of Schleswig-Holstein, Campus Lübeck, Ratzeburger Alee 160, 23538, Lübeck, Germany
- Medical Systems Biology Group, University of Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
- Institute for Cardiogenetics, University of Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
| | - Alfred Feller
- Hämatopathologie Lübeck, Reference Centre for Lymph Node Pathology and Hematopathology, Maria-Goeppert-Straße 9a, 23562, Lübeck, Germany
| | - Niklas Gebauer
- Department of Hematology and Oncology, University Hospital of Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
- University Cancer Center Schleswig-Holstein, University Hospital of Schleswig-Holstein, Campus Lübeck, Ratzeburger Alee 160, 23538, Lübeck, Germany
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11
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Kandemir EA, Karaomerlioglu I, Yaradilmis IM. Off-label use of immune checkpoint inhibitors for the treatment of solid tumors: analysis of a nationwide patient sample. J Cancer Res Clin Oncol 2023:10.1007/s00432-023-04803-1. [PMID: 37115271 DOI: 10.1007/s00432-023-04803-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Accepted: 04/18/2023] [Indexed: 04/29/2023]
Abstract
PURPOSE Immune checkpoint inhibitors (ICIs) have become an indispensable part of clinical practice; however, off-label use of these agents is unknown. We aimed to define the patterns of off-label use of ICIs in a nationwide sample of patients. METHODS The online database (Reçetem) was retrospectively searched for off-label use cases related to ICIs approved during a 6-month period. Adult patients with metastatic solid tumors were included. Ethics approval was obtained. Reasons for off-label use were recorded in eight categories and cases were assessed for adherence to current guidelines. Statistical analysis was performed with GNU PSPP version 1.5.3. RESULTS Five hundred seventy-seven reasons for use were recorded for 538 cases related to 527 patients (67.5% male). Non-small-cell lung cancer (NSCLC) (35.9%) was the most common cancer type. Nivolumab (49%), pembrolizumab (25.5%), and atezolizumab (25%) were commonly used. The top reason for off-label use was lack of approval for the cancer type (37.1%), followed by use beyond the approved treatment line (21%). Nivolumab was more frequently used than atezolizumab and/or pembrolizumab in patients with malignant melanoma, kidney cancer, head and neck cancer, and hepatocellular carcinoma (Chi-square goodness-of-fit test, p < 0.001). The guideline adherence rate was 60.5%. CONCLUSION Off-label use of ICIs was primarily related to (NSCLC), and most patients were treatment-naïve in contrast to the acceptance that off-label use results from exhausted treatment options. Lack of approval is a significant reason for the off-label use of ICIs.
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12
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Witte HM, Fähnrich A, Künstner A, Riedl J, Fliedner SMJ, Reimer N, Hertel N, von Bubnoff N, Bernard V, Merz H, Busch H, Feller A, Gebauer N. Primary refractory plasmablastic lymphoma: A precision oncology approach. Front Oncol 2023; 13:1129405. [PMID: 36923431 PMCID: PMC10008852 DOI: 10.3389/fonc.2023.1129405] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Accepted: 02/13/2023] [Indexed: 03/01/2023] Open
Abstract
Introduction Hematologic malignancies are currently underrepresented in multidisciplinary molecular-tumor-boards (MTB). This study assesses the potential of precision-oncology in primary-refractory plasmablastic-lymphoma (prPBL), a highly lethal blood cancer. Methods We evaluated clinicopathological and molecular-genetic data of 14 clinically annotated prPBL-patients from initial diagnosis. For this proof-of-concept study, we employed our certified institutional MTB-pipeline (University-Cancer-Center-Schleswig-Holstein, UCCSH) to annotate a comprehensive dataset within the scope of a virtual MTB-setting, ultimately recommending molecularly stratified therapies. Evidence-levels for MTB-recommendations were defined in accordance with the NCT/DKTK and ESCAT criteria. Results Median age in the cohort was 76.5 years (range 56-91), 78.6% of patients were male, 50% were HIV-positive and clinical outcome was dismal. Comprehensive genomic/transcriptomic analysis revealed potential recommendations of a molecularly stratified treatment option with evidence-levels according to NCT/DKTK of at least m2B/ESCAT of at least IIIA were detected for all 14 prPBL-cases. In addition, immunohistochemical-assessment (CD19/CD30/CD38/CD79B) revealed targeted treatment-recommendations in all 14 cases. Genetic alterations were classified by treatment-baskets proposed by Horak et al. Hereby, we identified tyrosine-kinases (TK; n=4), PI3K-MTOR-AKT-pathway (PAM; n=3), cell-cycle-alterations (CC; n=2), RAF-MEK-ERK-cascade (RME; n=2), immune-evasion (IE; n=2), B-cell-targets (BCT; n=25) and others (OTH; n=4) for targeted treatment-recommendations. The minimum requirement for consideration of a drug within the scope of the study was FDA-fast-track development. Discussion The presented proof-of-concept study demonstrates the clinical potential of precision-oncology, even in prPBL-patients. Due to the aggressive course of the disease, there is an urgent medical-need for personalized treatment approaches, and this population should be considered for MTB inclusion at the earliest time.
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Affiliation(s)
- Hanno M Witte
- Department of Hematology and Oncology, University Hospital of Schleswig-Holstein, Lübeck, Germany.,Department of Hematology and Oncology, Federal Armed Forces Hospital, Ulm, Germany
| | - Anke Fähnrich
- Medical Systems Biology Group, Lübeck Institute of Experimental Dermatology, University of Lübeck, Lübeck, Germany.,Institute for Cardiogenetics, University of Lübeck, Lübeck, Germany.,University Cancer Center Schleswig-Holstein, University Hospital of Schleswig- Holstein, Lübeck, Germany
| | - Axel Künstner
- Medical Systems Biology Group, Lübeck Institute of Experimental Dermatology, University of Lübeck, Lübeck, Germany.,Institute for Cardiogenetics, University of Lübeck, Lübeck, Germany.,University Cancer Center Schleswig-Holstein, University Hospital of Schleswig- Holstein, Lübeck, Germany
| | - Jörg Riedl
- Department of Hematology and Oncology, University Hospital of Schleswig-Holstein, Lübeck, Germany.,Hämatopathologie Lübeck, Reference Centre for Lymph Node Pathology and Hematopathology, Lübeck, Germany
| | - Stephanie M J Fliedner
- Department of Hematology and Oncology, University Hospital of Schleswig-Holstein, Lübeck, Germany.,University Cancer Center Schleswig-Holstein, University Hospital of Schleswig- Holstein, Lübeck, Germany
| | - Niklas Reimer
- Medical Systems Biology Group, Lübeck Institute of Experimental Dermatology, University of Lübeck, Lübeck, Germany.,Institute for Cardiogenetics, University of Lübeck, Lübeck, Germany.,University Cancer Center Schleswig-Holstein, University Hospital of Schleswig- Holstein, Lübeck, Germany
| | - Nadine Hertel
- Department of Hematology and Oncology, University Hospital of Schleswig-Holstein, Lübeck, Germany
| | - Nikolas von Bubnoff
- Department of Hematology and Oncology, University Hospital of Schleswig-Holstein, Lübeck, Germany.,University Cancer Center Schleswig-Holstein, University Hospital of Schleswig- Holstein, Lübeck, Germany
| | - Veronica Bernard
- Hämatopathologie Lübeck, Reference Centre for Lymph Node Pathology and Hematopathology, Lübeck, Germany
| | - Hartmut Merz
- University Cancer Center Schleswig-Holstein, University Hospital of Schleswig- Holstein, Lübeck, Germany
| | - Hauke Busch
- Medical Systems Biology Group, Lübeck Institute of Experimental Dermatology, University of Lübeck, Lübeck, Germany.,Institute for Cardiogenetics, University of Lübeck, Lübeck, Germany.,University Cancer Center Schleswig-Holstein, University Hospital of Schleswig- Holstein, Lübeck, Germany
| | - Alfred Feller
- Hämatopathologie Lübeck, Reference Centre for Lymph Node Pathology and Hematopathology, Lübeck, Germany
| | - Niklas Gebauer
- Department of Hematology and Oncology, University Hospital of Schleswig-Holstein, Lübeck, Germany.,University Cancer Center Schleswig-Holstein, University Hospital of Schleswig- Holstein, Lübeck, Germany
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13
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Jiang P, Sinha S, Aldape K, Hannenhalli S, Sahinalp C, Ruppin E. Big data in basic and translational cancer research. Nat Rev Cancer 2022; 22:625-639. [PMID: 36064595 PMCID: PMC9443637 DOI: 10.1038/s41568-022-00502-0] [Citation(s) in RCA: 79] [Impact Index Per Article: 39.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/26/2022] [Indexed: 02/07/2023]
Abstract
Historically, the primary focus of cancer research has been molecular and clinical studies of a few essential pathways and genes. Recent years have seen the rapid accumulation of large-scale cancer omics data catalysed by breakthroughs in high-throughput technologies. This fast data growth has given rise to an evolving concept of 'big data' in cancer, whose analysis demands large computational resources and can potentially bring novel insights into essential questions. Indeed, the combination of big data, bioinformatics and artificial intelligence has led to notable advances in our basic understanding of cancer biology and to translational advancements. Further advances will require a concerted effort among data scientists, clinicians, biologists and policymakers. Here, we review the current state of the art and future challenges for harnessing big data to advance cancer research and treatment.
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Affiliation(s)
- Peng Jiang
- Cancer Data Science Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
| | - Sanju Sinha
- Cancer Data Science Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Kenneth Aldape
- Laboratory of Pathology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Sridhar Hannenhalli
- Cancer Data Science Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Cenk Sahinalp
- Cancer Data Science Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Eytan Ruppin
- Cancer Data Science Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
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14
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Wagner SA. Clinical associations and genetic interactions of oncogenic BRAF alleles. PeerJ 2022; 10:e14126. [PMID: 36275468 PMCID: PMC9586110 DOI: 10.7717/peerj.14126] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Accepted: 09/06/2022] [Indexed: 01/21/2023] Open
Abstract
BRAF is a serine/threonine-specific protein kinase that regulates the MAPK/ERK signaling pathway, and mutations in the BRAF gene are considered oncogenic drivers in diverse types of cancer. Based on the signaling mechanism, oncogenic BRAF mutations can be assigned to three different classes: class 1 mutations constitutively activate the kinase domain and lead to RAS-independent signaling, class 2 mutations induce artificial dimerization of BRAF and RAS-independent signaling and class 3 mutations display reduced or abolished kinase function and require upstream signals. Despite the importance of BRAF mutations in cancer, the clinical associations, genetic interactions and therapeutic implications of non-V600 BRAF mutations have not been explored comprehensively yet. In this study, the author analyzed publically available data from the AACR Project GENIE to further understand clinical associations and genetic interactions of oncogenic BRAF mutations. The analyses identified 93 recurrent BRAF mutations, out of which 50 could be assigned to a functional class based on literature review. The author could show that the frequency of BRAF mutations varies across cancer types and subtypes, and that the BRAF mutation classes are unequally distributed across cancer types and subtypes. Using permutation testing-based co-occurrence analyses, the author defined the genetic interactions of BRAF mutations in multiple cancer types and revealed unexplored genetic interactions that might define clinically relevant subgroups. With non-small cell lung cancer as example, the author further showed that the genetic interactions are BRAF mutation class-specific. The presented analyses explore the properties of oncogenic BRAF mutations and will help to further delineate the complex role of BRAF in cancer.
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Affiliation(s)
- Sebastian A. Wagner
- Department of Medicine, Hematology/Oncology, Goethe University, Frankfurt, Germany,Frankfurt Cancer Institute (FCI), Frankfurt, Germany,German Cancer Consortium (DKTK) and German Cancer Research Center (DKFZ), Heidelberg, Germany
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15
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Tarawneh TS, Rodepeter FR, Teply-Szymanski J, Ross P, Koch V, Thölken C, Schäfer JA, Gremke N, Mack HID, Gold J, Riera-Knorrenschild J, Wilhelm C, Rinke A, Middeke M, Klemmer A, Romey M, Hattesohl A, Jesinghaus M, Görg C, Figiel J, Chung HR, Wündisch T, Neubauer A, Denkert C, Mack EKM. Combined Focused Next-Generation Sequencing Assays to Guide Precision Oncology in Solid Tumors: A Retrospective Analysis from an Institutional Molecular Tumor Board. Cancers (Basel) 2022; 14:4430. [PMID: 36139590 PMCID: PMC9496918 DOI: 10.3390/cancers14184430] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Revised: 09/06/2022] [Accepted: 09/08/2022] [Indexed: 11/29/2022] Open
Abstract
BACKGROUND Increasing knowledge of cancer biology and an expanding spectrum of molecularly targeted therapies provide the basis for precision oncology. Despite extensive gene diagnostics, previous reports indicate that less than 10% of patients benefit from this concept. METHODS We retrospectively analyzed all patients referred to our center's Molecular Tumor Board (MTB) from 2018 to 2021. Molecular testing by next-generation sequencing (NGS) included a 67-gene panel for the detection of short-sequence variants and copy-number alterations, a 53- or 137-gene fusion panel and an ultra-low-coverage whole-genome sequencing for the detection of additional copy-number alterations outside the panel's target regions. Immunohistochemistry for microsatellite instability and PD-L1 expression complemented NGS. RESULTS A total of 109 patients were referred to the MTB. In all, 78 patients received therapeutic proposals (70 based on NGS) and 33 were treated accordingly. Evaluable patients treated with MTB-recommended therapy (n = 30) had significantly longer progression-free survival than patients treated with other therapies (n = 17) (4.3 vs. 1.9 months, p = 0.0094). Seven patients treated with off-label regimens experienced major clinical benefits. CONCLUSION The combined focused sequencing assays detected targetable alterations in the majority of patients. Patient benefits appeared to lie in the same range as with large-scale sequencing approaches.
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Affiliation(s)
- Thomas S. Tarawneh
- Department of Hematology, Oncology and Immunology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Fiona R. Rodepeter
- Institute of Pathology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Julia Teply-Szymanski
- Institute of Pathology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Petra Ross
- Department of Hematology, Oncology and Immunology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Vera Koch
- Department of Hematology, Oncology and Immunology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
- Institute of Medical Bioinformatics and Biostatistics, Philipps-University Marburg, Hans-Meerwein-Straße 6, 35032 Marburg, Germany
| | - Clemens Thölken
- Institute of Medical Bioinformatics and Biostatistics, Philipps-University Marburg, Hans-Meerwein-Straße 6, 35032 Marburg, Germany
| | - Jonas A. Schäfer
- Department of Hematology, Oncology and Immunology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Niklas Gremke
- Department of Gynecology, Gynecologic Endocrinology and Oncology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Hildegard I. D. Mack
- Department of Hematology, Oncology and Immunology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Judith Gold
- Department of Hematology, Oncology and Immunology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Jorge Riera-Knorrenschild
- Department of Hematology, Oncology and Immunology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Christian Wilhelm
- Department of Hematology, Oncology and Immunology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Anja Rinke
- Department of Gastroenterology and Endocrinology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Martin Middeke
- Comprehensive Cancer Center Marburg, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Andreas Klemmer
- Department of Pulmonary and Critical Care Medicine, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Marcel Romey
- Institute of Pathology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Akira Hattesohl
- Institute of Pathology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Moritz Jesinghaus
- Institute of Pathology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Christian Görg
- Department of Hematology, Oncology and Immunology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
- Department of Gastroenterology and Endocrinology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Jens Figiel
- Department of Diagnostic and Interventional Radiology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Ho-Ryun Chung
- Institute of Medical Bioinformatics and Biostatistics, Philipps-University Marburg, Hans-Meerwein-Straße 6, 35032 Marburg, Germany
| | - Thomas Wündisch
- Comprehensive Cancer Center Marburg, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Andreas Neubauer
- Department of Hematology, Oncology and Immunology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Carsten Denkert
- Institute of Pathology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
| | - Elisabeth K. M. Mack
- Department of Hematology, Oncology and Immunology, Philipps-University Marburg, Baldingerstraße, 35043 Marburg, Germany
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16
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Crimini E, Repetto M, Tarantino P, Ascione L, Antonarelli G, Rocco EG, Barberis M, Mazzarella L, Curigliano G. Challenges and Obstacles in Applying Therapeutical Indications Formulated in Molecular Tumor Boards. Cancers (Basel) 2022; 14:3193. [PMID: 35804968 PMCID: PMC9264928 DOI: 10.3390/cancers14133193] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Revised: 06/25/2022] [Accepted: 06/27/2022] [Indexed: 11/17/2022] Open
Abstract
Considering the rapid improvement of cancer drugs' efficacy and the discovery of new molecular targets, the formulation of therapeutical indications based on the multidisciplinary approach of MTB is becoming increasingly important for attributing the correct salience to the targets identified in a single patient. Nevertheless, one of the biggest stumbling blocks faced by MTBs is not the bare indication, but its implementation in the clinical practice. Indeed, administering the drug suggested by MTB deals with some relevant difficulties: the economical affordability and geographical accessibility represent some of the major limits in the patient's view, while bureaucracy and regulatory procedures are often a disincentive for the physicians. In this review, we explore the current literature reporting MTB experiences and precision medicine clinical trials, focusing on the challenges that authors face in applying their therapeutical indications. Furthermore, we analyze and discuss some of the solutions devised to overcome these difficulties to support the MTBs in finding the most suitable solution for their specific situation. In conclusion, we strongly encourage regulatory agencies and pharmaceutical companies to develop effective strategies with medical centers implementing MTBs to facilitate access to innovative drugs and thereby allow broader therapeutical opportunities to patients.
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Affiliation(s)
- Edoardo Crimini
- Division of Early Drug Development, European Institute of Oncology, IRCCS, 20141 Milan, Italy
- Department of Oncology and Hematology (DIPO), University of Milan, 20122 Milan, Italy
| | - Matteo Repetto
- Division of Early Drug Development, European Institute of Oncology, IRCCS, 20141 Milan, Italy
- Department of Oncology and Hematology (DIPO), University of Milan, 20122 Milan, Italy
| | - Paolo Tarantino
- Division of Early Drug Development, European Institute of Oncology, IRCCS, 20141 Milan, Italy
- Department of Oncology and Hematology (DIPO), University of Milan, 20122 Milan, Italy
| | - Liliana Ascione
- Division of Early Drug Development, European Institute of Oncology, IRCCS, 20141 Milan, Italy
- Department of Oncology and Hematology (DIPO), University of Milan, 20122 Milan, Italy
| | - Gabriele Antonarelli
- Division of Early Drug Development, European Institute of Oncology, IRCCS, 20141 Milan, Italy
- Department of Oncology and Hematology (DIPO), University of Milan, 20122 Milan, Italy
| | - Elena Guerini Rocco
- Department of Oncology and Hematology (DIPO), University of Milan, 20122 Milan, Italy
- Division of Pathology, IEO, European Institute of Oncology IRCCS, 20141 Milan, Italy
| | - Massimo Barberis
- Division of Pathology, IEO, European Institute of Oncology IRCCS, 20141 Milan, Italy
| | - Luca Mazzarella
- Division of Early Drug Development, European Institute of Oncology, IRCCS, 20141 Milan, Italy
| | - Giuseppe Curigliano
- Division of Early Drug Development, European Institute of Oncology, IRCCS, 20141 Milan, Italy
- Department of Oncology and Hematology (DIPO), University of Milan, 20122 Milan, Italy
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17
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Clinical Impact of High Throughput Sequencing on Liquid Biopsy in Advanced Solid Cancer. Curr Oncol 2022; 29:1902-1918. [PMID: 35323355 PMCID: PMC8947301 DOI: 10.3390/curroncol29030155] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Revised: 03/03/2022] [Accepted: 03/08/2022] [Indexed: 12/31/2022] Open
Abstract
Background: Cancer therapies targeting actionable molecular alterations (AMA) have developed, but the clinical routine impact of high-throughput molecular profiling remains unclear. We present a monocentric experience of molecular profiling based on liquid biopsy in patients with cancer. Methods: Patients included had solid cancer and underwent cfDNA genomic profiling with FoudationOne Liquid CDx (F1LCDx) test, analyzing 324 genes. Primary endpoint was to describe patients with an AMA for whom clinical decisions were impacted by F1LCDx test results. Results: 191 patients were included, mostly with lung cancer (46%). An AMA was found in 52%. The most common molecular alterations were: TP53 (52%), KRAS (14%) and DNMT3 (11%). The most common AMA were: CHEK2 (10%), PIK3CA (9%), ATM (7%). There was no difference in progression-free survival (2.66 months vs. 3.81 months, p = 0.17), overall survival (5.3 months vs. 7.1 months, p = 0.64), or PFS2/PFS1 ratio ≥ 1.3 (20% vs. 24%, p = 0.72) between patients receiving a molecularly matched therapy (MMT) or a non-MMT, respectively. Patients with a MMT had an overall response rate of 19% and a disease control of 32%. Conclusions: Routine cfDNA molecular profiling is feasible and can lead to the access of targeted therapies. However, no notable benefit in patient’s outcomes was shown in this unselected pan-cancer study.
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18
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Mutational Landscape and Actionable Target Rates on Advanced Stage Refractory Cancer Patients: A Multicenter Chilean Experience. J Pers Med 2022; 12:jpm12020195. [PMID: 35207683 PMCID: PMC8879850 DOI: 10.3390/jpm12020195] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Revised: 01/14/2022] [Accepted: 01/18/2022] [Indexed: 11/17/2022] Open
Abstract
Major advances in sequencing technologies and targeted therapies have accelerated the incorporation of oncology into the era of precision medicine and “biomarker-driven” treatments. However, the impact of this approach on the everyday clinic has yet to be determined. Most precision oncology reports are based on developed countries and usually involve metastatic, hard-to-treat or incurable cancer patients. Moreover, in many cases race and ethnicity in these studies is commonly unreported and real-world evidence in this topic is scarce. Herein, we report data from a total of 202 Chilean advanced stage refractory cancer patients. Retrospectively, we collected patient data from NGS tests and IHC in order to determine the proportion of patients that would benefit from targeted treatments. Overall >20 tumor types were included in our cohort and 37% of patients (n = 74) displayed potentially actionable alterations, including on-label, off-label and immune checkpoint inhibitor recommendations. Our findings were in-line with previous reports such as the cancer genome atlas (TCGA). To our knowledge, this is the first report of its kind in Latin America delivering real-world evidence to estimate the percentage of refractory tumor patients that might benefit from precision oncology. Although this approach is still in its infancy in Chile, we strongly encourage the implementation of mutational tumor boards in our country in order to provide more therapeutic options for advanced stage refractory patients.
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19
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Dierks C, Seufert J, Aumann K, Ruf J, Klein C, Kiefer S, Rassner M, Boerries M, Zielke A, la Rosee P, Meyer PT, Kroiss M, Weißenberger C, Schumacher T, Metzger P, Weiss H, Smaxwil C, Laubner K, Duyster J, von Bubnoff N, Miething C, Thomusch O. Combination of Lenvatinib and Pembrolizumab Is an Effective Treatment Option for Anaplastic and Poorly Differentiated Thyroid Carcinoma. Thyroid 2021; 31:1076-1085. [PMID: 33509020 PMCID: PMC8290324 DOI: 10.1089/thy.2020.0322] [Citation(s) in RCA: 94] [Impact Index Per Article: 31.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Background: Anaplastic thyroid carcinoma (ATC) and metastatic poorly differentiated thyroid carcinomas (PDTCs) are rare aggressive malignancies with poor overall survival (OS) despite extensive multimodal therapy. These tumors are highly proliferative, with frequently increased tumor mutational burden (TMB) compared with differentiated thyroid carcinomas, and elevated programmed death ligand 1 (PD-L1) levels. These tumor properties implicate responsiveness to antiangiogenic and antiproliferative multikinase inhibitors such as lenvatinib, and immune checkpoint inhibitors such as pembrolizumab. Patients and Methods: In a retrospective study, we analyzed six patients with metastatic ATC and two patients with PDTC, who received a combination therapy of lenvatinib and pembrolizumab. Lenvatinib was started at 14-24 mg daily and combined with pembrolizumab at a fixed dose of 200 mg every three weeks. Maximum treatment duration with this combination was 40 months, and 3 of 6 ATC patients are still on therapy. Patient tumors were characterized by whole-exome sequencing and PD-L1 expression levels (tumor proportion score [TPS] 1-90%). Results: Best overall response (BOR) within ATCs was 66% complete remissions (4/6 CR), 16% stable disease (1/6 SD), and 16% progressive disease (1/6 PD). BOR within PDTCs was partial remission (PR 2/2). The median progression-free survival was 17.75 months for all patients, and 16.5 months for ATCs, with treatment durations ranging from 1 to 40 months (1, 4, 11, 15, 19, 25, 27, and 40 months). Grade III/IV toxicities developed in 4 of 8 patients, requiring dose reduction/discontinuation of lenvatinib. The median OS was 18.5 months, with three ATC patients being still alive without relapse (40, 27, and 19 months) despite metastatic disease at the time of treatment initiation (UICC and stage IVC). All patients with long-term (>2 years) or complete responses (CRs) had either increased TMB or a PD-L1 TPS >50%. Conclusions: Our results implicate that the combination of lenvatinib and pembrolizumab might be safe and effective in patients with ATC/PDTC and can result in complete and long-term remissions. The combination treatment is now being systematically examined in a phase II clinical trial (Anaplastic Thyroid Carcinoma Lenvatinib Pembrolizumab [ATLEP]) in ATC/PDTC patients.
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Affiliation(s)
- Christine Dierks
- Department of Hematology and Oncology, KIM IV, Faculty of Medicine, University Halle-Wittenberg, Halle, Germany
- Department of Hematology and Oncology, University of Freiburg, Freiburg, Germany
| | - Jochen Seufert
- Division of Endocrinology and Diabetology, Department of Medicine II, University of Freiburg, Freiburg, Germany
| | - Konrad Aumann
- Institute of Pathology, University of Freiburg, Germany
| | - Juri Ruf
- Department of Nuclear Medicine, University of Freiburg, Germany
| | - Claudius Klein
- Department of Hematology and Oncology, University of Freiburg, Freiburg, Germany
- Institute of Pathology, University of Freiburg, Germany
- Department of Nuclear Medicine, University of Freiburg, Germany
| | - Selina Kiefer
- Institute of Pathology, University of Freiburg, Germany
| | - Michael Rassner
- Department of Hematology and Oncology, University of Freiburg, Freiburg, Germany
| | - Melanie Boerries
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- Comprehensive Cancer Center Freiburg (CCCF), University Medical Center, University of Freiburg, Freiburg, Germany
- Institute of Medical Bioinformatics and Systems Medicine and Institute of Molecular Medicine and Cell Research; Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Andreas Zielke
- Outcomes Research Unit, Department of Endocrine Surgery, Endocrine Center Stuttgart, Diakonie Klinikum Stuttgart, Stuttgart, Germany
| | - Paul la Rosee
- Klinikum Villingen-Schwenningen, Hämatologie/Onkologie, Villingen-Schwenningen, Germany
| | - Philipp Tobias Meyer
- Department of Nuclear Medicine, University of Freiburg, Germany
- German Cancer Consortium (DKTK), Partner Site Freiburg, Freiburg, Germany
| | - Matthias Kroiss
- Division of Endocrinology/Diabetology, Department of Internal Medicine, University Hospital Würzburg, Würzburg, Germany
- Comprehensive Cancer Center Mainfranken, University of Würzburg, Würzburg, Germany
| | | | | | - Patrick Metzger
- Institute of Medical Bioinformatics and Systems Medicine and Institute of Molecular Medicine and Cell Research; Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Faculty of Biology, University of Freiburg, Freiburg, Germany
| | | | - Constantin Smaxwil
- Outcomes Research Unit, Department of Endocrine Surgery, Endocrine Center Stuttgart, Diakonie Klinikum Stuttgart, Stuttgart, Germany
| | - Katharina Laubner
- Division of Endocrinology and Diabetology, Department of Medicine II, University of Freiburg, Freiburg, Germany
| | - Justus Duyster
- Department of Hematology and Oncology, University of Freiburg, Freiburg, Germany
| | - Nikolas von Bubnoff
- Department of Hematology and Oncology, University of Freiburg, Freiburg, Germany
- Department of Hematology/Oncology, University of Luebeck, Luebeck, Germany
| | - Cornelius Miething
- Department of Hematology and Oncology, University of Freiburg, Freiburg, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- German Cancer Consortium (DKTK), Partner Site Freiburg, Freiburg, Germany
| | - Oliver Thomusch
- Department of General and Visceral Surgery, University Hospital Freiburg, Freiburg, Germany
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20
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Sultova E, Westphalen CB, Jung A, Kumbrink J, Kirchner T, Mayr D, Rudelius M, Ormanns S, Heinemann V, Metzeler KH, Greif PA, Hester A, Mahner S, Harbeck N, Wuerstlein R. Implementation of Precision Oncology for Patients with Metastatic Breast Cancer in an Interdisciplinary MTB Setting. Diagnostics (Basel) 2021; 11:733. [PMID: 33924134 PMCID: PMC8074310 DOI: 10.3390/diagnostics11040733] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Revised: 04/07/2021] [Accepted: 04/13/2021] [Indexed: 12/19/2022] Open
Abstract
The advent of molecular diagnostics and the rising number of targeted therapies have facilitated development of precision oncology for cancer patients. In order to demonstrate its impact for patients with metastatic breast cancer (mBC), we initiated a Molecular Tumor Board (MTB) to provide treatment recommendations for mBC patients who had disease progression under standard treatment. NGS (next generation sequencing) was carried out using the Oncomine multi-gene panel testing system (Ion Torrent). The MTB reviewed molecular diagnostics' results, relevant tumor characteristics, patient's course of disease and made personalized treatment and/or diagnostic recommendations for each patient. From May 2017 to December 2019, 100 mBC patients were discussed by the local MTB. A total 72% of the mBC tumors had at least one molecular alteration (median 2 per case, range: 1 to 6). The most frequent genetic changes were found in the following genes: PIK3CA (19%) and TP53 (17%). The MTB rated 53% of these alterations as actionable and treatment recommendations were made accordingly for 49 (49%) patients. Sixteen patients (16%) underwent the suggested therapy. Nine out of sixteen patients (56%; 9% of all) experienced a clinical benefit with a progression-free survival ratio ≥ 1.3. Personalized targeted therapy recommendations resulting from MTB case discussions could provide substantial benefits for patients with mBC and should be implemented for all suitable patients.
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Affiliation(s)
- Elena Sultova
- Department of Obstetrics and Gynecology and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany; (E.S.); (A.H.); (S.M.); (N.H.)
| | - C. Benedikt Westphalen
- Department of Internal Medicine III and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany; (C.B.W.); (V.H.); (K.H.M.); (P.A.G.)
| | - Andreas Jung
- Institute of Pathology and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany; (A.J.); (J.K.); (T.K.); (D.M.); (M.R.); (S.O.)
| | - Joerg Kumbrink
- Institute of Pathology and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany; (A.J.); (J.K.); (T.K.); (D.M.); (M.R.); (S.O.)
| | - Thomas Kirchner
- Institute of Pathology and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany; (A.J.); (J.K.); (T.K.); (D.M.); (M.R.); (S.O.)
| | - Doris Mayr
- Institute of Pathology and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany; (A.J.); (J.K.); (T.K.); (D.M.); (M.R.); (S.O.)
| | - Martina Rudelius
- Institute of Pathology and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany; (A.J.); (J.K.); (T.K.); (D.M.); (M.R.); (S.O.)
| | - Steffen Ormanns
- Institute of Pathology and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany; (A.J.); (J.K.); (T.K.); (D.M.); (M.R.); (S.O.)
| | - Volker Heinemann
- Department of Internal Medicine III and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany; (C.B.W.); (V.H.); (K.H.M.); (P.A.G.)
| | - Klaus H. Metzeler
- Department of Internal Medicine III and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany; (C.B.W.); (V.H.); (K.H.M.); (P.A.G.)
| | - Philipp A. Greif
- Department of Internal Medicine III and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany; (C.B.W.); (V.H.); (K.H.M.); (P.A.G.)
| | - Anna Hester
- Department of Obstetrics and Gynecology and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany; (E.S.); (A.H.); (S.M.); (N.H.)
| | - Sven Mahner
- Department of Obstetrics and Gynecology and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany; (E.S.); (A.H.); (S.M.); (N.H.)
- Gynecologic Oncology Center and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany
| | - Nadia Harbeck
- Department of Obstetrics and Gynecology and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany; (E.S.); (A.H.); (S.M.); (N.H.)
- Breast Center and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany
| | - Rachel Wuerstlein
- Department of Obstetrics and Gynecology and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany; (E.S.); (A.H.); (S.M.); (N.H.)
- Gynecologic Oncology Center and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany
- Breast Center and CCC Munich LMU University Hospital, Ludwig Maximilians University (LMU), 81377 Munich, Germany
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21
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Hoefflin R, Lazarou A, Hess ME, Reiser M, Wehrle J, Metzger P, Frey AV, Becker H, Aumann K, Berner K, Boeker M, Buettner N, Dierks C, Duque-Afonso J, Eisenblaetter M, Erbes T, Fritsch R, Ge IX, Geißler AL, Grabbert M, Heeg S, Heiland DH, Hettmer S, Kayser G, Keller A, Kleiber A, Kutilina A, Mehmed L, Meiss F, Poxleitner P, Rawluk J, Ruf J, Schäfer H, Scherer F, Shoumariyeh K, Tzschach A, Peters C, Brummer T, Werner M, Duyster J, Lassmann S, Miething C, Boerries M, Illert AL, von Bubnoff N. Transitioning the Molecular Tumor Board from Proof of Concept to Clinical Routine: A German Single-Center Analysis. Cancers (Basel) 2021; 13:1151. [PMID: 33800365 PMCID: PMC7962829 DOI: 10.3390/cancers13051151] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Revised: 02/28/2021] [Accepted: 03/01/2021] [Indexed: 02/07/2023] Open
Abstract
Molecular precision oncology faces two major challenges: first, to identify relevant and actionable molecular variants in a rapidly changing field and second, to provide access to a broad patient population. Here, we report a four-year experience of the Molecular Tumor Board (MTB) of the Comprehensive Cancer Center Freiburg (Germany) including workflows and process optimizations. This retrospective single-center study includes data on 488 patients enrolled in the MTB from February 2015 through December 2018. Recommendations include individual molecular diagnostics, molecular stratified therapies, assessment of treatment adherence and patient outcomes including overall survival. The majority of MTB patients presented with stage IV oncologic malignancies (90.6%) and underwent an average of 2.1 previous lines of therapy. Individual diagnostic recommendations were given to 487 patients (99.8%). A treatment recommendation was given in 264 of all cases (54.1%) which included a molecularly matched treatment in 212 patients (43.4%). The 264 treatment recommendations were implemented in 76 patients (28.8%). Stable disease was observed in 19 patients (25.0%), 17 had partial response (22.4%) and five showed a complete remission (6.6%). An objective response was achieved in 28.9% of cases with implemented recommendations and for 4.5% of the total population (22 of 488 patients). By optimizing the MTB workflow, case-discussions per session increased significantly while treatment adherence and outcome remained stable over time. Our data demonstrate the feasibility and effectiveness of molecular-guided personalized therapy for cancer patients in a clinical routine setting showing a low but robust and durable disease control rate over time.
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Affiliation(s)
- Rouven Hoefflin
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (R.H.); (A.L.); (J.W.); (H.B.); (C.D.); (J.D.-A.); (R.F.); (A.K.); (A.K.); (A.K.); (J.R.); (F.S.); (K.S.); (J.D.); (C.M.); (N.v.B.)
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
| | - Adriana Lazarou
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (R.H.); (A.L.); (J.W.); (H.B.); (C.D.); (J.D.-A.); (R.F.); (A.K.); (A.K.); (A.K.); (J.R.); (F.S.); (K.S.); (J.D.); (C.M.); (N.v.B.)
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
| | - Maria Elena Hess
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Institute of Medical Bioinformatics and Systems Medicine, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany;
| | - Meike Reiser
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Institute for Surgical Pathology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Julius Wehrle
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (R.H.); (A.L.); (J.W.); (H.B.); (C.D.); (J.D.-A.); (R.F.); (A.K.); (A.K.); (A.K.); (J.R.); (F.S.); (K.S.); (J.D.); (C.M.); (N.v.B.)
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- German Cancer Consortium (DKTK), Partner Site Freiburg and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Patrick Metzger
- Institute of Medical Bioinformatics and Systems Medicine, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany;
| | - Anna Verena Frey
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Institute for Surgical Pathology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Heiko Becker
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (R.H.); (A.L.); (J.W.); (H.B.); (C.D.); (J.D.-A.); (R.F.); (A.K.); (A.K.); (A.K.); (J.R.); (F.S.); (K.S.); (J.D.); (C.M.); (N.v.B.)
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
| | - Konrad Aumann
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Institute for Surgical Pathology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Kai Berner
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Department of Obstetrics and Gynaecology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Martin Boeker
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Institute for Medical Biometry and Statistics, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Nico Buettner
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Department of Medicine II, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Christine Dierks
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (R.H.); (A.L.); (J.W.); (H.B.); (C.D.); (J.D.-A.); (R.F.); (A.K.); (A.K.); (A.K.); (J.R.); (F.S.); (K.S.); (J.D.); (C.M.); (N.v.B.)
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
| | - Jesus Duque-Afonso
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (R.H.); (A.L.); (J.W.); (H.B.); (C.D.); (J.D.-A.); (R.F.); (A.K.); (A.K.); (A.K.); (J.R.); (F.S.); (K.S.); (J.D.); (C.M.); (N.v.B.)
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
| | - Michel Eisenblaetter
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Freiburg, Department of Radiology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Thalia Erbes
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Department of Obstetrics and Gynaecology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Ralph Fritsch
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (R.H.); (A.L.); (J.W.); (H.B.); (C.D.); (J.D.-A.); (R.F.); (A.K.); (A.K.); (A.K.); (J.R.); (F.S.); (K.S.); (J.D.); (C.M.); (N.v.B.)
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- German Cancer Consortium (DKTK), Partner Site Freiburg and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Isabell Xiang Ge
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Department of Obstetrics and Gynaecology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Anna-Lena Geißler
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Institute for Surgical Pathology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Markus Grabbert
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Department of Urology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Steffen Heeg
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Department of Medicine II, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Dieter Henrik Heiland
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Department of Neurosurgery, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Simone Hettmer
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Department of Pediatric Hematology and Oncology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Gian Kayser
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Institute for Surgical Pathology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Alexander Keller
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (R.H.); (A.L.); (J.W.); (H.B.); (C.D.); (J.D.-A.); (R.F.); (A.K.); (A.K.); (A.K.); (J.R.); (F.S.); (K.S.); (J.D.); (C.M.); (N.v.B.)
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
| | - Anita Kleiber
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (R.H.); (A.L.); (J.W.); (H.B.); (C.D.); (J.D.-A.); (R.F.); (A.K.); (A.K.); (A.K.); (J.R.); (F.S.); (K.S.); (J.D.); (C.M.); (N.v.B.)
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
| | - Alexandra Kutilina
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (R.H.); (A.L.); (J.W.); (H.B.); (C.D.); (J.D.-A.); (R.F.); (A.K.); (A.K.); (A.K.); (J.R.); (F.S.); (K.S.); (J.D.); (C.M.); (N.v.B.)
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
| | - Leman Mehmed
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Clinical Cancer Registry, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Frank Meiss
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Department of Dermatology and Venerology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Philipp Poxleitner
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Department of Oral and Maxillofacial Surgery, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Justyna Rawluk
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (R.H.); (A.L.); (J.W.); (H.B.); (C.D.); (J.D.-A.); (R.F.); (A.K.); (A.K.); (A.K.); (J.R.); (F.S.); (K.S.); (J.D.); (C.M.); (N.v.B.)
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
| | - Juri Ruf
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Department of Nuclear Medicine, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Henning Schäfer
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Department of Neurosurgery, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
- Department of Radiation Oncology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Florian Scherer
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (R.H.); (A.L.); (J.W.); (H.B.); (C.D.); (J.D.-A.); (R.F.); (A.K.); (A.K.); (A.K.); (J.R.); (F.S.); (K.S.); (J.D.); (C.M.); (N.v.B.)
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
| | - Khalid Shoumariyeh
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (R.H.); (A.L.); (J.W.); (H.B.); (C.D.); (J.D.-A.); (R.F.); (A.K.); (A.K.); (A.K.); (J.R.); (F.S.); (K.S.); (J.D.); (C.M.); (N.v.B.)
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- German Cancer Consortium (DKTK), Partner Site Freiburg and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Andreas Tzschach
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Institute of Human Genetics, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Christoph Peters
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- German Cancer Consortium (DKTK), Partner Site Freiburg and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
- Institute of Molecular Medicine and Cell Research, Faculty of Medicine, University of Freiburg, 79104 Freiburg, Germany
- Center for Biological Signaling Studies BIOSS, University of Freiburg, 79104 Freiburg, Germany
| | - Tilman Brummer
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- German Cancer Consortium (DKTK), Partner Site Freiburg and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
- Institute of Molecular Medicine and Cell Research, Faculty of Medicine, University of Freiburg, 79104 Freiburg, Germany
- Center for Biological Signaling Studies BIOSS, University of Freiburg, 79104 Freiburg, Germany
| | - Martin Werner
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Institute for Surgical Pathology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
- German Cancer Consortium (DKTK), Partner Site Freiburg and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Justus Duyster
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (R.H.); (A.L.); (J.W.); (H.B.); (C.D.); (J.D.-A.); (R.F.); (A.K.); (A.K.); (A.K.); (J.R.); (F.S.); (K.S.); (J.D.); (C.M.); (N.v.B.)
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- German Cancer Consortium (DKTK), Partner Site Freiburg and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Silke Lassmann
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Institute for Surgical Pathology, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
- German Cancer Consortium (DKTK), Partner Site Freiburg and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
- Center for Biological Signaling Studies BIOSS, University of Freiburg, 79104 Freiburg, Germany
| | - Cornelius Miething
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (R.H.); (A.L.); (J.W.); (H.B.); (C.D.); (J.D.-A.); (R.F.); (A.K.); (A.K.); (A.K.); (J.R.); (F.S.); (K.S.); (J.D.); (C.M.); (N.v.B.)
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- German Cancer Consortium (DKTK), Partner Site Freiburg and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Melanie Boerries
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- Institute of Medical Bioinformatics and Systems Medicine, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany;
- German Cancer Consortium (DKTK), Partner Site Freiburg and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Anna L. Illert
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (R.H.); (A.L.); (J.W.); (H.B.); (C.D.); (J.D.-A.); (R.F.); (A.K.); (A.K.); (A.K.); (J.R.); (F.S.); (K.S.); (J.D.); (C.M.); (N.v.B.)
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- German Cancer Consortium (DKTK), Partner Site Freiburg and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Nikolas von Bubnoff
- Department of Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (R.H.); (A.L.); (J.W.); (H.B.); (C.D.); (J.D.-A.); (R.F.); (A.K.); (A.K.); (A.K.); (J.R.); (F.S.); (K.S.); (J.D.); (C.M.); (N.v.B.)
- Comprehensive Cancer Center Freiburg, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (M.E.H.); (M.R.); (A.V.F.); (K.A.); (K.B.); (M.B.); (N.B.); (M.E.); (T.E.); (I.X.G.); (A.-L.G.); (M.G.); (S.H.); (D.H.H.); (S.H.); (G.K.); (L.M.); (F.M.); (P.P.); (J.R.); (H.S.); (A.T.); (C.P.); (T.B.); (M.W.); (S.L.); (M.B.)
- German Cancer Consortium (DKTK), Partner Site Freiburg and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
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Inagaki C, Maeda D, Hatake K, Sato Y, Hashimoto K, Sakai D, Yachida S, Nonomura N, Satoh T. Clinical Utility of Next-Generation Sequencing-Based Panel Testing under the Universal Health-Care System in Japan: A Retrospective Analysis at a Single University Hospital. Cancers (Basel) 2021; 13:1121. [PMID: 33807840 PMCID: PMC7961835 DOI: 10.3390/cancers13051121] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2021] [Revised: 02/25/2021] [Accepted: 03/02/2021] [Indexed: 12/14/2022] Open
Abstract
Next-generation sequencing (NGS) assay is part of routine care in Japan owing to its reimbursement by Japan's universal health-care system; however, reimbursement is limited to patients who finished standard treatment. We retrospectively investigated 221 patients who underwent Foundation One CDX (F1CDx) at our hospital. Every F1CDx result was assessed at the molecular tumor board (MTB) for treatment recommendation. Based on patients' preferences, presumed germline findings were also assessed at the MTB and disclosed at the clinic. In total, 204 patients underwent F1CDx and 195 patients completed the analysis; however, 13.8% of them could not receive the report due to disease progression. Among 168 patients who received the results, 41.6% had at least one actionable alteration, and 3.6% received genomically matched treatment. Presumed germline findings were nominated in 24 patients, and 16.7% of them contacted a geneticist counselor. The NGS assay should be performed earlier in the clinical course to maximize the clinical benefit. Broader reimbursement for the NGS assay would enhance the delivery of precision oncology to patients. Access to clinical trials affects the number of patients who benefit from NGS. Additionally, the disclosure of presumed germline findings is feasible in clinical practice.
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Affiliation(s)
- Chiaki Inagaki
- Department of Frontier Science for Cancer and Chemotherapy, Graduate School of Medicine, Osaka University, Osaka 565-0871, Japan;
| | - Daichi Maeda
- Department of Clinical Genomics, Graduate School of Medicine, Osaka University, Osaka 565-0871, Japan;
| | - Kazue Hatake
- Center for Cancer Genomics and Personalized Medicine, Osaka University Hospital, Osaka 565-0871, Japan; (K.H.); (D.S.); (S.Y.); (N.N.)
| | - Yuki Sato
- Department of Genetic Counseling, Osaka University Hospital, Osaka 565-0871, Japan; (Y.S.); (K.H.)
| | - Kae Hashimoto
- Department of Genetic Counseling, Osaka University Hospital, Osaka 565-0871, Japan; (Y.S.); (K.H.)
- Department of Obstetrics and Gynecology, Graduate School of Medicine, Osaka University, Osaka 565-0871, Japan
| | - Daisuke Sakai
- Center for Cancer Genomics and Personalized Medicine, Osaka University Hospital, Osaka 565-0871, Japan; (K.H.); (D.S.); (S.Y.); (N.N.)
| | - Shinichi Yachida
- Center for Cancer Genomics and Personalized Medicine, Osaka University Hospital, Osaka 565-0871, Japan; (K.H.); (D.S.); (S.Y.); (N.N.)
- Department of Cancer Genome Informatics, Graduate School of Medicine, Osaka University, Osaka 565-0871, Japan
| | - Norio Nonomura
- Center for Cancer Genomics and Personalized Medicine, Osaka University Hospital, Osaka 565-0871, Japan; (K.H.); (D.S.); (S.Y.); (N.N.)
- Department of Urology, Graduate School of Medicine, Osaka University, Osaka 565-0871, Japan
| | - Taroh Satoh
- Department of Frontier Science for Cancer and Chemotherapy, Graduate School of Medicine, Osaka University, Osaka 565-0871, Japan;
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NGS-guided precision oncology in metastatic breast and gynecological cancer: first experiences at the CCC Munich LMU. Arch Gynecol Obstet 2020; 303:1331-1345. [PMID: 33277683 PMCID: PMC8053190 DOI: 10.1007/s00404-020-05881-z] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2020] [Accepted: 11/04/2020] [Indexed: 12/21/2022]
Abstract
Purpose Comprehensive genomic profiling identifying actionable molecular alterations aims to enable personalized treatment for cancer patients. The purpose of this analysis was to retrospectively assess the impact of personalized recommendations made by a multidisciplinary tumor board (MTB) on the outcome of patients with breast or gynecological cancers, who had progressed under standard treatment. Here, first experiences of our Comprehensive Cancer Center Molecular Tumor Board are reported. Methods All patients were part of a prospective local registry. 95 patients diagnosed with metastatic breast cancer or gynecological malignancies underwent extended molecular profiling. From May 2017 through March 2019, the MTB reviewed all clinical cases considering tumor profile and evaluated molecular alterations regarding further diagnostic and therapeutic recommendations. Results 95 patients with metastatic breast or gynecological cancers were discussed in the MTB (68% breast cancer, 20% ovarian cancer, 5% cervical cancer, 3% endometrial cancer and 4% others). Genes with highest mutation rate were PIK3CA and ERBB2. Overall, 34 patients (36%) received a biomarker-based targeted therapy recommendation. Therapeutic recommendations were implemented in nine cases; four patients experienced clinical benefit with a partial response or disease stabilization lasting over 4 months. Conclusion In the setting of a multidisciplinary molecular tumor board, a small but clinically meaningful group of breast and gynecological cancer patients benefits from comprehensive genomic profiling. Broad and successful implementation of precision medicine is complicated by patient referral at late stage disease and limited access to targeted agents and early clinical trials. Trial registration number 284-10 (03.05.2018).
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Bitzer M, Ostermann L, Horger M, Biskup S, Schulze M, Ruhm K, Hilke F, Öner Ö, Nikolaou K, Schroeder C, Riess O, Fend F, Zips D, Hinterleitner M, Zender L, Tabatabai G, Beha J, Malek NP. Next-Generation Sequencing of Advanced GI Tumors Reveals Individual Treatment Options. JCO Precis Oncol 2020; 4:PO.19.00359. [PMID: 32923905 PMCID: PMC7446530 DOI: 10.1200/po.19.00359] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/31/2020] [Indexed: 12/17/2022] Open
Abstract
PURPOSE Precision oncology connects highly complex diagnostic procedures with patient histories to identify individualized treatment options in interdisciplinary molecular tumor boards (MTBs). Detailed data on MTB-guided treatments and outcome with a focus on advanced GI cancers have not been reported yet. PATIENTS AND METHODS Next-generation sequencing of tumor and normal tissue pairs was performed between April 2016 and February 2018. After identification of relevant molecular alterations, available clinical studies or in-label, off-label, or matched experimental treatment options were recommended. Follow-up data and a response assessment that was based on radiologic imaging were recorded. RESULTS Ninety-six patients were presented to the MTB of Tuebingen University Hospital. Sixteen (17%) showed "pathogenic" or "likely pathogenic" germline variants. Recommendations on the basis of molecular alterations or tumor mutational burden were given for 41 patients (43%). Twenty-five received the suggested drug, and 20 were evaluable for best response assessment. Three patients (15%) reached a partial response (PR), and 6 (30%), stable disease (SD), whereas 11 (55%) had tumor progression (progressive disease). Median progression-free survival (PFS) for all treated and evaluable patients was 2.8 months (range, 1.0-9.0 months), and median overall survival (OS) of all treated patients was 5.2 months (range, 0.1 months to not reached). Patients with SD for ≥ 3 months or PR compared with progressive disease showed both a statistically significant longer median PFS (7.8 months [95% CI, 4.2 to 11.4 months] v 2.2 months [95% CI, 1.5 to 2.8 months], P < .0001) and median OS (18.0 months [95% CI, 10.4 to 25.6 months] v 3.8 months [95% CI, 2.3 to 5.4 months], P < .0001). CONCLUSION Next-generation sequencing diagnostics of advanced GI cancers identified a substantial number of pathogenic or likely pathogenic germline variants and unique individual treatment options. Patients with PR or SD in the course of MTB-recommended treatments seemed to benefit with respect to PFS and OS.
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Affiliation(s)
- Michael Bitzer
- Department of Internal Medicine I, Eberhard-Karls University, Tuebingen, Germany
- Cluster of Excellence, Image Guided and Functionally Instructed Tumor Therapies, Eberhard-Karls University, Tuebingen, Germany
- Center for Personalized Medicine, Eberhard-Karls University, Tuebingen, Germany
| | - Leonie Ostermann
- Department of Internal Medicine I, Eberhard-Karls University, Tuebingen, Germany
| | - Marius Horger
- Department of Diagnostic and Interventional Radiology, Eberhard-Karls University, Tuebingen, Germany
| | - Saskia Biskup
- CeGaT GmbH and Praxis für Humangenetik, Tuebingen, Germany
| | - Martin Schulze
- CeGaT GmbH and Praxis für Humangenetik, Tuebingen, Germany
| | - Kristina Ruhm
- Center for Personalized Medicine, Eberhard-Karls University, Tuebingen, Germany
| | - Franz Hilke
- Institute of Medical Genetics and Applied Genomics, Eberhard-Karls University, Tuebingen, Germany
| | - Öznur Öner
- Center for Personalized Medicine, Eberhard-Karls University, Tuebingen, Germany
| | - Konstantin Nikolaou
- Cluster of Excellence, Image Guided and Functionally Instructed Tumor Therapies, Eberhard-Karls University, Tuebingen, Germany
- Department of Diagnostic and Interventional Radiology, Eberhard-Karls University, Tuebingen, Germany
| | - Christopher Schroeder
- Institute of Medical Genetics and Applied Genomics, Eberhard-Karls University, Tuebingen, Germany
| | - Olaf Riess
- Institute of Medical Genetics and Applied Genomics, Eberhard-Karls University, Tuebingen, Germany
| | - Falko Fend
- Institute of Pathology and Neuropathology, Eberhard-Karls University, Tuebingen, Germany
- German Cancer Research Consortium, German Cancer Research Center, Heidelberg, Germany
| | - Daniel Zips
- German Cancer Research Consortium, German Cancer Research Center, Heidelberg, Germany
- Department of Radiation Oncology, Eberhard-Karls University, Tuebingen, Germany
| | | | - Lars Zender
- Cluster of Excellence, Image Guided and Functionally Instructed Tumor Therapies, Eberhard-Karls University, Tuebingen, Germany
- German Cancer Research Consortium, German Cancer Research Center, Heidelberg, Germany
- Department of Internal Medicine VIII, Eberhard-Karls University, Tuebingen, Germany
| | - Ghazaleh Tabatabai
- Cluster of Excellence, Image Guided and Functionally Instructed Tumor Therapies, Eberhard-Karls University, Tuebingen, Germany
- German Cancer Research Consortium, German Cancer Research Center, Heidelberg, Germany
- Interdisciplinary Division of Neuro-Oncology, Eberhard-Karls University, Tuebingen, Germany
| | - Janina Beha
- Center for Personalized Medicine, Eberhard-Karls University, Tuebingen, Germany
| | - Nisar P. Malek
- Department of Internal Medicine I, Eberhard-Karls University, Tuebingen, Germany
- Cluster of Excellence, Image Guided and Functionally Instructed Tumor Therapies, Eberhard-Karls University, Tuebingen, Germany
- Center for Personalized Medicine, Eberhard-Karls University, Tuebingen, Germany
- German Cancer Research Consortium, German Cancer Research Center, Heidelberg, Germany
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Buechner P, Hinderer M, Unberath P, Metzger P, Boeker M, Acker T, Haller F, Mack E, Nowak D, Paret C, Schanze D, von Bubnoff N, Wagner S, Busch H, Boerries M, Christoph J. Requirements Analysis and Specification for a Molecular Tumor Board Platform Based on cBioPortal. Diagnostics (Basel) 2020; 10:E93. [PMID: 32050609 PMCID: PMC7167859 DOI: 10.3390/diagnostics10020093] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2019] [Revised: 01/21/2020] [Accepted: 02/07/2020] [Indexed: 01/17/2023] Open
Abstract
Clinicians in molecular tumor boards (MTB) are confronted with a growing amount of genetic high-throughput sequencing data. Today, at German university hospitals, these data are usually handled in complex spreadsheets from which clinicians have to obtain the necessary information. The aim of this work was to gather a comprehensive list of requirements to be met by cBioPortal to support processes in MTBs according to clinical needs. Therefore, oncology experts at nine German university hospitals were surveyed in two rounds of interviews. To generate an interview guideline a scoping review was conducted. For visual support in the second round, screenshot mockups illustrating the requirements from the first round were created. Requirements that cBioPortal already meets were skipped during the second round. In the end, 24 requirements with sometimes several conceivable options were identified and 54 screenshot mockups were created. Some of the identified requirements have already been suggested to the community by other users or are currently being implemented in cBioPortal. This shows, that the results are in line with the needs expressed by various disciplines. According to our findings, cBioPortal has the potential to significantly improve the processes and analyses of an MTB after the implementation of the identified requirements.
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Affiliation(s)
- Philipp Buechner
- Department of Medical Informatics, Friedrich-Alexander-University Erlangen-Nürnberg (FAU), 91058 Erlangen-Tennenlohe, Germany; (P.B.); (M.H.); (P.U.)
| | - Marc Hinderer
- Department of Medical Informatics, Friedrich-Alexander-University Erlangen-Nürnberg (FAU), 91058 Erlangen-Tennenlohe, Germany; (P.B.); (M.H.); (P.U.)
| | - Philipp Unberath
- Department of Medical Informatics, Friedrich-Alexander-University Erlangen-Nürnberg (FAU), 91058 Erlangen-Tennenlohe, Germany; (P.B.); (M.H.); (P.U.)
| | - Patrick Metzger
- Institute of Medical Bioinformatics and Systems Medicine, Faculty of Medicine and Medical Center-University of Freiburg, 79110 Freiburg, Germany;
- Faculty of Biology, University of Freiburg, 79104 Freiburg, Germany
| | - Martin Boeker
- Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Center, University of Freiburg, 79104 Freiburg, Germany;
| | - Till Acker
- Institute of Neuropathology, Justus-Liebig-University Giessen, 35392 Giessen, Germany;
| | - Florian Haller
- Institute of Pathology, University Hospital Erlangen, 91054 Erlangen, Germany;
| | - Elisabeth Mack
- Department of Hematology, Oncology and Immunology, Philipps-University Marburg, and University Hospital Gießen and Marburg, Marburg, Germany Baldingerstraße, 35043 Marburg, Germany;
| | - Daniel Nowak
- Department of Hematology and Oncology, Medical Faculty Mannheim, Heidelberg University, 68167 Mannheim, Germany;
- Heinrich-Lanz-Center for Digital Health, Medical Faculty Mannheim, Heidelberg University, 68167 Mannheim, Germany
| | - Claudia Paret
- Pediatric Hematology/Oncology, Children’s Hospital, University Medical Center of the Johannes Gutenberg-University Mainz, 55131 Mainz, Germany;
- University Cancer Center (UCT) of the University Medical Center of the Johannes Gutenberg-University Mainz, 55131 Mainz, Germany
| | - Denny Schanze
- Institute of Human Genetics, University Hospital Magdeburg, Faculty of Medicine, Otto-von-Guericke University, 39120 Magdeburg, Germany;
| | - Nikolas von Bubnoff
- Department of Hematology and Oncology, Medical Center, University of Schleswig-Holstein, Campus Lübeck, 23538 Lübeck, Germany;
- German Cancer Consortium (DKTK), partner site Freiburg, 79106 Freiburg, Germany
- Department of Hematology, Oncology and Stem Cell Transplantation, Medical Center, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Sebastian Wagner
- Department of Medicine 2, Hematology/Oncology, Goethe University Hospital, 60590 Frankfurt am Main, Germany;
| | - Hauke Busch
- Institute of Experimental Dermatology and Institute of Cardiogenetics, University of Lübeck, 23562 Lübeck, Germany;
| | - Melanie Boerries
- Institute of Medical Bioinformatics and Systems Medicine, Faculty of Medicine and Medical Center-University of Freiburg, 79110 Freiburg, Germany;
- Comprehensive Cancer Center Freiburg (CCCF), Faculty of Medicine and Medical Center – University of Freiburg, 79106 Freiburg, Germany
- German Cancer Consortium (DKTK), partner site Freiburg; and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Jan Christoph
- Department of Medical Informatics, Friedrich-Alexander-University Erlangen-Nürnberg (FAU), 91058 Erlangen-Tennenlohe, Germany; (P.B.); (M.H.); (P.U.)
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Menzer C, Menzies AM, Carlino MS, Reijers I, Groen EJ, Eigentler T, de Groot JWB, van der Veldt AA, Johnson DB, Meiss F, Schlaak M, Schilling B, Westgeest HM, Gutzmer R, Pföhler C, Meier F, Zimmer L, Suijkerbuijk KP, Haalck T, Thoms KM, Herbschleb K, Leichsenring J, Menzer A, Kopp-Schneider A, Long GV, Kefford R, Enk A, Blank CU, Hassel JC. Targeted Therapy in Advanced Melanoma With Rare BRAF Mutations. J Clin Oncol 2019; 37:3142-3151. [PMID: 31580757 PMCID: PMC10448865 DOI: 10.1200/jco.19.00489] [Citation(s) in RCA: 73] [Impact Index Per Article: 14.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/12/2019] [Indexed: 01/17/2023] Open
Abstract
PURPOSE BRAF/MEK inhibition is a standard of care for patients with BRAF V600E/K-mutated metastatic melanoma. For patients with less frequent BRAF mutations, however, efficacy data are limited. METHODS In the current study, 103 patients with metastatic melanoma with rare, activating non-V600E/K BRAF mutations that were treated with either a BRAF inhibitor (BRAFi), MEK inhibitor (MEKi), or the combination were included. BRAF mutation, patient and disease characteristics, response, and survival data were analyzed. RESULTS Fifty-eight patient tumors (56%) harbored a non-E/K V600 mutation, 38 (37%) a non-V600 mutation, and seven had both V600E and a rare BRAF mutation (7%). The most frequent mutations were V600R (43%; 44 of 103), L597P/Q/R/S (15%; 15 of 103), and K601E (11%; 11 of 103). Most patients had stage IV disease and 42% had elevated lactate dehydrogenase at BRAFi/MEKi initiation. Most patients received combined BRAFi/MEKi (58%) or BRAFi monotherapy (37%). Of the 58 patients with V600 mutations, overall response rate to BRAFi monotherapy and combination BRAFi/MEKi was 27% (six of 22) and 56% (20 of 36), respectively, whereas median progression-free survival (PFS) was 3.7 months and 8.0 months, respectively (P = .002). Of the 38 patients with non-V600 mutations, overall response rate was 0% (zero of 15) to BRAFi, 40% (two of five) to MEKi, and 28% (five of 18) to combination treatment, with a median PFS of 1.8 months versus 3.7 months versus 3.3 months, respectively. Multivariable analyses revealed superior survival (PFS and overall survival) with combination over monotherapy in rare V600 and non-V600 mutated melanoma. CONCLUSION Patients with rare BRAF mutations can respond to targeted therapy, however, efficacy seems to be lower compared with V600E mutated melanoma. Combination BRAFi/MEKi seems to be the best regimen for both V600 and non-V600 mutations. Yet interpretation should be done with care because of the heterogeneity of patients with small sample sizes for some of the reported mutations.
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Affiliation(s)
- Christian Menzer
- Heidelberg University Hospital, Heidelberg, Germany
- Memorial Sloan Kettering Cancer Center, New York, NY
| | - Alexander M. Menzies
- The University of Sydney, Sydney, NSW, Australia
- Royal North Shore and Mater Hospitals, Sydney, NSW, Australia
| | - Matteo S. Carlino
- The University of Sydney, Sydney, NSW, Australia
- Crown Princess Mary Cancer Centre Westmead, Sydney, NSW, Australia
| | - Irene Reijers
- Netherlands Cancer Institute-Antoni van Leeuwenhoek, Amsterdam, the Netherlands
| | - Emma J. Groen
- Netherlands Cancer Institute-Antoni van Leeuwenhoek, Amsterdam, the Netherlands
| | | | | | | | | | - Frank Meiss
- Medical Center–University of Freiburg and University of Freiburg, Freiburg, Germany
| | - Max Schlaak
- University Hospital Cologne, Cologne, Germany
- University Hospital, LMU Munich, Munich, Germany
| | | | | | | | | | | | - Lisa Zimmer
- University Hospital Essen, University Duisburg-Essen, Essen, Germany
| | | | - Thomas Haalck
- University Hospital Hamburg-Eppendorf, Hamburg, Germany
| | | | | | | | - Alexander Menzer
- University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | | | - Georgina V. Long
- The University of Sydney, Sydney, NSW, Australia
- Royal North Shore and Mater Hospitals, Sydney, NSW, Australia
| | - Richard Kefford
- The University of Sydney, Sydney, NSW, Australia
- Macquarie University, Sydney, NSW, Australia
| | | | - Christian U. Blank
- Netherlands Cancer Institute-Antoni van Leeuwenhoek, Amsterdam, the Netherlands
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Bourret P, Cambrosio A. Genomic expertise in action: molecular tumour boards and decision-making in precision oncology. SOCIOLOGY OF HEALTH & ILLNESS 2019; 41:1568-1584. [PMID: 31197873 DOI: 10.1111/1467-9566.12970] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
The recent development of cancer precision medicine is associated with the emergence of 'molecular tumour boards' (MTBs). Attended by a heterogenous set of practitioners, MTBs link genomic platforms to clinical practices by establishing 'actionable' connections between drugs and molecular alterations. Their activities rely on a number of evidential resources - for example databases, clinical trial results, basic knowledge about mutations and pathways - that need to be associated with the clinical trajectory of individual patients. Experts from various domains are required to master and align diverse kinds of information. However, rather than examining MTBs as an institution interfacing different kinds of expertise embedded in individual experts, we argue that expertise is the emergent outcome of MTBs, which can be conceptualised as networks or 'agencements' of humans and devices. Based on the ethnographic analysis of the activities of four clinical trial MTBs (three in France and an international one) and of two French routine-care MTBs, the paper analyses how MTBs produce therapeutic decisions, centring on the new kind of expertise they engender. The development and activities of MTBs signal a profound transformation of the evidentiary basis and processes upon which biomedical expertise and decision-making in oncology are predicated and, in particular, the emergence of a clinic of variants.
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Affiliation(s)
- Pascale Bourret
- Aix-Marseille Univ, INSERM, IRD, SESSTIM, Institut Paoli-Calmettes, Marseille, France
| | - Alberto Cambrosio
- Department of Social Studies of Medicine, McGill University, Montreal, QC, Canada
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28
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Haller B, Ulm K, Hapfelmeier A. A Simulation Study Comparing Different Statistical Approaches for the Identification of Predictive Biomarkers. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2019; 2019:7037230. [PMID: 31312252 PMCID: PMC6595324 DOI: 10.1155/2019/7037230] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/01/2019] [Accepted: 05/22/2019] [Indexed: 11/17/2022]
Abstract
Identification of relevant biomarkers that are associated with a treatment effect is one requirement for adequate treatment stratification and consequently to improve health care by administering the best available treatment to an individual patient. Various statistical approaches were proposed that allow assessing the interaction between a continuous covariate and treatment. Nevertheless, categorization of a continuous covariate, e.g., by splitting the data at the observed median value, appears to be very prevalent in practice. In this article, we present a simulation study considering data as observed in a randomized clinical trial with a time-to-event outcome performed to compare properties of such approaches, namely, Cox regression with linear interaction, Multivariable Fractional Polynomials for Interaction (MFPI), Local Partial-Likelihood Bootstrap (LPLB), and the Subpopulation Treatment Effect Pattern Plot (STEPP) method, and of strategies based on categorization of continuous covariates (splitting the covariate at the median, splitting at quartiles, and using an "optimal" split by maximizing a corresponding test statistic). In different scenarios with no interactions, linear interactions or nonlinear interactions, type I error probability and the power for detection of a true covariate-treatment interaction were estimated. The Cox regression approach was more efficient than the other methods for scenarios with monotonous interactions, especially when the number of observed events was small to moderate. When patterns of the biomarker-treatment interaction effect were more complex, MFPI and LPLB performed well compared to the other approaches. Categorization of data generally led to a loss of power, but for very complex patterns, splitting the data into multiple categories might help to explore the nature of the interaction effect. Consequently, we recommend application of statistical methods developed for assessment of interactions between continuous biomarkers and treatment instead of arbitrary or data-driven categorization of continuous covariates.
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Affiliation(s)
- Bernhard Haller
- Technical University of Munich, School of Medicine, Institute of Medical Informatics, Statistics and Epidemiology, Ismaninger Str. 22, 81675 Munich, Germany
| | - Kurt Ulm
- Technical University of Munich, School of Medicine, Institute of Medical Informatics, Statistics and Epidemiology, Ismaninger Str. 22, 81675 Munich, Germany
| | - Alexander Hapfelmeier
- Technical University of Munich, School of Medicine, Institute of Medical Informatics, Statistics and Epidemiology, Ismaninger Str. 22, 81675 Munich, Germany
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29
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Leichsenring J, Horak P, Kreutzfeldt S, Heining C, Christopoulos P, Volckmar A, Neumann O, Kirchner M, Ploeger C, Budczies J, Heilig CE, Hutter B, Fröhlich M, Uhrig S, Kazdal D, Allgäuer M, Harms A, Rempel E, Lehmann U, Thomas M, Pfarr N, Azoitei N, Bonzheim I, Marienfeld R, Möller P, Werner M, Fend F, Boerries M, Bubnoff N, Lassmann S, Longerich T, Bitzer M, Seufferlein T, Malek N, Weichert W, Schirmacher P, Penzel R, Endris V, Brors B, Klauschen F, Glimm H, Fröhling S, Stenzinger A. Variant classification in precision oncology. Int J Cancer 2019; 145:2996-3010. [DOI: 10.1002/ijc.32358] [Citation(s) in RCA: 49] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Accepted: 04/08/2019] [Indexed: 02/06/2023]
Affiliation(s)
- Jonas Leichsenring
- Institute of Pathology, University Hospital Heidelberg Heidelberg Germany
| | - Peter Horak
- National Center for Tumor Diseases (NCT) Heidelberg Heidelberg Germany
- German Cancer Consortium (DKTK) Heidelberg Germany
| | - Simon Kreutzfeldt
- National Center for Tumor Diseases (NCT) Heidelberg Heidelberg Germany
- German Cancer Consortium (DKTK) Heidelberg Germany
| | - Christoph Heining
- National Center for Tumor Diseases (NCT) Dresden Germany
- University Hospital Carl Gustav Carus Dresden Germany
| | - Petros Christopoulos
- Thoraxklinik Heidelberg Germany
- Translational Lung Cancer Research Heidelberg (TLCR‐H)German Center for Lung Research (DZL) Giessen Germany
| | - Anna‐Lena Volckmar
- Institute of Pathology, University Hospital Heidelberg Heidelberg Germany
| | - Olaf Neumann
- Institute of Pathology, University Hospital Heidelberg Heidelberg Germany
| | - Martina Kirchner
- Institute of Pathology, University Hospital Heidelberg Heidelberg Germany
| | - Carolin Ploeger
- Institute of Pathology, University Hospital Heidelberg Heidelberg Germany
| | - Jan Budczies
- Institute of Pathology, University Hospital Heidelberg Heidelberg Germany
| | | | | | | | - Sebastian Uhrig
- German Cancer Research Center (DKFZ) Heidelberg Germany
- Faculty of BiosciencesHeidelberg University Heidelberg Germany
| | - Daniel Kazdal
- Institute of Pathology, University Hospital Heidelberg Heidelberg Germany
| | - Michael Allgäuer
- Institute of Pathology, University Hospital Heidelberg Heidelberg Germany
| | - Alexander Harms
- Institute of Pathology, University Hospital Heidelberg Heidelberg Germany
| | - Eugen Rempel
- Institute of Pathology, University Hospital Heidelberg Heidelberg Germany
| | - Ulrich Lehmann
- Institute of Pathology, Hannover Medical School Hanover Germany
| | - Michael Thomas
- Thoraxklinik Heidelberg Germany
- Translational Lung Cancer Research Heidelberg (TLCR‐H)German Center for Lung Research (DZL) Giessen Germany
| | - Nicole Pfarr
- Institute of Pathology, Technische Universität München Munich Germany
| | - Ninel Azoitei
- Clinic of Internal Medicine IUniversity Hospital Ulm Ulm Germany
| | - Irina Bonzheim
- Institute of Pathology, University Hospital Tübingen Tübingen Germany
| | | | - Peter Möller
- Institute of Pathology, University Hospital Ulm Ulm Germany
| | - Martin Werner
- Institute of Pathology, Medical Center, University of Freiburg Breisgau Germany
| | - Falko Fend
- Institute of Pathology, University Hospital Tübingen Tübingen Germany
| | - Melanie Boerries
- German Cancer Consortium (DKTK) Heidelberg Germany
- German Cancer Research Center (DKFZ) Heidelberg Germany
- Institute of Molecular Medicine and Cell ResearchUniversity of Freiburg Freiburg Germany
- MIRACUM Consortium of the Medical Informatics Initiative Freiburg Germany
| | - Nikolas Bubnoff
- German Cancer Consortium (DKTK) Heidelberg Germany
- German Cancer Research Center (DKFZ) Heidelberg Germany
- Department of Hematology, Oncology and Stem Cell Transplantation, Medical Center, Faculty of MedicineUniversity of Freiburg Freiburg Germany
- Department of Hematology and OncologyMedical Center, University of Schleswig‐Holstein Lübeck Germany
| | - Silke Lassmann
- Institute of Pathology, Medical Center, University of Freiburg Breisgau Germany
| | - Thomas Longerich
- Institute of Pathology, University Hospital Heidelberg Heidelberg Germany
- Heidelberg‐Göttingen‐Hannover Medizininformatik (HiGHmed) Konsortium Heidelberg Germany
| | - Michael Bitzer
- Department of Internal Medicine IUniversity Hospital Tübingen Tübingen Germany
| | | | - Nisar Malek
- Department of Internal Medicine IUniversity Hospital Tübingen Tübingen Germany
| | - Wilko Weichert
- Institute of Pathology, Technische Universität München Munich Germany
| | - Peter Schirmacher
- Institute of Pathology, University Hospital Heidelberg Heidelberg Germany
- German Cancer Consortium (DKTK) Heidelberg Germany
| | - Roland Penzel
- Institute of Pathology, University Hospital Heidelberg Heidelberg Germany
| | - Volker Endris
- Institute of Pathology, University Hospital Heidelberg Heidelberg Germany
| | - Benedikt Brors
- National Center for Tumor Diseases (NCT) Heidelberg Heidelberg Germany
- German Cancer Consortium (DKTK) Heidelberg Germany
- German Cancer Research Center (DKFZ) Heidelberg Germany
| | | | - Hanno Glimm
- National Center for Tumor Diseases (NCT) Dresden Germany
| | - Stefan Fröhling
- National Center for Tumor Diseases (NCT) Heidelberg Heidelberg Germany
- German Cancer Consortium (DKTK) Heidelberg Germany
- DKFZ‐Heidelberg Center for Personalized Oncology (HIPO) Heidelberg Germany
| | - Albrecht Stenzinger
- Institute of Pathology, University Hospital Heidelberg Heidelberg Germany
- DKFZ‐Heidelberg Center for Personalized Oncology (HIPO) Heidelberg Germany
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