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Generali D, Rocca A, Strina C, Milani M, Fiorino E, Cervoni V, Azzini C, Saracino A, Ciliberto I, Ziglioli N, Alberio M, Giudici F, Dester M, Ciani O, Fornaro G, Aguggini S, Dreezen C, Pronin D, Ende S. Assessing the long-term prognostic ability of the 70 gene expression signature MammaPrint in an Italian single-center prospective cohort study of early-stage intermediate-risk breast cancer patients. Heliyon 2024; 10:e39485. [PMID: 39553665 PMCID: PMC11564935 DOI: 10.1016/j.heliyon.2024.e39485] [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: 09/19/2024] [Revised: 10/09/2024] [Accepted: 10/15/2024] [Indexed: 11/19/2024] Open
Abstract
Purpose The aim of this study was to assess the prognostic performance of the 70-gene signature, MammaPrint, in an Italian single-center prospective cohort of early-stage intermediate-risk breast cancer (BC) patients. Methods A total of 195 eligible early BC cases were tested for genomic risk between 2006 and 2013. In this retrospective analysis, the association of genomic risk with distant metastasis-free survival (DMFS) and overall survival (OS) were assessed using Cox regression models, adjusting for clinical and pathological tumor characteristics. Results MammaPrint identified 118 (60.5 %) patients with genomically Low Risk tumors and 77 (39.5 %) patients with genomically High Risk tumors. Age, menopausal status, tumor size, receptor status, and nodal status were comparable between MammaPrint Risk categories. The median follow-up was 8.4 years for DMFS and 9.3 years for OS; 8-year follow-up was reported for both endpoints. The 8-year DMFS was 90.4 % (95 % CI 84.9-95.9) in patients with MammaPrint Low Risk tumors compared to 60.8 % (95 % CI 49.8-71.8) for patients with High Risk tumors. Patients with MammaPrint Low Risk tumors exhibited significantly superior 8-year OS (97.3 %; 95 % CI 94.4-100) compared with MammaPrint High Risk tumors (89.5 %; 95 % CI 82.6-96.4; p = 0.028). Multivariate analyses identified MammaPrint as significantly associated with 8-year DMFS and MammaPrint together with Progesterone Receptor positivity with 8-year OS. Conclusion The prognostic performance of MammaPrint was demonstrated in early-stage clinically intermediate to high-risk BC patients. Moreover, patients with MammaPrint Low Risk tumors had good outcome regardless of treatment regimen, thus supporting personalized treatment choices.
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Affiliation(s)
- Daniele Generali
- Multidisciplinary Unit of Breast Cancer, ASST of Cremona, Cremona, Italy
- Department of Medical, Surgical and Health Sciences, University of Trieste, Italy
| | - Andrea Rocca
- Department of Medical, Surgical and Health Sciences, University of Trieste, Italy
| | - Carla Strina
- Multidisciplinary Unit of Breast Cancer, ASST of Cremona, Cremona, Italy
| | - Manuela Milani
- Multidisciplinary Unit of Breast Cancer, ASST of Cremona, Cremona, Italy
| | - Enrico Fiorino
- Department of Medical, Surgical and Health Sciences, University of Trieste, Italy
| | - Valeria Cervoni
- Multidisciplinary Unit of Breast Cancer, ASST of Cremona, Cremona, Italy
| | - Carlo Azzini
- Multidisciplinary Unit of Breast Cancer, ASST of Cremona, Cremona, Italy
| | - Antonella Saracino
- Multidisciplinary Unit of Breast Cancer, ASST of Cremona, Cremona, Italy
| | - Ingnazio Ciliberto
- Multidisciplinary Unit of Breast Cancer, ASST of Cremona, Cremona, Italy
| | - Nicoletta Ziglioli
- Multidisciplinary Unit of Breast Cancer, ASST of Cremona, Cremona, Italy
| | - Marzia Alberio
- Multidisciplinary Unit of Breast Cancer, ASST of Cremona, Cremona, Italy
| | - Fabiola Giudici
- Cancer Epidemiology Unit, Centro di Riferimento Oncologico di Aviano (CRO) IRCCS, Aviano, Italy
| | - Martina Dester
- Multidisciplinary Unit of Breast Cancer, ASST of Cremona, Cremona, Italy
| | - Oriana Ciani
- Centre for Research on Health and Social Care Management, SDA Bocconi, Milan, Italy
| | - Giulia Fornaro
- Centre for Research on Health and Social Care Management, SDA Bocconi, Milan, Italy
| | - Sergio Aguggini
- Multidisciplinary Unit of Breast Cancer, ASST of Cremona, Cremona, Italy
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Hyams DM, Bareket-Samish A, Rocha JEB, Diaz-Botero S, Franco S, Gagliato D, Gomez HL, Korbenfeld E, Krygier G, Mattar A, De Pierro AN, Borrego MR, Villarreal C. Selecting postoperative adjuvant systemic therapy for early-stage breast cancer: An updated assessment and systematic review of leading commercially available gene expression assays. J Surg Oncol 2024; 130:166-187. [PMID: 38932668 DOI: 10.1002/jso.27692] [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: 04/30/2024] [Accepted: 05/05/2024] [Indexed: 06/28/2024]
Abstract
Gene expression assays (GEAs) can guide treatment for early-stage breast cancer. Several large prospective randomized clinical trials, and numerous additional studies, now provide new information for selecting an appropriate GEA. This systematic review builds upon prior reviews, with a focus on five widely commercialized GEAs (Breast Cancer Index®, EndoPredict®, MammaPrint®, Oncotype DX®, and Prosigna®). The comprehensive dataset available provides a contemporary opportunity to assess each GEA's utility as a prognosticator and/or predictor of adjuvant therapy benefit.
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Affiliation(s)
- David M Hyams
- Medical Director, Desert Surgical Oncology, Eisenhower Medical Center, Rancho Mirage, California, USA
| | | | - Juan Enrique Bargallo Rocha
- Breast Cancer Department, Instituto Nacional de Cancerología Mexico and Centro Medico ABC, Mexico City, Mexico
| | - Sebastian Diaz-Botero
- Breast Surgical Oncology Unit, Cancer Center at Clínica Universidad de Navarra, Madrid, Spain
| | - Sandra Franco
- Medical Director, Centro de Tratamiento e Investigación sobre el Cáncer, CTIC, Bogotá, Colombia
| | - Debora Gagliato
- Department of Clinical Oncology, Beneficencia Portuguesa de Sao Paulo, San Paulo, Brazil
| | - Henry L Gomez
- Breast Unit Director, OncoSalud, Clinica Delgado, AUNA, Universidad Ricardo Palma, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Ernesto Korbenfeld
- Department of Oncology, Hospital Británico de Buenos Aires, Buenos Aires, Argentina
| | - Gabriel Krygier
- Department of Oncology, Universitary Hospital de Clínicas, Montevideo, Uruguay
| | - Andre Mattar
- Director of Mastology Center, Centro de Referência da Saúde da Mulher, Hospital da Mulher, São Paulo, Brazil
| | - Aníbal Nuñez De Pierro
- Department of Surgery, Unit of Mastology, Hospital J.A. Fernandez, Buenos Aires City, Argentina
| | - Manuel Ruiz Borrego
- Medical Oncology Service, Hospital Universitario Virgen del Rocío, Seville, Spain
| | - Cynthia Villarreal
- Head, Department of Medical Oncology, Breast Cancer Center, Hospital Zambrano Hellion TecSalud, Tecnologico de Monterrey, Monterrey, Nuevo Leon, Mexico
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3
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Bottosso M, Miglietta F, Vernaci GM, Giarratano T, Dieci MV, Guarneri V, Griguolo G. Gene Expression Assays to Tailor Adjuvant Endocrine Therapy for HR+/HER2- Breast Cancer. Clin Cancer Res 2024; 30:2884-2894. [PMID: 38656833 PMCID: PMC11247313 DOI: 10.1158/1078-0432.ccr-23-4020] [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] [Received: 12/22/2023] [Revised: 02/11/2024] [Accepted: 03/25/2024] [Indexed: 04/26/2024]
Abstract
Adjuvant endocrine therapy (ET) represents the standard of care for almost all hormone receptor (HR)+/HER2- breast cancers, and different agents and durations are currently available. In this context, the tailoring and optimization of adjuvant endocrine treatment by reducing unnecessary toxic treatment while taking into account the biological heterogeneity of HR+/HER2- breast cancer represents a clinical priority. There is therefore a significant need for the integration of biological biomarkers in the choice of adjuvant ET beyond currently used clinicopathological characteristics. Several gene expression assays have been developed to identify patients with HR+/HER2- breast cancer who will not derive benefit from the addition of adjuvant chemotherapy. By enhancing risk stratification and predicting therapeutic response, genomic assays have also shown to be a promising tool for optimizing endocrine treatment decisions. In this study, we review evidence supporting the use of most common commercially available gene expression assays [Oncotype DX, MammaPrint, Breast Cancer Index (BCI), Prosigna, and EndoPredict] in tailoring adjuvant ET. Available data on the use of genomic tests to inform extended adjuvant treatment choice based on the risk of late relapse and on the estimated benefit of a prolonged ET are discussed. Moreover, preliminary evidence regarding the use of genomic assays to inform de-escalation of endocrine treatment, such as shorter durations or omission, for low-risk patients is reviewed. Overall, gene expression assays are emerging as potential tools to further personalize adjuvant treatment for patients with HR+/HER2- breast cancers.
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Affiliation(s)
- Michele Bottosso
- Department of Surgery, Oncology and Gastroenterology, University of Padova, Padova, Italy
- Division of Oncology 2, Istituto Oncologico Veneto IRCCS, Padova, Italy
| | - Federica Miglietta
- Department of Surgery, Oncology and Gastroenterology, University of Padova, Padova, Italy
- Division of Oncology 2, Istituto Oncologico Veneto IRCCS, Padova, Italy
| | | | | | - Maria Vittoria Dieci
- Department of Surgery, Oncology and Gastroenterology, University of Padova, Padova, Italy
- Division of Oncology 2, Istituto Oncologico Veneto IRCCS, Padova, Italy
| | - Valentina Guarneri
- Department of Surgery, Oncology and Gastroenterology, University of Padova, Padova, Italy
- Division of Oncology 2, Istituto Oncologico Veneto IRCCS, Padova, Italy
| | - Gaia Griguolo
- Department of Surgery, Oncology and Gastroenterology, University of Padova, Padova, Italy
- Division of Oncology 2, Istituto Oncologico Veneto IRCCS, Padova, Italy
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4
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Ohnstad HO, Blix ES, Akslen LA, Gilje B, Raj SX, Skjerven H, Borgen E, Janssen EAM, Mortensen E, Brekke MB, Falk RS, Schlichting E, Boge B, Songe-Møller S, Olsson P, Heie A, Mannsåker B, Vestlid MA, Kursetgjerde T, Gravdehaug B, Suhrke P, Sanchez E, Bublevic J, Røe OD, Geitvik GA, Halset EH, Rypdal MC, Langerød A, Lømo J, Garred Ø, Porojnicu A, Engebraaten O, Geisler J, Lyngra M, Hansen MH, Søiland H, Nakken T, Asphaug L, Kristensen V, Sørlie T, Nygård JF, Kiserud CE, Reinertsen KV, Russnes HG, Naume B. Impact of Prosigna test on adjuvant treatment decision in lymph node-negative early breast cancer-a prospective national multicentre study (EMIT-1). ESMO Open 2024; 9:103475. [PMID: 38838499 PMCID: PMC11190479 DOI: 10.1016/j.esmoop.2024.103475] [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: 01/18/2024] [Revised: 04/15/2024] [Accepted: 04/24/2024] [Indexed: 06/07/2024] Open
Abstract
BACKGROUND EMIT-1 is a national, observational, single-arm trial designed to assess the value of the Prosigna, Prediction Analysis of Microarray using the 50 gene classifier (PAM50)/Risk of Recurrence (ROR), test as a routine diagnostic tool, examining its impact on adjuvant treatment decisions, clinical outcomes, side-effects and cost-effectiveness. Here we present the impact on treatment decisions. PATIENTS AND METHODS Patients with hormone receptor-positive, human epidermal growth factor receptor 2-negative pT1-pT2 lymph node-negative early breast cancer (EBC) were included. The Prosigna test and standard histopathology assessments were carried out. Clinicians' treatment decisions were recorded before (pre-Prosigna) and after (post-Prosigna) the Prosigna test results were disclosed. RESULTS Of 2217 patients included, 2178 had conclusive Prosigna results. The pre-Prosigna treatment decisions were: no systemic treatment (NT) in 27% of patients, endocrine treatment alone (ET) in 38% and chemotherapy (CT) followed by ET (CT + ET) in 35%. Post-Prosigna treatment decisions were 25% NT, 51% ET and 24% CT + ET, respectively. Adjuvant treatment changed in 28% of patients, including 21% change in CT use. Among patients assigned to CT + ET pre-Prosigna, 45% were de-escalated to ET post-Prosigna. Of patients assigned to ET, 12% were escalated to CT + ET and 8% were de-escalated to NT; of those assigned to NT, 18% were escalated to ET/CT + ET. CT was more frequently recommended for patients aged ≤50 years. In the subgroup with pT1c-pT2 G2 and intermediate Ki67 (0.5-1.5× local laboratory median Ki67 score), the pre-Prosigna CT treatment decision varied widely across hospitals (3%-51%). Post-Prosigna, the variability of CT use was markedly reduced (8%-24%). The correlation between Ki67 and ROR score within this subgroup was poor (r = 0.25-0.39). The median ROR score increased by increasing histological grade, but the ROR score ranges were wide (for G1 0-79, G2 0-90, G3 16-94). CONCLUSION The Prosigna test result changed adjuvant treatment decisions in all EBC clinical risk groups, markedly decreased the CT use for patients categorized as higher clinical risk pre-Prosigna and reduced treatment decision discrepancies between hospitals.
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Affiliation(s)
- H O Ohnstad
- Department of Oncology, Division of Cancer Medicine, Oslo University Hospital, Oslo
| | - E S Blix
- Department of Oncology, University of North Norway, Tromsø; Department of Clinical Medicine, UiT The Arctic University of Norway, Tromsø
| | - L A Akslen
- Centre for Cancer Biomarkers CCBIO, Department of Clinical Medicine, Section for Pathology, University of Bergen, Bergen; Department of Pathology Haukeland University Hospital, Bergen
| | - B Gilje
- Department of Haematology and Oncology, Stavanger University Hospital, Stavanger
| | - S X Raj
- Department of Oncology, St Olavs Hospital, Trondheim
| | - H Skjerven
- Department of Breast Surgery, Vestre Viken Hospital Trust, Drammen
| | - E Borgen
- Department of Pathology, Division of Laboratory Medicine, Oslo University Hospital, Oslo
| | - E A M Janssen
- Department of Pathology, Stavanger University Hospital, Stavanger; Department of Chemistry, Bioscience and Environmental Engineering, Stavanger University, Stavanger, Norway; Menzies Health Institute Queensland and Griffith University, Southport, Australia
| | - E Mortensen
- Department of Pathology, University of North Norway, Tromsø
| | - M B Brekke
- Department of Pathology, St Olavs Hospital, Trondheim
| | - R S Falk
- Oslo Centre for Biostatistics and Epidemiology, Oslo University Hospital, Oslo
| | - E Schlichting
- Department of Oncology, Breast and Endocrine Surgery Unit, Division of Cancer Medicine, Oslo University Hospital, Oslo
| | - B Boge
- Department of Oncology, Hospital of Southern Norway, Kristiansand
| | | | - P Olsson
- Department of Breast Surgery, Innlandet Hospital Trust, Hamar
| | - A Heie
- Department of Breast Surgery, Haukeland University Hospital, Bergen
| | - B Mannsåker
- Department of Oncology, Nordland Hospital, Bodø
| | - M A Vestlid
- Department of Breast Surgery, Telemark Hospital Trust, Skien
| | - T Kursetgjerde
- Department of Oncology, Møre og Romsdal Hospital Trust, Ålesund
| | - B Gravdehaug
- Department of Breast Surgery, Akershus University Hospital, Lørenskog
| | - P Suhrke
- Department of Pathology, Vestfold Hospital Trust, Tønsberg
| | - E Sanchez
- Department of Oncology, Haugesund Hospital, Haugesund
| | - J Bublevic
- Department of Oncology, Førde Central Hospital, Førde
| | - O D Røe
- Department of Oncology, Levanger Hospital, Levanger
| | - G A Geitvik
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, Oslo
| | - E H Halset
- Department of Oncology, Division of Cancer Medicine, Oslo University Hospital, Oslo
| | - M C Rypdal
- Department of Pathology, Division of Laboratory Medicine, Oslo University Hospital, Oslo
| | - A Langerød
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, Oslo
| | - J Lømo
- Department of Pathology, Division of Laboratory Medicine, Oslo University Hospital, Oslo
| | - Ø Garred
- Department of Pathology, Division of Laboratory Medicine, Oslo University Hospital, Oslo
| | - A Porojnicu
- Department of Oncology, Vestre Viken Hospital Trust, Drammen
| | - O Engebraaten
- Department of Oncology, Division of Cancer Medicine, Oslo University Hospital, Oslo; Institute of Clinical Medicine, University of Oslo, Oslo
| | - J Geisler
- Institute of Clinical Medicine, University of Oslo, Oslo; Department of Oncology, Akershus University Hospital, Lørenskog
| | - M Lyngra
- Department of Pathology, Akershus University Hospital, Lørenskog
| | - M H Hansen
- Department of Breast Surgery, University of North Norway, Tromsø
| | - H Søiland
- Department of Research, Stavanger University Hospital, Stavanger; Department of Clinical Science, University of Bergen, Bergen
| | - T Nakken
- User representative, Oslo University Hospital, Oslo
| | - L Asphaug
- Clinical Trials Unit, Oslo University Hospital, Oslo; Institute of Health and Society, Faculty of Medicine, University of Oslo, Oslo
| | - V Kristensen
- Institute of Clinical Medicine, University of Oslo, Oslo
| | - T Sørlie
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, Oslo; Institute of Clinical Medicine, University of Oslo, Oslo
| | | | - C E Kiserud
- National Advisory Unit for Late Effects after Cancer Treatment, Oslo University Hospital, Oslo, Norway
| | - K V Reinertsen
- Department of Oncology, Division of Cancer Medicine, Oslo University Hospital, Oslo; National Advisory Unit for Late Effects after Cancer Treatment, Oslo University Hospital, Oslo, Norway
| | - H G Russnes
- Department of Pathology, Division of Laboratory Medicine, Oslo University Hospital, Oslo; Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, Oslo; Institute of Clinical Medicine, University of Oslo, Oslo
| | - B Naume
- Department of Oncology, Division of Cancer Medicine, Oslo University Hospital, Oslo; Institute of Clinical Medicine, University of Oslo, Oslo.
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Chadha M, White J, Swain SM, Rakovitch E, Jagsi R, Whelan T, Sparano JA. Optimal adjuvant therapy in older (≥70 years of age) women with low-risk early-stage breast cancer. NPJ Breast Cancer 2023; 9:99. [PMID: 38097623 PMCID: PMC10721824 DOI: 10.1038/s41523-023-00591-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Accepted: 10/06/2023] [Indexed: 12/17/2023] Open
Abstract
Older women are under-represented in breast cancer (BC) clinical trials, and treatment guidelines are primarily based on BC studies in younger women. Studies uniformly report an increased incidence of local relapse with omission of breast radiation therapy. Review of the available literature suggests very low rates of distant relapse in women ≥70 years of age. The incremental benefit of endocrine therapy in decreasing rate of distant relapse and improving disease-free survival in older patients with low-risk BC remains unclear. Integration of molecular genomic assays in diagnosis and treatment of estrogen receptor positive BC presents an opportunity for optimizing risk-tailored adjuvant therapies in ways that may permit treatment de-escalation among older women with early-stage BC. The prevailing knowledge gap and lack of risk-specific adjuvant therapy guidelines suggests a compelling need for prospective trials to inform selection of optimal adjuvant therapy, including omission of adjuvant endocrine therapy in older women with low risk BC.
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Affiliation(s)
- M Chadha
- Department of Radiation Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| | - J White
- Department of Radiation Oncology, University of Kansas Medical Center, Kansas City, KS, USA
| | - S M Swain
- Department of Medicine, Georgetown Lombardi Comprehensive Cancer Center, MedStar Health, Washington, DC, USA
| | - E Rakovitch
- Department of Radiation Oncology, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, ON, Canada
| | - R Jagsi
- Department of Radiation Oncology, Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - T Whelan
- Division of Radiation Oncology, Department of Oncology, McMaster University and Juravinski Cancer Centre at Hamilton Health Sciences, Hamilton, ON, Canada
| | - J A Sparano
- Division of Hematology and Medical Oncology, Department of Medicine, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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6
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van Amerongen R, Bentires-Alj M, van Boxtel AL, Clarke RB, Fre S, Suarez EG, Iggo R, Jechlinger M, Jonkers J, Mikkola ML, Koledova ZS, Sørlie T, Vivanco MDM. Imagine beyond: recent breakthroughs and next challenges in mammary gland biology and breast cancer research. J Mammary Gland Biol Neoplasia 2023; 28:17. [PMID: 37450065 PMCID: PMC10349020 DOI: 10.1007/s10911-023-09544-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Accepted: 06/25/2023] [Indexed: 07/18/2023] Open
Abstract
On 8 December 2022 the organizing committee of the European Network for Breast Development and Cancer labs (ENBDC) held its fifth annual Think Tank meeting in Amsterdam, the Netherlands. Here, we embraced the opportunity to look back to identify the most prominent breakthroughs of the past ten years and to reflect on the main challenges that lie ahead for our field in the years to come. The outcomes of these discussions are presented in this position paper, in the hope that it will serve as a summary of the current state of affairs in mammary gland biology and breast cancer research for early career researchers and other newcomers in the field, and as inspiration for scientists and clinicians to move the field forward.
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Affiliation(s)
- Renée van Amerongen
- Developmental, Stem Cell and Cancer Biology, Swammerdam Institute for Life Sciences, University of Amsterdam, Science Park 904, 1098 XH, Amsterdam, the Netherlands.
| | - Mohamed Bentires-Alj
- Laboratory of Tumor Heterogeneity, Metastasis and Resistance, Department of Biomedicine, University of Basel and University Hospital of Basel, Basel, Switzerland
| | - Antonius L van Boxtel
- Developmental, Stem Cell and Cancer Biology, Swammerdam Institute for Life Sciences, University of Amsterdam, Science Park 904, 1098 XH, Amsterdam, the Netherlands
| | - Robert B Clarke
- Manchester Breast Centre, Division of Cancer Sciences, School of Medical Sciences, University of Manchester, Manchester, UK
| | - Silvia Fre
- Institut Curie, Genetics and Developmental Biology Department, PSL Research University, CNRS UMR3215, U93475248, InsermParis, France
| | - Eva Gonzalez Suarez
- Transformation and Metastasis Laboratory, Molecular Oncology, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
- Oncobell, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain
| | - Richard Iggo
- INSERM U1312, University of Bordeaux, 33076, Bordeaux, France
| | - Martin Jechlinger
- Cell Biology and Biophysics Department, EMBL, Heidelberg, Germany
- Molit Institute of Personalized Medicine, Heilbronn, Germany
| | - Jos Jonkers
- Division of Molecular Pathology, Oncode Institute, Netherlands Cancer Institute, Plesmanlaan 121, 1066CX, Amsterdam, The Netherlands
| | - Marja L Mikkola
- Institute of Biotechnology, HiLIFE Helsinki Institute of Life Science, University of Helsinki, P.O.B. 56, 00014, Helsinki, Finland
| | - Zuzana Sumbalova Koledova
- Department of Histology and Embryology, Faculty of Medicine, Masaryk University, Kamenice 5, 625 00, Brno, Czech Republic
| | - Therese Sørlie
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
| | - Maria dM Vivanco
- Cancer Heterogeneity Lab, CIC bioGUNE, Basque Research and Technology Alliance, BRTA, Technological Park Bizkaia, 48160, Derio, Spain
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