1
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Qi MH, Li JT, Zhai B. Mechanisms of vascular co-option as a potential therapeutic target in hepatocellular carcinoma. Shijie Huaren Xiaohua Zazhi 2024; 32:827-834. [DOI: 10.11569/wcjd.v32.i11.827] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/20/2024] [Revised: 09/24/2024] [Accepted: 10/30/2024] [Indexed: 11/28/2024] Open
Abstract
Hepatocellular carcinoma (HCC) is one of the most common cancers, which has an insidious onset, and most of the patients have already lost the chance of radical surgery at the time of the first diagnosis, so systematic antitumor therapy has become the key to the treatment of intermediate and advanced HCC. The emergence of drug resistance to antitumor drugs is one of the most important reasons for the poor efficacy, which affects the prognosis of HCC patients, and how to improve the therapeutic efficacy for HCC is still the main focus of the present research. Although the research on antitumor drugs based on neovascularization has been deepening both domestically and abroad, less research has been done on the vascular co-option mode, which shares blood vessels of normal tissues to meet the metabolic needs of the tumor itself, and its impact on the progression of HCC and antitumor therapy has not been extensively studied. In this paper, we provide an overview of the impact of vascular co-option on multiple treatment modalities for hepatocellular carcinoma and related mechanisms, with a view to laying a theoretical foundation for improving drug resistance in HCC.
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Affiliation(s)
- Ming-Hao Qi
- Department of General Surgery, The Fourth Affiliated Hospital of Harbin Medical University, Harbin 150000, Heilongjiang Province, China
| | - Jing-Tao Li
- Department of General Surgery, The Fourth Affiliated Hospital of Harbin Medical University, Harbin 150000, Heilongjiang Province, China
| | - Bo Zhai
- Department of General Surgery, The Fourth Affiliated Hospital of Harbin Medical University, Harbin 150000, Heilongjiang Province, China
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2
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Carrera-Aguado I, Marcos-Zazo L, Carrancio-Salán P, Guerra-Paes E, Sánchez-Juanes F, Muñoz-Félix JM. The Inhibition of Vessel Co-Option as an Emerging Strategy for Cancer Therapy. Int J Mol Sci 2024; 25:921. [PMID: 38255995 PMCID: PMC10815934 DOI: 10.3390/ijms25020921] [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: 12/14/2023] [Revised: 01/09/2024] [Accepted: 01/09/2024] [Indexed: 01/24/2024] Open
Abstract
Vessel co-option (VCO) is a non-angiogenic mechanism of vascularization that has been associated to anti-angiogenic therapy. In VCO, cancer cells hijack the pre-existing blood vessels and use them to obtain oxygen and nutrients and invade adjacent tissue. Multiple primary tumors and metastases undergo VCO in highly vascularized tissues such as the lungs, liver or brain. VCO has been associated with a worse prognosis. The cellular and molecular mechanisms that undergo VCO are poorly understood. Recent studies have demonstrated that co-opted vessels show a quiescent phenotype in contrast to angiogenic tumor blood vessels. On the other hand, it is believed that during VCO, cancer cells are adhered to basement membrane from pre-existing blood vessels by using integrins, show enhanced motility and a mesenchymal phenotype. Other components of the tumor microenvironment (TME) such as extracellular matrix, immune cells or extracellular vesicles play important roles in vessel co-option maintenance. There are no strategies to inhibit VCO, and thus, to eliminate resistance to anti-angiogenic therapy. This review summarizes all the molecular mechanisms involved in vessel co-option analyzing the possible therapeutic strategies to inhibit this process.
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Affiliation(s)
- Iván Carrera-Aguado
- Departamento de Bioquímica y Biología Molecular, Universidad de Salamanca, 37007 Salamanca, Spain; (I.C.-A.); (L.M.-Z.); (P.C.-S.); (E.G.-P.); (F.S.-J.)
- Instituto de Investigación Biomédica de Salamanca (IBSAL), 37007 Salamanca, Spain
| | - Laura Marcos-Zazo
- Departamento de Bioquímica y Biología Molecular, Universidad de Salamanca, 37007 Salamanca, Spain; (I.C.-A.); (L.M.-Z.); (P.C.-S.); (E.G.-P.); (F.S.-J.)
- Instituto de Investigación Biomédica de Salamanca (IBSAL), 37007 Salamanca, Spain
| | - Patricia Carrancio-Salán
- Departamento de Bioquímica y Biología Molecular, Universidad de Salamanca, 37007 Salamanca, Spain; (I.C.-A.); (L.M.-Z.); (P.C.-S.); (E.G.-P.); (F.S.-J.)
- Instituto de Investigación Biomédica de Salamanca (IBSAL), 37007 Salamanca, Spain
| | - Elena Guerra-Paes
- Departamento de Bioquímica y Biología Molecular, Universidad de Salamanca, 37007 Salamanca, Spain; (I.C.-A.); (L.M.-Z.); (P.C.-S.); (E.G.-P.); (F.S.-J.)
- Instituto de Investigación Biomédica de Salamanca (IBSAL), 37007 Salamanca, Spain
| | - Fernando Sánchez-Juanes
- Departamento de Bioquímica y Biología Molecular, Universidad de Salamanca, 37007 Salamanca, Spain; (I.C.-A.); (L.M.-Z.); (P.C.-S.); (E.G.-P.); (F.S.-J.)
- Instituto de Investigación Biomédica de Salamanca (IBSAL), 37007 Salamanca, Spain
| | - José M. Muñoz-Félix
- Departamento de Bioquímica y Biología Molecular, Universidad de Salamanca, 37007 Salamanca, Spain; (I.C.-A.); (L.M.-Z.); (P.C.-S.); (E.G.-P.); (F.S.-J.)
- Instituto de Investigación Biomédica de Salamanca (IBSAL), 37007 Salamanca, Spain
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3
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Bohlok A, Richard F, Lucidi V, Asmar AE, Demetter P, Craciun L, Larsimont D, Hendlisz A, Van Laethem JL, Dirix L, Desmedt C, Vermeulen P, Donckier V. Histopathological growth pattern of liver metastases as an independent marker of metastatic behavior in different primary cancers. Front Oncol 2023; 13:1260880. [PMID: 37965465 PMCID: PMC10641477 DOI: 10.3389/fonc.2023.1260880] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Accepted: 10/09/2023] [Indexed: 11/16/2023] Open
Abstract
Surgical resection can lead to prolonged survival in patients with isolated liver metastases (LM) from various primary cancers. However, there are currently no validated predictive markers to discriminate between these oligo/argometastatic patients, who will benefit from surgery, and those with diffuse metastatic behavior in whom surgery will be futile. To evaluate whether the tumor microenvironment, or histopathological growth pattern (HGP), of LM reflects the type of metastatic progression independently of the origin of the primary cancer, we analyzed a combined series of patients who underwent surgery for colorectal LM (N=263) or non-colorectal LM (N=66). HGPs of LM were scored in each patient to distinguish between desmoplastic HGP (all LM showing a complete encapsulated pattern) and non-desmoplastic HGP (at least one LM with some infiltrating-replacement component). In the entire series, 5-year overall and progression-free survival were, 44.5% and 15.5%, respectively, with no significant differences between colorectal and non-colorectal LM. In patients with desmoplastic HGP, 5-year overall and progression-free survival were 57% and 32%, respectively, as compared to 41% and 12%, respectively, in patients with non-desmoplastic-HGP (p=0.03 and 0.005). Irrespective of cancer origin and compared to traditional risk factors, desmoplastic HGP was the most significant predictor for better post-operative overall survival (adjusted HR: 0.62; 95% CI: [0.49-0.97]; p=0.035) and progression-free survival (adjusted HR: 0.61; 95% CI: [0.42-0.87], p=0.006). This suggests that the HGP of LM may represent an accurate marker that reflects the mode of metastatic behavior, independently of primary cancer type.
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Affiliation(s)
- Ali Bohlok
- Surgical Oncology, Institut Jules Bordet, Université Libre de Bruxelles, Brussels, Belgium
| | - François Richard
- Laboratory for Translational Breast Cancer Research, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Valerio Lucidi
- Abdominal Surgery, Hôpital Erasme, Université Libre de Bruxelles, Brussels, Belgium
| | - Antoine El Asmar
- Surgical Oncology, Institut Jules Bordet, Université Libre de Bruxelles, Brussels, Belgium
| | - Pieter Demetter
- Pathology, Institut Jules Bordet, Université Libre de Bruxelles, Brussels, Belgium
| | - Ligia Craciun
- Pathology, Institut Jules Bordet, Université Libre de Bruxelles, Brussels, Belgium
| | - Denis Larsimont
- Pathology, Institut Jules Bordet, Université Libre de Bruxelles, Brussels, Belgium
| | - Alain Hendlisz
- Digestive Oncology, Institut Jules Bordet, Université Libre de Bruxelles, Brussels, Belgium
| | - Jean Luc Van Laethem
- Hepatogastroenterology, Hôpital Erasme, Université Libre de Bruxelles, Brussels, Belgium
| | - Luc Dirix
- Translational Cancer Research Unit, Gasthuiszusters Antwerp Hospitals and University of Antwerp, Antwerp, Belgium
| | - Christine Desmedt
- Laboratory for Translational Breast Cancer Research, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Peter Vermeulen
- Translational Cancer Research Unit, Gasthuiszusters Antwerp Hospitals and University of Antwerp, Antwerp, Belgium
| | - Vincent Donckier
- Surgical Oncology, Institut Jules Bordet, Université Libre de Bruxelles, Brussels, Belgium
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4
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Meyer Y, Bohlok A, Olthof P, Donckier V, Doukas M, Lucidi V, Vermeulen P, Grünhagen D, Verhoef C. Histopathological growth patterns of neuroendocrine tumor liver metastases. Clin Exp Metastasis 2023:10.1007/s10585-023-10211-z. [PMID: 37183203 DOI: 10.1007/s10585-023-10211-z] [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: 02/05/2023] [Accepted: 05/09/2023] [Indexed: 05/16/2023]
Abstract
Histopathological growth patterns (HGPs) of liver metastases represent a potential biomarker for prognosis after resection. They have never been studied in neuroendocrine tumor liver metastases (NETLM). This study evaluated if distinct HGPs can be observed in resected NETLM and if they have prognostic value. Sixty-three patients who underwent resection of NETLM between 01-01-2001 and 31-12-2021 were retrospectively included. HGPs were scored on Haematoxylin&Eosin slides using light microscopy, distinguishing desmoplastic- (dHGP), pushing- (pHGP) and replacement HGP (rHGP). Average HGP scores were calculated per patient. Each patient was classified according to predominant HGP. Overall and Disease-Free Survival (OS and DFS) were evaluated through Kaplan-Meier analysis and Cox regression. Eighteen patients had predominant dHGP (29%), 33 had predominant pHGP (52%) and 11 had predominant rHGP (17%). One patient had mixed HGP (2%). Five-year OS was 76% (95%CI: 66-87%) for the overall cohort. Five-year OS was 92% (95%CI: 77-100%) for dHGP, was 73% (95%CI: 59-91%) for pHGP, 50% (95%CI: 25-100%) for rHGP. Five-year DFS was 39% (95%CI: 19-83%) for dHGP, 44% (95%CI: 27-71%) for rHGP and 50% (95%CI: 23-100%) for pHGP. There was no significant association between HGP and OS or DFS in multivariable analysis. Distinct HGPs could be identified in NETLM. In patients who underwent resection of NETLM, no association was found between HGPs and postoperative survival. Half of the patients with NETLM have a predominant pushing growth pattern, which is a rare growth pattern in liver metastases from breast and colorectal cancer.
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Affiliation(s)
- Y Meyer
- Department of Surgical Oncology and Gastrointestinal Surgery, Erasmus University Hospital, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - A Bohlok
- Institut Jules Bordet, Surgical Oncology, Université Libre de Bruxelles, Brussels, Belgium
| | - P Olthof
- Department of Surgical Oncology and Gastrointestinal Surgery, Erasmus University Hospital, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - V Donckier
- Institut Jules Bordet, Surgical Oncology, Université Libre de Bruxelles, Brussels, Belgium
| | - M Doukas
- Department of Pathology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - V Lucidi
- Hôpital Erasme, Department of Abdominal Surgery, Université Libre de Bruxelles, Brussels, Belgium
| | - P Vermeulen
- Translational Cancer Research Unit (GZA Hospitals and University of Antwerp), Antwerp, Belgium
| | - D Grünhagen
- Department of Surgical Oncology and Gastrointestinal Surgery, Erasmus University Hospital, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - C Verhoef
- Department of Surgical Oncology and Gastrointestinal Surgery, Erasmus University Hospital, Erasmus MC Cancer Institute, Rotterdam, The Netherlands.
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5
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Fleischer JR, Schmitt AM, Haas G, Xu X, Zeisberg EM, Bohnenberger H, Küffer S, Teuwen LA, Karras PJ, Beißbarth T, Bleckmann A, Planque M, Fendt SM, Vermeulen P, Ghadimi M, Kalucka J, De Oliveira T, Conradi LC. Molecular differences of angiogenic versus vessel co-opting colorectal cancer liver metastases at single-cell resolution. Mol Cancer 2023; 22:17. [PMID: 36691028 PMCID: PMC9872436 DOI: 10.1186/s12943-023-01713-1] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2022] [Accepted: 12/31/2022] [Indexed: 01/25/2023] Open
Abstract
BACKGROUND Colorectal cancer liver metastases (CRCLM) are associated with a poor prognosis, reflected by a five-year survival rate of 14%. Anti-angiogenic therapy through anti-VEGF antibody administration is one of the limited therapies available. However, only a subgroup of metastases uses sprouting angiogenesis to secure their nutrients and oxygen supply, while others rely on vessel co-option (VCO). The distinct mode of vascularization is reflected by specific histopathological growth patterns (HGPs), which have proven prognostic and predictive significance. Nevertheless, their molecular mechanisms are poorly understood. METHODS We evaluated CRCLM from 225 patients regarding their HGP and clinical data. Moreover, we performed spatial (21,804 spots) and single-cell (22,419 cells) RNA sequencing analyses to explore molecular differences in detail, further validated in vitro through immunohistochemical analysis and patient-derived organoid cultures. RESULTS We detected specific metabolic alterations and a signature of WNT signalling activation in metastatic cancer cells related to the VCO phenotype. Importantly, in the corresponding healthy liver of CRCLM displaying sprouting angiogenesis, we identified a predominantly expressed capillary subtype of endothelial cells, which could be further explored as a possible predictor for HGP relying on sprouting angiogenesis. CONCLUSION These findings may prove to be novel therapeutic targets to the treatment of CRCLM, in special the ones relying on VCO.
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Affiliation(s)
- Johannes Robert Fleischer
- Department of General, Visceral and Pediatric Surgery, University Medical Center Göttingen, Robert-Koch-Straβe 40, 37075, Göttingen, Germany
| | - Alexandra Maria Schmitt
- Department of General, Visceral and Pediatric Surgery, University Medical Center Göttingen, Robert-Koch-Straβe 40, 37075, Göttingen, Germany
| | - Gwendolyn Haas
- Department of General, Visceral and Pediatric Surgery, University Medical Center Göttingen, Robert-Koch-Straβe 40, 37075, Göttingen, Germany
| | - Xingbo Xu
- Department of Cardiology and Pneumology, University Medical Center Göttingen, Robert-Koch-Straβe 40, 37075, Göttingen, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site, Göttingen, Germany
| | - Elisabeth Maria Zeisberg
- Department of Cardiology and Pneumology, University Medical Center Göttingen, Robert-Koch-Straβe 40, 37075, Göttingen, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site, Göttingen, Germany
| | - Hanibal Bohnenberger
- Institute of Pathology, University Medical Center Göttingen, Robert-Koch-Straβe40, 37075, Göttingen, Germany
| | - Stefan Küffer
- Institute of Pathology, University Medical Center Göttingen, Robert-Koch-Straβe40, 37075, Göttingen, Germany
| | - Laure-Anne Teuwen
- Department of Oncology, Antwerp University Hospital (UZA), Drie Eikenstraat 655, 2650, Edegem, Belgium
| | - Philipp Johannes Karras
- Department of General, Visceral and Pediatric Surgery, University Medical Center Göttingen, Robert-Koch-Straβe 40, 37075, Göttingen, Germany
- Department of General- and Visceral Surgery, Raphaelsklinik Münster, Loerstraße 23, 48143, Münster, Germany
| | - Tim Beißbarth
- Department of Medical Bioinformatics, University Medical Center Göttingen, Goldschmidtstraße 1, 37077, Göttingen, Germany
| | - Annalen Bleckmann
- Department of Medicine A, Hematology, Oncology, and Pneumology, University Hospital Münster, 48149, Münster, Germany
| | - Mélanie Planque
- Laboratory of Cellular Metabolism and Metabolic Regulation, VIB-KU Leuven Center for Cancer Biology, VIB, Leuven, Belgium
- Laboratory of Cellular Metabolism and Metabolic Regulation, Department of Oncology, KU Leuven and Leuven Cancer Institute (LKI), Leuven, Belgium
| | - Sarah-Maria Fendt
- Laboratory of Cellular Metabolism and Metabolic Regulation, VIB-KU Leuven Center for Cancer Biology, VIB, Leuven, Belgium
- Laboratory of Cellular Metabolism and Metabolic Regulation, Department of Oncology, KU Leuven and Leuven Cancer Institute (LKI), Leuven, Belgium
| | - Peter Vermeulen
- Translational Cancer Research Unit, GZA Hospitals, Sint-Augustinus, University of Antwerp, Antwerp, Belgium
| | - Michael Ghadimi
- Department of General, Visceral and Pediatric Surgery, University Medical Center Göttingen, Robert-Koch-Straβe 40, 37075, Göttingen, Germany
| | - Joanna Kalucka
- Department of Biomedicine, Aarhus University, Høegh-Guldbergsgade 10, 8000, Aarhus C, Denmark
- Steno Diabetes Center Aarhus, Aarhus University Hospital, Aarhus, Denmark
| | - Tiago De Oliveira
- Department of General, Visceral and Pediatric Surgery, University Medical Center Göttingen, Robert-Koch-Straβe 40, 37075, Göttingen, Germany
| | - Lena-Christin Conradi
- Department of General, Visceral and Pediatric Surgery, University Medical Center Göttingen, Robert-Koch-Straβe 40, 37075, Göttingen, Germany.
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6
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Latacz E, Höppener D, Bohlok A, Leduc S, Tabariès S, Fernández Moro C, Lugassy C, Nyström H, Bozóky B, Floris G, Geyer N, Brodt P, Llado L, Van Mileghem L, De Schepper M, Majeed AW, Lazaris A, Dirix P, Zhang Q, Petrillo SK, Vankerckhove S, Joye I, Meyer Y, Gregorieff A, Roig NR, Vidal-Vanaclocha F, Denis L, Oliveira RC, Metrakos P, Grünhagen DJ, Nagtegaal ID, Mollevi DG, Jarnagin WR, D’Angelica MI, Reynolds AR, Doukas M, Desmedt C, Dirix L, Donckier V, Siegel PM, Barnhill R, Gerling M, Verhoef C, Vermeulen PB. Histopathological growth patterns of liver metastasis: updated consensus guidelines for pattern scoring, perspectives and recent mechanistic insights. Br J Cancer 2022; 127:988-1013. [PMID: 35650276 PMCID: PMC9470557 DOI: 10.1038/s41416-022-01859-7] [Citation(s) in RCA: 34] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2020] [Revised: 04/19/2022] [Accepted: 05/11/2022] [Indexed: 02/08/2023] Open
Abstract
The first consensus guidelines for scoring the histopathological growth patterns (HGPs) of liver metastases were established in 2017. Since then, numerous studies have applied these guidelines, have further substantiated the potential clinical value of the HGPs in patients with liver metastases from various tumour types and are starting to shed light on the biology of the distinct HGPs. In the present guidelines, we give an overview of these studies, discuss novel strategies for predicting the HGPs of liver metastases, such as deep-learning algorithms for whole-slide histopathology images and medical imaging, and highlight liver metastasis animal models that exhibit features of the different HGPs. Based on a pooled analysis of large cohorts of patients with liver-metastatic colorectal cancer, we propose a new cut-off to categorise patients according to the HGPs. An up-to-date standard method for HGP assessment within liver metastases is also presented with the aim of incorporating HGPs into the decision-making processes surrounding the treatment of patients with liver-metastatic cancer. Finally, we propose hypotheses on the cellular and molecular mechanisms that drive the biology of the different HGPs, opening some exciting preclinical and clinical research perspectives.
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Affiliation(s)
- Emily Latacz
- grid.5284.b0000 0001 0790 3681Translational Cancer Research Unit, GZA Hospitals, Iridium Netwerk and University of Antwerp, Antwerp, Belgium
| | - Diederik Höppener
- grid.508717.c0000 0004 0637 3764Department of Surgery, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Ali Bohlok
- grid.418119.40000 0001 0684 291XDepartment of Surgical Oncology, Institut Jules Bordet, Brussels, Belgium
| | - Sophia Leduc
- grid.5596.f0000 0001 0668 7884Laboratory for Translational Breast Cancer Research, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Sébastien Tabariès
- grid.14709.3b0000 0004 1936 8649Department of Medicine, Rosalind and Morris Goodman Cancer Research Institute, McGill University, Montreal, QC Canada
| | - Carlos Fernández Moro
- grid.4714.60000 0004 1937 0626Department of Laboratory Medicine, Division of Pathology, Karolinska Institutet, Huddinge, Sweden ,grid.24381.3c0000 0000 9241 5705Department of Clinical Pathology and Cancer Diagnostics, Karolinska University Hospital, Huddinge, Sweden
| | - Claire Lugassy
- grid.418596.70000 0004 0639 6384Department of Translational Research, Institut Curie, Paris, France
| | - Hanna Nyström
- grid.12650.300000 0001 1034 3451Department of Surgical and Perioperative Sciences, Surgery, Umeå University, Umeå, Sweden ,grid.12650.300000 0001 1034 3451Wallenberg Centre for Molecular Medicine, Umeå University, Umeå, Sweden
| | - Béla Bozóky
- grid.24381.3c0000 0000 9241 5705Department of Clinical Pathology and Cancer Diagnostics, Karolinska University Hospital, Huddinge, Sweden
| | - Giuseppe Floris
- grid.5596.f0000 0001 0668 7884Department of Imaging and Pathology, Laboratory of Translational Cell & Tissue Research and University Hospitals Leuven, KU Leuven, Leuven, Belgium ,grid.410569.f0000 0004 0626 3338Department of Pathology, University Hospitals Leuven, Campus Gasthuisberg, Leuven, Belgium
| | - Natalie Geyer
- grid.4714.60000 0004 1937 0626Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden
| | - Pnina Brodt
- grid.63984.300000 0000 9064 4811Department of Surgery, Oncology and Medicine, McGill University and the Research Institute, McGill University Health Center, Montreal, QC Canada
| | - Laura Llado
- grid.418284.30000 0004 0427 2257HBP and Liver Transplantation Unit, Department of Surgery, Hospital Universitari de Bellvitge, IDIBELL, L’Hospitalet de Llobregat, Barcelona, Catalonia Spain
| | - Laura Van Mileghem
- grid.5284.b0000 0001 0790 3681Translational Cancer Research Unit, GZA Hospitals, Iridium Netwerk and University of Antwerp, Antwerp, Belgium
| | - Maxim De Schepper
- grid.5596.f0000 0001 0668 7884Laboratory for Translational Breast Cancer Research, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Ali W. Majeed
- grid.31410.370000 0000 9422 8284Sheffield Teaching Hospitals NHS Trust, Sheffield, UK
| | - Anthoula Lazaris
- grid.63984.300000 0000 9064 4811Cancer Research Program, McGill University Health Centre Research Institute, Montreal, QC Canada
| | - Piet Dirix
- grid.5284.b0000 0001 0790 3681Translational Cancer Research Unit, GZA Hospitals, Iridium Netwerk and University of Antwerp, Antwerp, Belgium
| | - Qianni Zhang
- grid.4868.20000 0001 2171 1133School of Electronic Engineering and Computer Science, Queen Mary University of London, London, UK
| | - Stéphanie K. Petrillo
- grid.63984.300000 0000 9064 4811Cancer Research Program, McGill University Health Centre Research Institute, Montreal, QC Canada
| | - Sophie Vankerckhove
- grid.418119.40000 0001 0684 291XDepartment of Surgical Oncology, Institut Jules Bordet, Brussels, Belgium
| | - Ines Joye
- grid.5284.b0000 0001 0790 3681Translational Cancer Research Unit, GZA Hospitals, Iridium Netwerk and University of Antwerp, Antwerp, Belgium
| | - Yannick Meyer
- grid.508717.c0000 0004 0637 3764Department of Surgery, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Alexander Gregorieff
- grid.63984.300000 0000 9064 4811Cancer Research Program, McGill University Health Centre Research Institute, Montreal, QC Canada ,grid.14709.3b0000 0004 1936 8649Department of Pathology, McGill University, Montreal, QC Canada ,grid.14709.3b0000 0004 1936 8649Regenerative Medicine Network, McGill University, Montreal, QC Canada
| | - Nuria Ruiz Roig
- grid.411129.e0000 0000 8836 0780Department of Pathology, Hospital Universitari de Bellvitge, L’Hospitalet de Llobregat, Barcelona, Catalonia Spain ,grid.418284.30000 0004 0427 2257Tumoral and Stromal Chemoresistance Group, Oncobell Program, IDIBELL, L’Hospitalet de Llobregat, Barcelona, Catalonia Spain ,grid.5841.80000 0004 1937 0247Human Anatomy and Embryology Unit, Department of Pathology and Experimental Therapeutics, Faculty of Medicine and Health Sciences, Universitat de Barcelona, Barcelona, Catalonia Spain
| | - Fernando Vidal-Vanaclocha
- grid.253615.60000 0004 1936 9510GWU-Cancer Center, Department of Biochemistry and Molecular Medicine, School of Medicine & Health Sciences, The George Washington University, Washington, DC, USA
| | - Larsimont Denis
- grid.418119.40000 0001 0684 291XDepartment of Pathology, Institut Jules Bordet, Brussels, Belgium
| | - Rui Caetano Oliveira
- grid.28911.330000000106861985Pathology Department, Centro Hospitalar e Universitário de Coimbra, Coimbra, Portugal ,grid.8051.c0000 0000 9511 4342Clinical Academic Center of Coimbra (CACC), Coimbra, Portugal ,grid.8051.c0000 0000 9511 4342Coimbra Institute for Clinical and Biomedical Research (iCBR) area of Environment Genetics and Oncobiology (CIMAGO), Institute of Biophysics, Faculty of Medicine, University of Coimbra, Coimbra, Portugal
| | - Peter Metrakos
- grid.63984.300000 0000 9064 4811Cancer Research Program, McGill University Health Centre Research Institute, Montreal, QC Canada
| | - Dirk J. Grünhagen
- grid.508717.c0000 0004 0637 3764Department of Surgery, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Iris D. Nagtegaal
- grid.10417.330000 0004 0444 9382Department of Pathology, Radboud University Medical Center, Nijmegen, Netherlands
| | - David G. Mollevi
- grid.418284.30000 0004 0427 2257Tumoral and Stromal Chemoresistance Group, Oncobell Program, IDIBELL, L’Hospitalet de Llobregat, Barcelona, Catalonia Spain ,grid.418701.b0000 0001 2097 8389Program Against Cancer Therapeutic Resistance (ProCURE), Institut Català d’Oncologia, L’Hospitalet de Llobregat, Barcelona, Catalonia Spain
| | - William R. Jarnagin
- grid.51462.340000 0001 2171 9952Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY USA
| | - Michael I D’Angelica
- grid.51462.340000 0001 2171 9952Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY USA
| | - Andrew R. Reynolds
- grid.417815.e0000 0004 5929 4381Oncology R&D, AstraZeneca, Cambridge, UK
| | - Michail Doukas
- grid.5645.2000000040459992XDepartment of Pathology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Christine Desmedt
- grid.5596.f0000 0001 0668 7884Laboratory for Translational Breast Cancer Research, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Luc Dirix
- grid.5284.b0000 0001 0790 3681Translational Cancer Research Unit, GZA Hospitals, Iridium Netwerk and University of Antwerp, Antwerp, Belgium
| | - Vincent Donckier
- grid.418119.40000 0001 0684 291XDepartment of Surgical Oncology, Institut Jules Bordet, Brussels, Belgium
| | - Peter M. Siegel
- grid.14709.3b0000 0004 1936 8649Department of Medicine, Rosalind and Morris Goodman Cancer Research Institute, McGill University, Montreal, QC Canada ,grid.14709.3b0000 0004 1936 8649Departments of Medicine, Biochemistry, Anatomy & Cell Biology, McGill University, Montreal, QC Canada
| | - Raymond Barnhill
- grid.418596.70000 0004 0639 6384Department of Translational Research, Institut Curie, Paris, France ,Université de Paris l’UFR de Médecine, Paris, France
| | - Marco Gerling
- grid.4714.60000 0004 1937 0626Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden ,grid.24381.3c0000 0000 9241 5705Theme Cancer, Karolinska University Hospital, Solna, Sweden
| | - Cornelis Verhoef
- grid.508717.c0000 0004 0637 3764Department of Surgery, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Peter B. Vermeulen
- grid.5284.b0000 0001 0790 3681Translational Cancer Research Unit, GZA Hospitals, Iridium Netwerk and University of Antwerp, Antwerp, Belgium
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