1
|
Alcala N, Leblay N, Gabriel AAG, Mangiante L, Hervas D, Giffon T, Sertier AS, Ferrari A, Derks J, Ghantous A, Delhomme TM, Chabrier A, Cuenin C, Abedi-Ardekani B, Boland A, Olaso R, Meyer V, Altmuller J, Le Calvez-Kelm F, Durand G, Voegele C, Boyault S, Moonen L, Lemaitre N, Lorimier P, Toffart AC, Soltermann A, Clement JH, Saenger J, Field JK, Brevet M, Blanc-Fournier C, Galateau-Salle F, Le Stang N, Russell PA, Wright G, Sozzi G, Pastorino U, Lacomme S, Vignaud JM, Hofman V, Hofman P, Brustugun OT, Lund-Iversen M, Thomas de Montpreville V, Muscarella LA, Graziano P, Popper H, Stojsic J, Deleuze JF, Herceg Z, Viari A, Nuernberg P, Pelosi G, Dingemans AMC, Milione M, Roz L, Brcic L, Volante M, Papotti MG, Caux C, Sandoval J, Hernandez-Vargas H, Brambilla E, Speel EJM, Girard N, Lantuejoul S, McKay JD, Foll M, Fernandez-Cuesta L. Integrative and comparative genomic analyses identify clinically relevant pulmonary carcinoid groups and unveil the supra-carcinoids. Nat Commun 2019; 10:3407. [PMID: 31431620 PMCID: PMC6702229 DOI: 10.1038/s41467-019-11276-9] [Citation(s) in RCA: 94] [Impact Index Per Article: 18.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2018] [Accepted: 07/02/2019] [Indexed: 02/06/2023] Open
Abstract
The worldwide incidence of pulmonary carcinoids is increasing, but little is known about their molecular characteristics. Through machine learning and multi-omics factor analysis, we compare and contrast the genomic profiles of 116 pulmonary carcinoids (including 35 atypical), 75 large-cell neuroendocrine carcinomas (LCNEC), and 66 small-cell lung cancers. Here we report that the integrative analyses on 257 lung neuroendocrine neoplasms stratify atypical carcinoids into two prognostic groups with a 10-year overall survival of 88% and 27%, respectively. We identify therapeutically relevant molecular groups of pulmonary carcinoids, suggesting DLL3 and the immune system as candidate therapeutic targets; we confirm the value of OTP expression levels for the prognosis and diagnosis of these diseases, and we unveil the group of supra-carcinoids. This group comprises samples with carcinoid-like morphology yet the molecular and clinical features of the deadly LCNEC, further supporting the previously proposed molecular link between the low- and high-grade lung neuroendocrine neoplasms.
Collapse
Affiliation(s)
- N Alcala
- International Agency for Research on Cancer (IARC/WHO), Section of Genetics, 150 Cours Albert Thomas, 69008, Lyon, France
| | - N Leblay
- International Agency for Research on Cancer (IARC/WHO), Section of Genetics, 150 Cours Albert Thomas, 69008, Lyon, France
| | - A A G Gabriel
- International Agency for Research on Cancer (IARC/WHO), Section of Genetics, 150 Cours Albert Thomas, 69008, Lyon, France
| | - L Mangiante
- International Agency for Research on Cancer (IARC/WHO), Section of Genetics, 150 Cours Albert Thomas, 69008, Lyon, France
| | - D Hervas
- Health Research Institute La Fe, Avenida Fernando Abril Martorell, Torre 106 A 7planta, 46026, Valencia, Spain
| | - T Giffon
- International Agency for Research on Cancer (IARC/WHO), Section of Genetics, 150 Cours Albert Thomas, 69008, Lyon, France
| | - A S Sertier
- Synergie Lyon Cancer, Centre Léon Bérard, 28 Rue Laennec, 69008, Lyon, France
| | - A Ferrari
- Synergie Lyon Cancer, Centre Léon Bérard, 28 Rue Laennec, 69008, Lyon, France
| | - J Derks
- Maastricht University Medical Centre (MUMC), GROW School for Oncology and Developmental Biology, P.O. Box 5800, 6202, AZ, Maastricht, The Netherlands
| | - A Ghantous
- International Agency for Research on Cancer (IARC/WHO), Section of Mechanisms of Carcinogenesis, 150 Cours Albert Thomas, 69008, Lyon, France
| | - T M Delhomme
- International Agency for Research on Cancer (IARC/WHO), Section of Genetics, 150 Cours Albert Thomas, 69008, Lyon, France
| | - A Chabrier
- International Agency for Research on Cancer (IARC/WHO), Section of Genetics, 150 Cours Albert Thomas, 69008, Lyon, France
| | - C Cuenin
- International Agency for Research on Cancer (IARC/WHO), Section of Mechanisms of Carcinogenesis, 150 Cours Albert Thomas, 69008, Lyon, France
| | - B Abedi-Ardekani
- International Agency for Research on Cancer (IARC/WHO), Section of Genetics, 150 Cours Albert Thomas, 69008, Lyon, France
| | - A Boland
- Centre National de Recherche en Génomique Humaine (CNRGH), Institut de Biologie François Jacob, CEA, Université Paris-Saclay, 2 rue Gaston Crémieux, CP 5706, 91057, Evry Cedex, France
| | - R Olaso
- Centre National de Recherche en Génomique Humaine (CNRGH), Institut de Biologie François Jacob, CEA, Université Paris-Saclay, 2 rue Gaston Crémieux, CP 5706, 91057, Evry Cedex, France
| | - V Meyer
- Centre National de Recherche en Génomique Humaine (CNRGH), Institut de Biologie François Jacob, CEA, Université Paris-Saclay, 2 rue Gaston Crémieux, CP 5706, 91057, Evry Cedex, France
| | - J Altmuller
- Cologne Centre for Genomics (CCG) and Centre for Molecular Medicine Cologne (CMMC), University of Cologne, Weyertal 115, 50931, Cologne, Germany
| | - F Le Calvez-Kelm
- International Agency for Research on Cancer (IARC/WHO), Section of Genetics, 150 Cours Albert Thomas, 69008, Lyon, France
| | - G Durand
- International Agency for Research on Cancer (IARC/WHO), Section of Genetics, 150 Cours Albert Thomas, 69008, Lyon, France
| | - C Voegele
- International Agency for Research on Cancer (IARC/WHO), Section of Genetics, 150 Cours Albert Thomas, 69008, Lyon, France
| | - S Boyault
- Translational Research and Innovation Department, Cancer Genomic Platform, 28 Rue Laennec, 69008, Lyon, France
| | - L Moonen
- Maastricht University Medical Centre (MUMC), GROW School for Oncology and Developmental Biology, P.O. Box 5800, 6202, AZ, Maastricht, The Netherlands
| | - N Lemaitre
- Institute for Advanced Biosciences, Site Santé, Allée des Alpes, 38700, La Tronche, Grenoble, France
| | - P Lorimier
- Institute for Advanced Biosciences, Site Santé, Allée des Alpes, 38700, La Tronche, Grenoble, France
| | - A C Toffart
- Pulmonology-Physiology Unit, Grenoble Alpes University Hospital, 38700, La Tronche, France
| | - A Soltermann
- Institute of Pathology and Molecular Pathology, University Hospital Zurich, Schmelzbergstrasse 12, 8091, Zurich, Switzerland
| | - J H Clement
- Department Hematology and Medical Oncology, Jena University Hospital, Am Klinikum 1, 07747, Jena, Germany
| | - J Saenger
- Bad Berka Institute of Pathology, Robert-Koch-Allee 9, 99438, Bad Berka, Germany
| | - J K Field
- Roy Castle Lung Cancer Research Programme, Department of Molecular and Clinical Cancer Medicine, University of Liverpool, 6 West Derby Street, L7 8TX, Liverpool, UK
| | - M Brevet
- Pathology Institute, Hospices Civils de Lyon, University Claude Bernard Lyon 1, 59 Boulevard Pinel, 69677, BRON Cedex, France
| | - C Blanc-Fournier
- CLCC François Baclesse, 3 avenue du Général Harris, 14076, Caen Cedex 5, France
| | - F Galateau-Salle
- Department of Pathology, Centre Léon Bérard, 28, rue Laennec, 69373, Lyon Cedex 8, France
| | - N Le Stang
- Department of Pathology, Centre Léon Bérard, 28, rue Laennec, 69373, Lyon Cedex 8, France
| | - P A Russell
- St. Vincent's Hospital and University of Melbourne, Victoria Parade, Fitzroy, Melbourne, VIC, 3065, Australia
| | - G Wright
- St. Vincent's Hospital and University of Melbourne, Victoria Parade, Fitzroy, Melbourne, VIC, 3065, Australia
| | - G Sozzi
- Pathology Division Fondazione, IRCCS Istituto Nazionale dei Tumori, Via G. Venezian 1, 20133, Milan, Italy
| | - U Pastorino
- Pathology Division Fondazione, IRCCS Istituto Nazionale dei Tumori, Via G. Venezian 1, 20133, Milan, Italy
| | - S Lacomme
- Nancy Regional University Hospital, CHRU, CRB BB-0033-00035, INSERM U1256, 29 Avenue du Maréchal de Lattre de Tassigny, 54035, Nancy Cedex, France
| | - J M Vignaud
- Nancy Regional University Hospital, CHRU, CRB BB-0033-00035, INSERM U1256, 29 Avenue du Maréchal de Lattre de Tassigny, 54035, Nancy Cedex, France
| | - V Hofman
- Laboratory of Clinical and Experimental Pathology, FHU OncoAge, Nice Hospital, Biobank BB-0033-00025, IRCAN Inserm U1081 CNRS 7284, University Côte d'Azur, 30 avenue de la voie Romaine, CS, 51069-06001, Nice Cedex 1, France
| | - P Hofman
- Laboratory of Clinical and Experimental Pathology, FHU OncoAge, Nice Hospital, Biobank BB-0033-00025, IRCAN Inserm U1081 CNRS 7284, University Côte d'Azur, 30 avenue de la voie Romaine, CS, 51069-06001, Nice Cedex 1, France
| | - O T Brustugun
- Drammen Hospital, Vestre Viken Health Trust, Vestre Viken HF, Postboks 800, 3004, Drammen, Norway
- Institute of Cancer Research, Oslo University Hospital, Ullernchausseen 70, 0379, Oslo, Norway
| | - M Lund-Iversen
- Institute of Cancer Research, Oslo University Hospital, Ullernchausseen 70, 0379, Oslo, Norway
| | | | - L A Muscarella
- Fondazione IRCCS Casa Sollievo della Sofferenza, Viale Cappuccini 1, 71013, San Giovanni Rotondo FG, Italy
| | - P Graziano
- Fondazione IRCCS Casa Sollievo della Sofferenza, Viale Cappuccini 1, 71013, San Giovanni Rotondo FG, Italy
| | - H Popper
- Diagnostic and Research Institute of Pathology, Medical University of Graz, Neue Stiftingtalstrasse 6, 8010, Graz, Austria
| | - J Stojsic
- Department of Thoracopulmonary Pathology, Service of Pathology, Clinical Center of Serbia, Pasterova 2, Belgrade, 11000, Serbia
| | - J F Deleuze
- Centre National de Recherche en Génomique Humaine (CNRGH), Institut de Biologie François Jacob, CEA, Université Paris-Saclay, 2 rue Gaston Crémieux, CP 5706, 91057, Evry Cedex, France
| | - Z Herceg
- International Agency for Research on Cancer (IARC/WHO), Section of Mechanisms of Carcinogenesis, 150 Cours Albert Thomas, 69008, Lyon, France
| | - A Viari
- Synergie Lyon Cancer, Centre Léon Bérard, 28 Rue Laennec, 69008, Lyon, France
| | - P Nuernberg
- Cologne Centre for Genomics (CCG) and Centre for Molecular Medicine Cologne (CMMC), University of Cologne, Weyertal 115, 50931, Cologne, Germany
- Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Joseph-Stelzmann-Straße 26, 50931, Cologne, Germany
| | - G Pelosi
- Department of Oncology and Hemato-Oncology, University of Milan, and Inter-Hospital Pathology Division, IRCCS Multimedica, Via Gaudenzio Fantoli, 16/15, 20138, Milan, Italy
| | - A M C Dingemans
- Maastricht University Medical Centre (MUMC), GROW School for Oncology and Developmental Biology, P.O. Box 5800, 6202, AZ, Maastricht, The Netherlands
| | - M Milione
- Pathology Division Fondazione, IRCCS Istituto Nazionale dei Tumori, Via G. Venezian 1, 20133, Milan, Italy
| | - L Roz
- Pathology Division Fondazione, IRCCS Istituto Nazionale dei Tumori, Via G. Venezian 1, 20133, Milan, Italy
| | - L Brcic
- Diagnostic and Research Institute of Pathology, Medical University of Graz, Neue Stiftingtalstrasse 6, 8010, Graz, Austria
| | - M Volante
- Department of Oncology, University of Turin, Pathology Division, Via Santena 7, 10126, Torino, Italy
| | - M G Papotti
- Department of Oncology, University of Turin, Pathology Division, Via Santena 7, 10126, Torino, Italy
| | - C Caux
- Department of Immunity, Virus, and Inflammation, Cancer Research Centre of Lyon (CRCL), 28 Rue Laennec, 69008, Lyon, France
| | - J Sandoval
- Health Research Institute La Fe, Avenida Fernando Abril Martorell, Torre 106 A 7planta, 46026, Valencia, Spain
| | - H Hernandez-Vargas
- Cancer Research Centre of Lyon (CRCL), Inserm U 1052, CNRS UMR 5286, Centre Léon Bérard, Université de Lyon, 28 Rue Laennec, 69008, Lyon, France
| | - E Brambilla
- Institute for Advanced Biosciences, Site Santé, Allée des Alpes, 38700, La Tronche, Grenoble, France
| | - E J M Speel
- Maastricht University Medical Centre (MUMC), GROW School for Oncology and Developmental Biology, P.O. Box 5800, 6202, AZ, Maastricht, The Netherlands
| | - N Girard
- Institut Curie, 26 Rue d'Ulm, 75005, Paris, France
- European Reference Network (ERN-EURACAN), 28 rue Laennec, 69008, Lyon, France
| | - S Lantuejoul
- Synergie Lyon Cancer, Centre Léon Bérard, 28 Rue Laennec, 69008, Lyon, France
- Translational Research and Innovation Department, Cancer Genomic Platform, 28 Rue Laennec, 69008, Lyon, France
- Department of Pathology, Centre Léon Bérard, 28, rue Laennec, 69373, Lyon Cedex 8, France
| | - J D McKay
- International Agency for Research on Cancer (IARC/WHO), Section of Genetics, 150 Cours Albert Thomas, 69008, Lyon, France
| | - M Foll
- International Agency for Research on Cancer (IARC/WHO), Section of Genetics, 150 Cours Albert Thomas, 69008, Lyon, France
| | - L Fernandez-Cuesta
- International Agency for Research on Cancer (IARC/WHO), Section of Genetics, 150 Cours Albert Thomas, 69008, Lyon, France.
| |
Collapse
|
2
|
Helland Å, Brustugun OT, Nakken S, Halvorsen AR, Dønnem T, Bremnes R, Busund LT, Sun J, Lorenz S, Solberg SK, Jørgensen LH, Vodak D, Myklebost O, Hovig E, Meza-Zepeda LA. High number of kinome-mutations in non-small cell lung cancer is associated with reduced immune response and poor relapse-free survival. Int J Cancer 2017; 141:184-190. [PMID: 28387924 PMCID: PMC5450131 DOI: 10.1002/ijc.30726] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2016] [Accepted: 03/23/2017] [Indexed: 11/24/2022]
Abstract
Lung cancer is the leading cause of cancer related death, and the past years’ improved insight into underlying molecular events has significantly improved outcome for specific subsets of patients. In particular, several new therapies that target protein kinases have been implemented, and many more are becoming available. We have investigated lung cancer specimens for somatic mutations in a targeted panel of 612 human genes, the majority being protein kinases. The somatic mutation profiles were correlated to profiles of immune cell infiltration as well as relapse‐free survival. Targeted deep sequencing was performed on 117 tumour/normal pairs using the SureSelect Human Kinome kit (Agilent Technologies), with capture probes targeting 3.2 Mb of the human genome, including exons and untranslated regions of all known kinases, kinase receptors and selected cancer‐related genes (612 genes in total). CD8 staining was determined using Ventana Benchmark. Survival analyses were performed using SPSS. The number of mutations per sample ranged from 0 to 50 (within the 612 genes tested), with a median of nine. The prognosis was worse for patients with more than the median number of mutations. A significant correlation was found between mutations in one of selected DNA‐repair genes and the total number of mutations in that tumour (p < 0.001). There was a significant inverse correlation between the number of infiltrating stromal CD8+ lymphocytes and the presence of EGFR mutations. What's new? Lung carcinomas are among the tumours with highest mutation frequency. Here, the authors performed mutational analyses of 612 genes–including all known kinases and kinase receptors–in 117 non‐small cell lung cancer (NSCLC) tumours. They also investigated the relationship of mutation rate to number of infiltrating lymphocytes and to the clinical course of the disease. The number of mutations per sample varied, and the relapse‐free survival was worse for patients with more than the median number of mutations. Also, there was a significant inverse correlation between the number of infiltrating stromal CD8+ lymphocytes and the presence of EGFR mutations.
Collapse
Affiliation(s)
- Å Helland
- Department of Cancer Genetics, Oslo University Hospital - Radium Hospital, Oslo, Norway.,Department of Oncology, Oslo University Hospital - Radium Hospital, Oslo, Norway.,Institute of Clinical Medicine, University of Oslo, Norway
| | - O T Brustugun
- Department of Cancer Genetics, Oslo University Hospital - Radium Hospital, Oslo, Norway.,Department of Oncology, Oslo University Hospital - Radium Hospital, Oslo, Norway
| | - S Nakken
- Norwegian Cancer Genomics Consortium, Institute for Cancer Research, Oslo University Hospital -Radium Hospital, Oslo, Norway.,Department of Tumor Biology, Oslo University Hospital, Radium Hospital, Oslo, Norway
| | - A R Halvorsen
- Department of Cancer Genetics, Oslo University Hospital - Radium Hospital, Oslo, Norway
| | - T Dønnem
- Institute of Clinical Medicine, UiT - The Arctic University of Tromsø, Norway.,Department of Oncology, University Hospital of Northern Norway, Tromsø, Norway
| | - R Bremnes
- Institute of Clinical Medicine, UiT - The Arctic University of Tromsø, Norway.,Department of Oncology, University Hospital of Northern Norway, Tromsø, Norway
| | - L T Busund
- Institute of Medical Biology, The Arctic University of Norway, Tromsø, Norway.,Department of Pathology, University Hospital of Northern Norway, Tromsø, Norway
| | - J Sun
- Norwegian Cancer Genomics Consortium, Institute for Cancer Research, Oslo University Hospital -Radium Hospital, Oslo, Norway.,Department of Tumor Biology, Oslo University Hospital, Radium Hospital, Oslo, Norway
| | - S Lorenz
- Norwegian Cancer Genomics Consortium, Institute for Cancer Research, Oslo University Hospital -Radium Hospital, Oslo, Norway.,Department of Tumor Biology, Oslo University Hospital, Radium Hospital, Oslo, Norway
| | - S K Solberg
- Departement of Thoracic Surgery, Oslo University Hospital - Rikshospitalet, Oslo, Norway
| | - L H Jørgensen
- Departement of Thoracic Surgery, Oslo University Hospital - Rikshospitalet, Oslo, Norway
| | - D Vodak
- Norwegian Cancer Genomics Consortium, Institute for Cancer Research, Oslo University Hospital -Radium Hospital, Oslo, Norway.,Department of Tumor Biology, Oslo University Hospital, Radium Hospital, Oslo, Norway
| | - O Myklebost
- Norwegian Cancer Genomics Consortium, Institute for Cancer Research, Oslo University Hospital -Radium Hospital, Oslo, Norway.,Department of Tumor Biology, Oslo University Hospital, Radium Hospital, Oslo, Norway
| | - E Hovig
- Norwegian Cancer Genomics Consortium, Institute for Cancer Research, Oslo University Hospital -Radium Hospital, Oslo, Norway.,Department of Tumor Biology, Oslo University Hospital, Radium Hospital, Oslo, Norway.,Department of Informatics, University of Oslo, Oslo, Norway.,Institute of Cancer Genetics and informatics, Radium Hospital, Oslo, Norway
| | - L A Meza-Zepeda
- Norwegian Cancer Genomics Consortium, Institute for Cancer Research, Oslo University Hospital -Radium Hospital, Oslo, Norway.,Department of Tumor Biology, Oslo University Hospital, Radium Hospital, Oslo, Norway
| |
Collapse
|
3
|
Donnem T, Kilvaer TK, Andersen S, Richardsen E, Paulsen EE, Hald SM, Al-Saad S, Brustugun OT, Helland A, Lund-Iversen M, Solberg S, Gronberg BH, Wahl SGF, Helgeland L, Fløtten O, Pohl M, Al-Shibli K, Sandanger TM, Pezzella F, Busund LT, Bremnes RM. Strategies for clinical implementation of TNM-Immunoscore in resected nonsmall-cell lung cancer. Ann Oncol 2015; 27:225-32. [PMID: 26578726 DOI: 10.1093/annonc/mdv560] [Citation(s) in RCA: 124] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2015] [Accepted: 11/07/2015] [Indexed: 02/06/2023] Open
Abstract
Immunoscore is a prognostic tool defined to quantify in situ immune cell infiltrates and appears highly promising as a supplement to the tumor-node-metastasis (TNM) classification of various tumors. In colorectal cancer, an international task force has initiated prospective multicenter studies aiming to implement TNM-Immunoscore (TNM-I) in a routine clinical setting. In breast cancer, recommendations for the evaluation of tumor-infiltrating lymphocytes (TILs) have been proposed by an international working group. Regardless of promising results, there are potential obstacles related to implementing TNM-I into the clinic. Diverse methods may be needed for different malignancies and even within each cancer entity. Nevertheless, a uniform approach across malignancies would be advantageous. In nonsmall-cell lung cancer (NSCLC), there are several previous reports indicating an apparent prognostic importance of TILs, but studies on TILs in a TNM-I setting are sparse and no general recommendations are made. However, recently published data is promising, evoking a realistic hope of a clinical useful NSCLC TNM-I. This review will focus on the TNM-I potential in NSCLC and propose strategies for clinical implementation of a TNM-I in resected NSCLC.
Collapse
Affiliation(s)
- T Donnem
- Department of Oncology, University Hospital of North Norway, Tromso Institute of Clinical Medicine, The Arctic University of Norway, Tromso
| | - T K Kilvaer
- Department of Oncology, University Hospital of North Norway, Tromso
| | - S Andersen
- Department of Oncology, University Hospital of North Norway, Tromso
| | - E Richardsen
- Department of Clinical Pathology, University Hospital of North Norway, Tromso Institute of Medical Biology, The Arctic University of Norway, Tromso
| | - E E Paulsen
- Department of Oncology, University Hospital of North Norway, Tromso Institute of Clinical Medicine, The Arctic University of Norway, Tromso
| | - S M Hald
- Institute of Clinical Medicine, The Arctic University of Norway, Tromso
| | - S Al-Saad
- Department of Clinical Pathology, University Hospital of North Norway, Tromso Institute of Medical Biology, The Arctic University of Norway, Tromso
| | - O T Brustugun
- Department of Oncology, Oslo University Hospital, The Norwegian Radium Hospital, Oslo
| | - A Helland
- Department of Oncology, Oslo University Hospital, The Norwegian Radium Hospital, Oslo Department of Cancer Genetics, Oslo University Hospital, The Norwegian Radium Hospital, Oslo
| | - M Lund-Iversen
- Department of Pathology, Oslo University Hospital, The Norwegian Radium Hospital, Oslo
| | - S Solberg
- Department of Cardiothoracic Surgery, Oslo University Hospital, Rikshospitalet, Oslo
| | - B H Gronberg
- The Cancer Clinic, St Olavs Hospital, Trondheim University Hospital, Trondheim Department of Cancer Research and Molecular Medicine, European Palliative Care Research Centre, Norwegian University of Science and Technology, Trondheim
| | - S G F Wahl
- Department of Pathology and Medical Genetics, St Olavs Hospital-Trondheim University Hospital, Trondheim
| | - L Helgeland
- Department of Pathology, Haukeland University Hospital, Bergen, Norway
| | - O Fløtten
- Department of Thoracic Medicine, Haukeland University Hospital, Bergen, Norway
| | - M Pohl
- Department of Oncology, Rigshospitalet, Copenhagen, Denmark
| | - K Al-Shibli
- Department of Pathology, Nordland Hospital, Bodo
| | - T M Sandanger
- Department of Community Medicine, The Artic University of Tromso, Tromso, Norway
| | - F Pezzella
- Nuffield Department of Clinical Laboratory Sciences, University of Oxford, John Radcliffe Hospital, Oxford, UK
| | - L T Busund
- Department of Clinical Pathology, University Hospital of North Norway, Tromso Institute of Medical Biology, The Arctic University of Norway, Tromso
| | - R M Bremnes
- Department of Oncology, University Hospital of North Norway, Tromso Institute of Clinical Medicine, The Arctic University of Norway, Tromso
| |
Collapse
|