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Agostinetto E, Bruzzone M, Hamy AS, Kim HJ, Chiodi C, Bernstein-Molho R, Linn S, Pogoda K, Carrasco E, Derouane F, Bajpai J, Nader-Marta G, Lopetegui-Lia N, Partridge AH, Cortesi L, Rousset-Jablonski C, Giugliano F, Renaud T, Ferrari A, Paluch-Shimon S, Fruscio R, Cui W, Wong SM, Vernieri C, Ruddy KJ, Dieci MV, Matikas A, Rozenblit M, Aguilar Y Mendez D, De Marchis L, Borea R, Puglisi F, Pistelli M, Kufel-Grabowska J, Di Rocco R, Mariamidze E, Atzori F, Kourie HR, Popovic L, de Azambuja E, Blondeaux E, Lambertini M. Characteristics and clinical outcomes of breast cancer in young BRCA carriers according to tumor histology. ESMO Open 2024; 9:103714. [PMID: 39288653 PMCID: PMC11421331 DOI: 10.1016/j.esmoop.2024.103714] [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: 03/22/2024] [Revised: 07/11/2024] [Accepted: 08/19/2024] [Indexed: 09/19/2024] Open
Abstract
BACKGROUND Young women with breast cancer (BC) have an increased chance of carrying germline BRCA pathogenic variants (PVs). Limited data exist on the prognostic impact of tumor histology (i.e. ductal versus lobular) in hereditary breast cancer. METHODS This multicenter retrospective cohort study included women aged ≤40 years with early-stage breast cancer diagnosed between January 2000 and December 2020 and known to carry germline PVs in BRCA1/2. Histology was locally assessed in each center. The Kaplan-Meier method and Cox regression analysis were used to assess disease-free survival and overall survival. RESULTS Of 4628 patients included from 78 centers worldwide, 3969 (86%) had pure ductal, 135 (3%) pure lobular, and 524 (11%) other histologies. Compared with ductal tumors, lobular tumors were more often grade 1/2 (57.7% versus 22.1%), stage III (29.6% versus 18.5%), and luminal A-like (42.2% versus 12.2%). Lobular tumors were more often associated with BRCA2 PVs (71.1% BRCA2), while ductal tumors were more often associated with BRCA1 PVs (65.7% BRCA1). Patients with lobular tumors more often had mastectomy (68.9% versus 58.3%), and less often received chemotherapy (83.7% versus 92.9%). With a median follow-up of 7.8 years, no significant differences were observed in disease-free survival (adjusted hazard ratio 1.01, 95% confidence interval 0.74-1.37) or overall survival (hazard ratio 0.96, 95% confidence interval 0.62-1.50) between patients with ductal versus lobular tumors. No significant survival differences were observed according to specific BRCA gene, breast cancer subtype, or body mass index. CONCLUSIONS In this large global cohort of young BRCA carriers with breast cancer, the incidence of pure lobular histology was low and associated with higher disease stage at diagnosis, luminal-like disease and BRCA2 PVs. Histology did not appear to impact prognosis.
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Affiliation(s)
- E Agostinetto
- Academic Trials Promoting Team, Institut Jules Bordet, Université Libre de Bruxelles (U.L.B.), Hôpital Universitaire de Bruxelles (HUB), Brussels, Belgium.
| | - M Bruzzone
- U.O. Epidemiologia Clinica, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - A-S Hamy
- Department of Medical Oncology, Universite Paris Cité, Institut Curie, Paris, France
| | - H J Kim
- Division of Breast Surgery, Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - C Chiodi
- Cancer Survivorship Program - Molecular Predictors and New Targets in Oncology, INSERM Unit 981, Gustave Roussy, Villejuif, France
| | - R Bernstein-Molho
- Susanne Levy Gertner Oncogenetics Unit, The Danek Gertner Institute of Human Genetics, Chaim Sheba Medical Center Affiliated to Tel Aviv University, Tel Hashomer, Israel
| | - S Linn
- Department of Molecular Pathology, Netherlands Cancer Institute (NKI), Amsterdam, The Netherlands
| | - K Pogoda
- Department of Breast Cancer and Reconstructive Surgery, Maria Sklodowska-Curie National Research Institute of Oncology, Warsaw, Poland
| | - E Carrasco
- Hereditary Cancer Genetics Unit, Medical Oncology Department, Vall d´Hebron University Hospital, Vall d´Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - F Derouane
- Department of General Medical Oncology and Multidisciplinary Breast Center, Leuven Cancer Institute, University Hospitals Leuven, Leuven, Belgium
| | - J Bajpai
- Tata Memorial Centre, Homi Bhabha National Institute (HBNI), Mumbai, India
| | - G Nader-Marta
- Academic Trials Promoting Team, Institut Jules Bordet, Université Libre de Bruxelles (U.L.B.), Hôpital Universitaire de Bruxelles (HUB), Brussels, Belgium
| | - N Lopetegui-Lia
- Department of Hematology and Medical Oncology, Cleveland Clinic Taussig Cancer Institute, Cleveland
| | - A H Partridge
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, USA
| | - L Cortesi
- Department of Oncology and Haematology, Azienda Ospedaliero-Universitaria di Modena, Modena, Italy
| | - C Rousset-Jablonski
- Department of Surgery, Leon Berard Cancer Center, Lyon; Hôpital Femme-Mère-Enfant, Hospices Civils de Lyon, Bron; Unité INSERM U1290 RESHAPE, Lyon
| | - F Giugliano
- Division of New Drugs and Early Drug Development for Innovative Therapies, European Institute of Oncology, IRCCS, Milan; Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - T Renaud
- Cancer Genetics Unit, Bergonie Institute, Bordeaux, France
| | - A Ferrari
- Hereditary Breast and Ovarian Cancer (HBOC) Unit and General Surgery 3 - Senology, Surgical Department, Fondazione IRCCS Policlinico San Matteo, Pavia; University of Pavia, Pavia, Italy
| | - S Paluch-Shimon
- Breast Oncology Unit, Sharett Institute of Oncology, Hadassah University Hospital, Jerusalem; Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - R Fruscio
- UO Gynecology, Fondazione IRCCS San Gerardo, Monza; Department of Medicine and Surgery, University of Milan-Bicocca, Milan, Italy
| | - W Cui
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Melbourne, Victoria; Department of Medical Oncology, Peter MacCallum Cancer Center, Melbourne, Australia
| | - S M Wong
- Stroll Cancer Prevention Centre, Jewish General Hospital, Montreal; McGill University Medical School, Montreal, Canada
| | - C Vernieri
- Medical Oncology Department, Breast Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan; Oncology and Hematology-Oncology Department, University of Milan, Milan, Italy
| | - K J Ruddy
- Department of Oncology, Mayo Clinic College of Medicine, Rochester, USA
| | - M V Dieci
- Department of Surgical, Oncological and Gastroenterological Sciences, Università di Padova, Padua; Oncologia 2, Istituto Oncologico Veneto IOV-IRCCS, Padua, Italy
| | - A Matikas
- Department of Oncology/Pathology, Karolinska Institute, Stockholm; Breast Center, Karolinska University Hospital, Stockholm, Sweden
| | - M Rozenblit
- Yale University, Medical Oncology, New Haven, USA
| | - D Aguilar Y Mendez
- Tecnologico de Monterrey, Breast Cancer Center, Hospital Zambrano Hellion - TecSalud, Monterrey, Mexico
| | - L De Marchis
- Division of Medical Oncology, Department of Radiological, Oncological and Pathological Sciences, 'La Sapienza' University of Rome, Rome; Oncology Unit, Umberto 1 University Hospital, Rome
| | - R Borea
- Medical Oncology Department, U.O.C. Clinica di Oncologia Medica, IRCCS Ospedale Policlinico San Martino, Genoa; Department of Internal Medicine and Medical Specialties (DIMI), School of Medicine, University of Genova, Genoa
| | - F Puglisi
- Department of Medical Oncology, Centro di Riferimento Oncologico di Aviano (CRO) IRCCS, Aviano; Department of Medicine, University of Udine, Udine
| | - M Pistelli
- Azienda Ospedaliero-Universitaria delle Marche, Ancona, Italy
| | | | - R Di Rocco
- Department of Medical Oncology, Azienda USL Toscana Sud Est - Misericordia Hospital, Grosseto, Italy
| | - E Mariamidze
- Medical Oncology Department, U.O.C. Clinica di Oncologia Medica, IRCCS Ospedale Policlinico San Martino, Genoa; Department of Oncology and Hematology, Todua Clinic, Tbilisi, Georgia
| | - F Atzori
- Azienda Ospedaliero Universitaria di Cagliari, Cagliari, Italy
| | - H R Kourie
- Saint Joseph University of Beirut, Beirut, Lebanon
| | - L Popovic
- Oncology Institute of Vojvodina - Faculty of Medicine, University of Novi Sad, Novi Sad, Serbia
| | - E de Azambuja
- Academic Trials Promoting Team, Institut Jules Bordet, Université Libre de Bruxelles (U.L.B.), Hôpital Universitaire de Bruxelles (HUB), Brussels, Belgium
| | - E Blondeaux
- U.O. Epidemiologia Clinica, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - M Lambertini
- Medical Oncology Department, U.O.C. Clinica di Oncologia Medica, IRCCS Ospedale Policlinico San Martino, Genoa; Department of Internal Medicine and Medical Specialties (DIMI), School of Medicine, University of Genova, Genoa
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Wu L, Li S, Wu C, Wu S, Lin Y, Wei D. Ultrasound-based deep learning radiomics nomogram for differentiating mass mastitis from invasive breast cancer. BMC Med Imaging 2024; 24:189. [PMID: 39060962 PMCID: PMC11282842 DOI: 10.1186/s12880-024-01353-x] [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: 07/28/2023] [Accepted: 07/02/2024] [Indexed: 07/28/2024] Open
Abstract
BACKGROUND The purpose of this study is to develop and validate the potential value of the deep learning radiomics nomogram (DLRN) based on ultrasound to differentiate mass mastitis (MM) and invasive breast cancer (IBC). METHODS 50 cases of MM and 180 cases of IBC with ultrasound Breast Imaging Reporting and Data System 4 category were recruited (training cohort, n = 161, validation cohort, n = 69). Based on PyRadiomics and ResNet50 extractors, radiomics and deep learning features were extracted, respectively. Based on supervised machine learning methods such as logistic regression, random forest, and support vector machine, as well as unsupervised machine learning methods using K-means clustering analysis, the differences in features between MM and IBC were analyzed to develop DLRN. The performance of DLRN had been evaluated by receiver operating characteristic curve, calibration, and clinical practicality. RESULTS Supervised machine learning results showed that compared with radiomics models, especially random forest models, deep learning models were better at recognizing MM and IBC. The area under the curve (AUC) of the validation cohort was 0.84, the accuracy was 0.83, the sensitivity was 0.73, and the specificity was 0.83. Compared to radiomics or deep learning models, DLRN even further improved discrimination ability (AUC of 0.90 and 0.90, accuracy of 0.83 and 0.88 for training and validation cohorts), which had better clinical benefits and good calibratability. In addition, the information heterogeneity of deep learning features in MM and IBC was validated again through unsupervised machine learning clustering analysis, indicating that MM had a unique features phenotype. CONCLUSION The DLRN developed based on radiomics and deep learning features of ultrasound images has potential clinical value in effectively distinguishing between MM and IBC. DLRN breaks through visual limitations and quantifies more image information related to MM based on computers, further utilizing machine learning to effectively utilize this information for clinical decision-making. As DLRN becomes an autonomous screening system, it will improve the recognition rate of MM in grassroots hospitals and reduce the possibility of incorrect treatment and overtreatment.
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Affiliation(s)
- Linyong Wu
- Department of Medical Ultrasound, Maoming People's Hospital, Maoming, 525011, Guangdong, P. R. China
| | - Songhua Li
- Department of Medical Ultrasound, Maoming People's Hospital, Maoming, 525011, Guangdong, P. R. China
| | - Chaojun Wu
- Department of Medical Ultrasound, Maoming People's Hospital, Maoming, 525011, Guangdong, P. R. China
| | - Shaofeng Wu
- Department of Medical Ultrasound, Maoming People's Hospital, Maoming, 525011, Guangdong, P. R. China
| | - Yan Lin
- Department of Medical Ultrasound, Maoming People's Hospital, Maoming, 525011, Guangdong, P. R. China
| | - Dayou Wei
- Department of Medical Ultrasound, Maoming People's Hospital, Maoming, 525011, Guangdong, P. R. China.
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Corso G, Fusco N, Guerini-Rocco E, Leonardi MC, Criscitiello C, Zagami P, Nicolò E, Mazzarol G, La Vecchia C, Pesapane F, Zanzottera C, Tarantino P, Petitto S, Bianchi B, Massari G, Boato A, Sibilio A, Polizzi A, Curigliano G, De Scalzi AM, Lauria F, Bonanni B, Marabelli M, Rotili A, Nicosia L, Albini A, Calvello M, Mukhtar RA, Robson ME, Sacchini V, Rennert G, Galimberti V, Veronesi P, Magnoni F. Invasive lobular breast cancer: Focus on prevention, genetics, diagnosis, and treatment. Semin Oncol 2024; 51:106-122. [PMID: 38897820 DOI: 10.1053/j.seminoncol.2024.05.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Revised: 05/05/2024] [Accepted: 05/05/2024] [Indexed: 06/21/2024]
Abstract
Invasive lobular cancer (ILC) is the most common of the breast cancer special types, accounting for up to 15% of all breast malignancies. The distinctive biological features of ILC include the loss of the cell adhesion molecule E-cadherin, which drives the tumor's peculiar discohesive growth pattern, with cells arranged in single file and dispersed throughout the stroma. Typically, such tumors originate in the lobules, are more commonly bilateral compared to invasive ductal cancer (IDC) and require a more accurate diagnostic examination through imaging. They are luminal in molecular subtype, and exhibit estrogen and progesterone receptor positivity and HER2 negativity, thus presenting a more unpredictable response to neoadjuvant therapies. There has been a significant increase in research focused on this distinctive breast cancer subtype, including studies on its pathology, its clinical and surgical management, and the high-resolution definition of its genomic profile, as well as the development of new therapeutic perspectives. This review will summarize the heterogeneous pattern of this unique disease, focusing on challenges in its comprehensive clinical management and on future insights and research objectives.
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Affiliation(s)
- Giovanni Corso
- Division of Breast Surgery, European Institute of Oncology (IEO), IRCCS, Milan, Italy; Department of Oncology and Hematology, University of Milano, Milan, Italy
| | - Nicola Fusco
- Department of Oncology and Hematology, University of Milano, Milan, Italy; Division of Pathology, European Institute of Oncology IRCCS, Milan, Italy
| | - Elena Guerini-Rocco
- Department of Oncology and Hematology, University of Milano, Milan, Italy; Division of Pathology, European Institute of Oncology IRCCS, Milan, Italy
| | | | - Carmen Criscitiello
- Department of Oncology and Hematology, University of Milano, Milan, Italy; Division of New Drugs and Early Drug Development, European Institute of Oncology IRCCS, Milan, Italy
| | - Paola Zagami
- Department of Oncology and Hematology, University of Milano, Milan, Italy; Division of New Drugs and Early Drug Development, European Institute of Oncology IRCCS, Milan, Italy
| | - Eleonora Nicolò
- Department of Medicine, Division of Hematology-Oncology, Weill Cornell Medicine, New York, NY, USA
| | - Giovanni Mazzarol
- Division of Pathology, European Institute of Oncology IRCCS, Milan, Italy
| | - Carlo La Vecchia
- Department of Clinical Sciences and Community Health, University of Milan, Milan, Italy
| | - Filippo Pesapane
- Breast Imaging Division, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Cristina Zanzottera
- Division of Cancer Prevention and Genetics, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Paolo Tarantino
- Department of Oncology and Hematology, University of Milano, Milan, Italy; Medical Oncology, Dana-Farber Cancer Institute, Boston, MA; Breast Oncology Program, Dana-Farber Brigham Cancer Center, Boston, MA; Harvard Medical School, Boston, MA
| | - Salvatore Petitto
- Division of Breast Surgery, European Institute of Oncology (IEO), IRCCS, Milan, Italy
| | - Beatrice Bianchi
- Division of Breast Surgery, European Institute of Oncology (IEO), IRCCS, Milan, Italy
| | - Giulia Massari
- Division of Breast Surgery, European Institute of Oncology (IEO), IRCCS, Milan, Italy
| | - Anthony Boato
- Division of Breast Surgery, European Institute of Oncology (IEO), IRCCS, Milan, Italy
| | - Andrea Sibilio
- Division of Breast Surgery Forlì (Ravenna), AUSL Romagna, Ravenna, Italy
| | - Andrea Polizzi
- Division of Breast Surgery, European Institute of Oncology (IEO), IRCCS, Milan, Italy
| | - Giuseppe Curigliano
- Department of Oncology and Hematology, University of Milano, Milan, Italy; Division of New Drugs and Early Drug Development, European Institute of Oncology IRCCS, Milan, Italy
| | | | - Federica Lauria
- Division of Breast Surgery, European Institute of Oncology (IEO), IRCCS, Milan, Italy
| | - Bernardo Bonanni
- Division of Cancer Prevention and Genetics, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Monica Marabelli
- Division of Cancer Prevention and Genetics, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Anna Rotili
- Breast Imaging Division, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Luca Nicosia
- Breast Imaging Division, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Adriana Albini
- Scientific Directorate, European Institute of Oncology (IEO), IRCCS, Milan, Italy
| | - Mariarosaria Calvello
- Division of Cancer Prevention and Genetics, IEO European Institute of Oncology IRCCS, Milan, Italy; Division of Hematology, Clinica Moncucco, Lugano, Switzerland
| | - Rita A Mukhtar
- Department of Surgery, Division of Surgical Oncology, University of California San Francisco, San Francisco, CA
| | - Mark E Robson
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Virgilio Sacchini
- Division of Breast Surgery, European Institute of Oncology (IEO), IRCCS, Milan, Italy; Department of Oncology and Hematology, University of Milano, Milan, Italy
| | - Gad Rennert
- B. Rappaport Faculty of Medicine, Technion and the Association for Promotion of Research in Precision Medicine (APRPM), Haifa, Israel
| | - Viviana Galimberti
- Division of Breast Surgery, European Institute of Oncology (IEO), IRCCS, Milan, Italy
| | - Paolo Veronesi
- Division of Breast Surgery, European Institute of Oncology (IEO), IRCCS, Milan, Italy; Department of Oncology and Hematology, University of Milano, Milan, Italy
| | - Francesca Magnoni
- Division of Breast Surgery, European Institute of Oncology (IEO), IRCCS, Milan, Italy.
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Alexander J, Schipper K, Nash S, Brough R, Kemp H, Iacovacci J, Isacke C, Natrajan R, Sawyer E, Lord CJ, Haider S. Pathway-based signatures predict patient outcome, chemotherapy benefit and synthetic lethal dependencies in invasive lobular breast cancer. Br J Cancer 2024; 130:1828-1840. [PMID: 38600325 PMCID: PMC11130209 DOI: 10.1038/s41416-024-02679-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Revised: 03/26/2024] [Accepted: 04/03/2024] [Indexed: 04/12/2024] Open
Abstract
BACKGROUND Invasive Lobular Carcinoma (ILC) is a morphologically distinct breast cancer subtype that represents up to 15% of all breast cancers. Compared to Invasive Breast Carcinoma of No Special Type (IBC-NST), ILCs exhibit poorer long-term outcome and a unique pattern of metastasis. Despite these differences, the systematic discovery of robust prognostic biomarkers and therapeutically actionable molecular pathways in ILC remains limited. METHODS Pathway-centric multivariable models using statistical machine learning were developed and tested in seven retrospective clinico-genomic cohorts (n = 996). Further external validation was performed using a new RNA-Seq clinical cohort of aggressive ILCs (n = 48). RESULTS AND CONCLUSIONS mRNA dysregulation scores of 25 pathways were strongly prognostic in ILC (FDR-adjusted P < 0.05). Of these, three pathways including Cell-cell communication, Innate immune system and Smooth muscle contraction were also independent predictors of chemotherapy response. To aggregate these findings, a multivariable machine learning predictor called PSILC was developed and successfully validated for predicting overall and metastasis-free survival in ILC. Integration of PSILC with CRISPR-Cas9 screening data from breast cancer cell lines revealed 16 candidate therapeutic targets that were synthetic lethal with high-risk ILCs. This study provides interpretable prognostic and predictive biomarkers of ILC which could serve as the starting points for targeted drug discovery for this disease.
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Affiliation(s)
- John Alexander
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London, SW3 6JB, UK
| | - Koen Schipper
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London, SW3 6JB, UK
| | - Sarah Nash
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London, SW3 6JB, UK
- Breast Cancer Genetics, King's College London, London, SE1 9RT, UK
| | - Rachel Brough
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London, SW3 6JB, UK
- The CRUK Gene Function Laboratory, The Institute of Cancer Research, London, SW3 6JB, UK
| | - Harriet Kemp
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London, SW3 6JB, UK
| | - Jacopo Iacovacci
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London, SW3 6JB, UK
| | - Clare Isacke
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London, SW3 6JB, UK
| | - Rachael Natrajan
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London, SW3 6JB, UK
| | - Elinor Sawyer
- Breast Cancer Genetics, King's College London, London, SE1 9RT, UK
| | - Christopher J Lord
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London, SW3 6JB, UK
- The CRUK Gene Function Laboratory, The Institute of Cancer Research, London, SW3 6JB, UK
| | - Syed Haider
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London, SW3 6JB, UK.
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Pouptsis A, Cano Gimeno J, Martinez Rubio C, Bañuls Marrades M, Olivan Sasot P. Metastatic Occult Primary Lobular Breast Cancer: A Case Report. Cureus 2024; 16:e58586. [PMID: 38689671 PMCID: PMC11057946 DOI: 10.7759/cureus.58586] [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] [Accepted: 04/19/2024] [Indexed: 05/02/2024] Open
Abstract
Breast cancer is the most common malignancy diagnosed in women. Invasive lobular breast cancer (ILC) is the second most common histologic subtype after invasive ductal carcinoma. Metastatic occult primary breast cancer, although rare, is a well-known clinical entity that usually presents with axillary lymphadenopathy without a detectable breast tumour. A perimenopausal woman in her 50s presented with abdominal pain, fatigue, and weight loss. Imaging showed peritoneal carcinomatosis with ascites, ovarian masses, and a lesion in the ascending colon. Gastric and colon biopsies showed infiltration from lobular breast cancer. Diagnostic workup, including mammography, breast ultrasound, and breast MRI, showed no evidence of breast pathology or axillary lymphadenopathy. First-line treatment with goserelin, letrozole, and palbociclib commenced with clinical improvement and radiological response. This case illustrates the challenges faced by clinicians in the diagnosis and treatment of lobular breast cancer without an identifiable primary lesion or axillary lymphadenopathy.
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Affiliation(s)
- Athanasios Pouptsis
- Department of Medical Oncology, Hospital Universitario de la Ribera, Valencia, ESP
| | - Julia Cano Gimeno
- Department of Radiology, Hospital Universitario de la Ribera, Valencia, ESP
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Cavaller L, Goupille C, Arbion F, Vilde A, Body G, Ouldamer L. Metastatic profiles and survival differences between infiltrating ductal carcinoma and infiltrating lobular carcinoma in invasive breast cancer. J Gynecol Obstet Hum Reprod 2024; 53:102740. [PMID: 38311000 DOI: 10.1016/j.jogoh.2024.102740] [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: 09/23/2023] [Revised: 12/29/2023] [Accepted: 02/01/2024] [Indexed: 02/06/2024]
Abstract
BACKGROUND In this study, we conducted a comprehensive evaluation of metastatic profiles and survival outcomes in patients with infiltrating ductal carcinoma (IDC) and infiltrating lobular carcinoma (ILC) treated at our university hospital center. METHODS We collected and analyzed data from all patients diagnosed with invasive breast cancer at our center between January 1, 2007, and 31 December 2014. We specifically compared three subgroups: patients with IDC, patients with ILC and patients with mixed carcinoma, which is a combination of IDC and ILC. RESULTS Among the 1963 patients treated for invasive breast cancer in our center during the study period, 1435 had IDC, 466 had ILC, and 59 had mixed carcinoma. The incidence of patients with at least one positive axillary lymph node differed significantly: 40 % for IDC, 36 % for ILC, and 45 % for mixed carcinoma (p = 0.001). However, there was no significant difference in the mean number of positive nodes (p = 0.1633). The occurrence of distant metastases was lower in patients with ILC (p = 0.04), particularly in the case of brain metastases (p = 0.01), although there was no difference in bone or visceral metastatic sites. Patients with ILC exhibited a longer mean time to metastasis from the initial diagnosis of invasive breast carcinoma. Overall survival (p = 0.0525) and survival without locoregional recurrence (p = 0.026) were significantly different. Specifically, the 5-year overall survival rates for IDC, ILC, and mixed carcinoma were approximately 95 %. Distance metastatic-free survival at 5 years was 85 % for IDC, 91 % for ILC, and 87 % for mixed carcinoma (p = 0.00506). CONCLUSION Our findings indicate variations in the distribution of distant metastatic sites among patients with IDC, ILC, and mixed carcinoma, as well as differences in survival outcomes. This study sheds light on the unique characteristics and clinical implications associated with these two distinct subtypes of invasive breast cancer.
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Affiliation(s)
- L Cavaller
- Department of Gynaecology, Centre Hospitalier Régional Universitaire de Tours, Hôpital Bretonneau, 2 boulevard Tonnellé, 37044 Tours, France; François-Rabelais University, Tours, France
| | - C Goupille
- Department of Gynaecology, Centre Hospitalier Régional Universitaire de Tours, Hôpital Bretonneau, 2 boulevard Tonnellé, 37044 Tours, France; François-Rabelais University, Tours, France; INSERM unit, 1069 Tours, France
| | - F Arbion
- Department of Pathology, Centre Hospitalier Régional Universitaire de Tours, Hôpital Bretonneau, 2 boulevard Tonnellé, 37044 Tours, France
| | - A Vilde
- Department of Radiology, Centre Hospitalier Régional Universitaire de Tours, Hôpital Bretonneau, 2 boulevard Tonnellé, 37044 Tours, France
| | - G Body
- Department of Gynaecology, Centre Hospitalier Régional Universitaire de Tours, Hôpital Bretonneau, 2 boulevard Tonnellé, 37044 Tours, France; François-Rabelais University, Tours, France; INSERM unit, 1069 Tours, France
| | - L Ouldamer
- Department of Gynaecology, Centre Hospitalier Régional Universitaire de Tours, Hôpital Bretonneau, 2 boulevard Tonnellé, 37044 Tours, France; François-Rabelais University, Tours, France; INSERM unit, 1069 Tours, France.
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Kada Mohammed S, Billa O, Ladoire S, Jankowski C, Desmoulins I, Poillot ML, Coutant C, Beltjens F, Dabakuyo S, Arnould L. HER2-positive invasive lobular carcinoma: a rare breast cancer which may not necessarily require anti-HER2 therapy. A population-based study. Breast Cancer 2023; 30:343-353. [PMID: 36715845 DOI: 10.1007/s12282-022-01432-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Accepted: 12/21/2022] [Indexed: 01/31/2023]
Abstract
BACKGROUND HER2-positive (HER2 +) invasive lobular breast cancer (ILC) is rare and poorly characterised. In particular, patient outcomes compared to those associated with HER2 + invasive ductal cancer (IDC) and HER2-negative (HER2 -) ILC, as well as the benefits of anti-HER2 therapy, are not well established. METHODS We analysed the data from the Côte d'Or Registry of Breast and Gynaecological Cancers (France) for all patients diagnosed with early-stage HER2 + ILC (62 cases), HER2 + IDC (833 cases) and HER2 - ILC (685 cases) between 1998 and 2015 to compare overall and disease-free survival (OS and DFS) between these groups in correlation with anti-HER2 therapy. RESULTS ILCs were associated with older age, larger tumours, lower histological grades, higher hormonal receptor positivity rates and multifocality, and more common endocrine therapy. OS and DFS between the three groups did not differ. We found that anti-HER2 therapy was associated with a survival benefit in patients with HER2 + IDC. In contrast, the survival of HER2 + ILC patients was not improved by anti-HER2 treatment, remaining close to that of HER2 - ILC patients. CONCLUSION HER2 + ILC seems not to be associated with better outcomes than HER2 + IDC but may not differ from HER2 - ILC in terms of survival.
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Affiliation(s)
- Samia Kada Mohammed
- Department of Gynaecology and Obstetrics, Jean Verdier Hospital, Assistance Publique Des Hôpitaux de Paris (APHP), Avenue du 14 Juillet, 93140, Bondy, France.
| | - Oumar Billa
- Department of Epidemiology, Georges-François Leclerc Centre, 1 Rue du Professeur Marion, 21000, Dijon, France
| | - Sylvain Ladoire
- Department of Medical Oncology, Georges-François Leclerc Centre, 1 Rue du Professeur Marion, 21000, Dijon, France
- INSERM U1231, 21000, Dijon, France
- University of Burgundy-Franche Comté, 21000, Dijon, France
| | - Clementine Jankowski
- Department of Surgery, Georges-François Leclerc Centre, 1 Rue du Professeur Marion, 21000, Dijon, France
| | - Isabelle Desmoulins
- Department of Medical Oncology, Georges-François Leclerc Centre, 1 Rue du Professeur Marion, 21000, Dijon, France
| | - Marie-Laure Poillot
- Department of Epidemiology, Georges-François Leclerc Centre, 1 Rue du Professeur Marion, 21000, Dijon, France
| | - Charles Coutant
- University of Burgundy-Franche Comté, 21000, Dijon, France
- Department of Surgery, Georges-François Leclerc Centre, 1 Rue du Professeur Marion, 21000, Dijon, France
| | - Françoise Beltjens
- Unit of Pathology, Department of Tumour Biology and Pathology, Georges-François Leclerc Centre, 1 Rue du Professeur Marion, 21000, Dijon, France
| | - Sandrine Dabakuyo
- Department of Epidemiology, Georges-François Leclerc Centre, 1 Rue du Professeur Marion, 21000, Dijon, France
| | - Laurent Arnould
- INSERM U1231, 21000, Dijon, France
- Unit of Pathology, Department of Tumour Biology and Pathology, Georges-François Leclerc Centre, 1 Rue du Professeur Marion, 21000, Dijon, France
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8
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Histology-based survival outcomes in hormone receptor-positive metastatic breast cancer treated with targeted therapies. NPJ Breast Cancer 2022; 8:131. [PMID: 36539444 PMCID: PMC9768132 DOI: 10.1038/s41523-022-00499-7] [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: 09/04/2022] [Accepted: 12/02/2022] [Indexed: 12/24/2022] Open
Abstract
The addition of targeted therapies (TT) to endocrine therapy (ET) has improved the outcomes of patients with HR-positive, HER2-negative metastatic breast cancer (mBC). However, it is unknown whether patients with invasive lobular carcinoma (ILC) or mixed invasive ductal and lobular carcinoma (mixed) histologies experience the same magnitude of benefit from this therapy as those with invasive ductal carcinoma (IDC). We aim to determine whether patients with IDC, ILC, and mixed HR+/HER2- mBC derive similar benefit from the addition of cyclin-dependent kinase 4 and 6 inhibitors (CDK4/6is), mammalian target of rapamycin inhibitor (mTORi), and phosphoinositide 3-kinase inhibitor (PI3Ki) to ET in HR+/HER2- mBC. We conducted an observational, population-based investigation using data from the MD Anderson prospectively collected database. We conducted a histology-based analysis of progression-free survival (PFS) and overall survival (OS) durations in 3784 patients with HR+/HER2- mBC who were treated with TT plus ET between January 1, 2010, and December 31, 2021. Out of the 3784 patients, 2975 were included in the final analysis. Of these, 2249 received CDK4/6is (81% IDC, 15% ILC, and 4% mixed), 1027 received everolimus (82% IDC, 14% ILC, and 4% mixed) and 49 received alpelisib (81% IDC and 19% ILC). The addition of targeted therapy to ET did not result in statistically significant differences in PFS or OS duration among patients with IDC, ILC, and mixed HR+/HER2- mBC. We concluded that for patients with HR+/HER2- mBC, the addition of TT to ET leads to a similar magnitude of benefit, irrespective of histology.
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9
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Djerroudi L, Cabel L, Bidard FC, Vincent-Salomon A. Invasive Lobular Carcinoma of the Breast: Toward Tailoring Therapy? J Natl Cancer Inst 2022; 114:1434-1436. [PMID: 36239762 DOI: 10.1093/jnci/djac159] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2022] [Accepted: 08/17/2022] [Indexed: 01/04/2023] Open
Affiliation(s)
- Lounes Djerroudi
- Department of Pathology, Institut Curie, Paris-Sciences-Lettres Research University, Paris, France
| | - Luc Cabel
- Department of Medical Oncology, Institut Curie, Paris, Saint-Cloud, France
| | - Francois-Clement Bidard
- Department of Medical Oncology, Institut Curie, Paris, Saint-Cloud, France.,Université Paris-Saclay, UVSQ, Saint-Cloud, France
| | - Anne Vincent-Salomon
- Department of Pathology, Institut Curie, Paris-Sciences-Lettres Research University, Paris, France
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10
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Kong D, Dong X, Qin P, Sun D, Zhang Z, Zhang Y, Hao F, Wang M. Asymptomatic uterine metastasis of breast cancer: Case report and literature review. Medicine (Baltimore) 2022; 101:e31061. [PMID: 36254025 PMCID: PMC9575808 DOI: 10.1097/md.0000000000031061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
RATIONALE Uterine metastasis from breast cancer is extremely rare. Asymptomatic patients with cervical metastases from breast cancer are rarer and more likely to be missed. We present an asymptomatic patient with breast cancer metastasized to the uterus and share opinions on diagnosing and treating for this kind of cases. PATIENT CONCERNS We present the case of a 64-year-old woman who was diagnosed with both breast cancer and uterine fibroids after examination. She had no symptoms of gynecological disease during breast cancer treatment. A positron emission tomography/computed tomography (PET/CT) scan was performed during reexamination, revealing multiple metastases of the bone throughout the body and an abnormal hypermetabolic mass in the uterus. It was later confirmed as uterine metastasis by pathology. DIAGNOSIS A diagnosis of metastatic breast invasive lobular carcinoma was established after a uterine curettage. INTERVENTIONS AND OUTCOMES Treatment of the uterine metastasis included systemic chemotherapy, total abdominal hysterectomy and bilateral salpingo-oophorectomy (TAH and BSO), postoperative radiotherapy, and postoperative chemotherapy. The patient eventually refused further treatment for personal reasons and died at home. LESSONS Breast cancer metastases to the uterus are very rare and further research is needed for their diagnosis and treatment. During reexamination of breast cancer patients, clinicians must be alert to metastasis to gynecologic organs. This is particularly important in hormone receptor-positive patients with asymptomatic distant metastasis.
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Affiliation(s)
- Dechen Kong
- Clinical School, Weifang Medical University, Weifang, China
| | - Xiaotong Dong
- Department of Pathology, Weifang People’s Hospital, Weifang, China
| | - Peiyan Qin
- Department of Radiation Oncology, Weifang People’s Hospital, Weifang, China
| | - Daqing Sun
- Department of Radiation Oncology, Weifang People’s Hospital, Weifang, China
| | - Zhengtao Zhang
- Clinical School, Weifang Medical University, Weifang, China
| | - Yan Zhang
- Clinical School, Weifang Medical University, Weifang, China
| | - Furong Hao
- Department of Radiation Oncology, Weifang People’s Hospital, Weifang, China
- Weifang Key Laboratory of Radiophysics and Oncological Radiobiology, Weifang, China
| | - Mingchen Wang
- Department of Radiation Oncology, Weifang People’s Hospital, Weifang, China
- *Correspondence: Mingchen Wang, Department of Radiation Oncology, Weifang People’s Hospital, No.151, Guangwen Street, Weifang, China (e-mail: )
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11
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Akdeniz D, Kramer I, van Deurzen CHM, Heemskerk‐Gerritsen BAM, Schaapveld M, Westenend PJ, Voogd AC, Jager A, Steyerberg EW, Sleijfer S, Schmidt MK, Hooning MJ. Risk of metachronous contralateral breast cancer in patients with primary invasive lobular breast cancer: Results from a nationwide cohort. Cancer Med 2022; 12:3123-3133. [PMID: 36127572 PMCID: PMC9939202 DOI: 10.1002/cam4.5235] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Revised: 05/12/2022] [Accepted: 08/31/2022] [Indexed: 11/11/2022] Open
Abstract
Lobular primary breast cancer (PBC) histology has been proposed as a risk factor for contralateral breast cancer (CBC), but results have been inconsistent. We investigated CBC risk and the impact of systemic therapy in lobular versus ductal PBC. Further, CBC characteristics following these histologic subtypes were explored. We selected 74,373 women diagnosed between 2003 and 2010 with stage I-III invasive PBC from the nationwide Netherlands Cancer Registry. We assessed absolute risk of CBC taking into account competing risks among those with lobular (n = 8903), lobular mixed with other types (n = 3512), versus ductal (n = 62,230) histology. Hazard ratios (HR) for CBC were estimated in a cause-specific Cox model, adjusting for age at PBC diagnosis, radiotherapy, chemotherapy and/or endocrine therapy. Multivariable HRs for CBC were 1.18 (95% CI: 1.04-1.33) for lobular and 1.37 (95% CI: 1.16-1.63) for lobular mixed versus ductal PBC. Ten-year cumulative CBC incidences in patients with lobular, lobular mixed versus ductal PBC were 3.2%, 3.6% versus 2.8% when treated with systemic therapy and 6.6%, 7.7% versus 5.6% in patients without systemic therapy, respectively. Metachronous CBCs were diagnosed in a less favourable stage in 19%, 26% and 23% and less favourable differentiation grade in 22%, 33% and 27% than the PBCs of patients with lobular, lobular mixed and ductal PBC, respectively. In conclusion, lobular and lobular mixed PBC histology are associated with modestly increased CBC risk. Personalised CBC risk assessment needs to consider PBC histology, including systemic treatment administration. The impact on prognosis of CBCs with unfavourable characteristics warrants further evaluation.
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Affiliation(s)
- Delal Akdeniz
- Department of Medical OncologyErasmus MC Cancer InstituteRotterdamthe Netherlands
| | - Iris Kramer
- Division of Psychosocial Research and EpidemiologyNetherlands Cancer InstituteAmsterdamthe Netherlands,Division of Molecular PathologyNetherlands Cancer InstituteAmsterdamthe Netherlands
| | | | | | - Michael Schaapveld
- Division of Psychosocial Research and EpidemiologyNetherlands Cancer InstituteAmsterdamthe Netherlands
| | | | - Adri C. Voogd
- Department of Research and DevelopmentNetherlands Comprehensive Cancer Organization (IKNL)Utrechtthe Netherlands,Department of EpidemiologyMaastricht UniversityMaastrichtthe Netherlands
| | - Agnes Jager
- Department of Medical OncologyErasmus MC Cancer InstituteRotterdamthe Netherlands
| | - Ewout W. Steyerberg
- Department of Public HealthErasmus MCRotterdamthe Netherlands,Department of Biomedical Data SciencesLeiden University Medical CentreLeidenthe Netherlands
| | - Stefan Sleijfer
- Department of Medical OncologyErasmus MC Cancer InstituteRotterdamthe Netherlands
| | - Marjanka K. Schmidt
- Division of Psychosocial Research and EpidemiologyNetherlands Cancer InstituteAmsterdamthe Netherlands,Division of Molecular PathologyNetherlands Cancer InstituteAmsterdamthe Netherlands
| | - Maartje J. Hooning
- Department of Medical OncologyErasmus MC Cancer InstituteRotterdamthe Netherlands
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12
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Agostinetto E, Nader-Marta G, Paesmans M, Ameye L, Veys I, Buisseret L, Neven P, Taylor D, Fontaine C, Duhoux FP, Canon JL, Denys H, Coussy F, Chakiba C, Ribeiro JM, Piccart M, Desmedt C, Ignatiadis M, Aftimos P. ROSALINE: a phase II, neoadjuvant study targeting ROS1 in combination with endocrine therapy in invasive lobular carcinoma of the breast. Future Oncol 2022; 18:2383-2392. [PMID: 35695563 DOI: 10.2217/fon-2022-0358] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Invasive lobular carcinoma (ILC) is the most common histologic subtype of breast cancer after invasive ductal carcinoma (i.e., no special type [NST]). ILC differs from NST in clinical presentation, site-specific metastases and response to conventional therapies. Loss of E-cadherin protein expression, due to alterations in its encoding gene CDH1, is the most frequent oncogenic event in ILC. Synthetic lethality approaches have shown promising antitumor effects of ROS1 inhibitors in models of E-cadherin-defective breast cancer in in vivo studies and provide the rationale for testing their clinical activity in patients with ILC. Entrectinib is a tyrosine kinase inhibitor targeting TRK, ROS1 and ALK tyrosine kinases. Here, the authors present ROSALINE (NCT04551495), a phase II study testing neoadjuvant entrectinib and endocrine therapy in women with estrogen receptor-positive, HER2-negative early ILC.
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Affiliation(s)
- Elisa Agostinetto
- Institut Jules Bordet & l'Université Libre de Bruxelles, Brussels, Belgium.,Humanitas University, Department of Biomedical Sciences, via Rita Levi Montalcini 4, 20090 Pieve Emanuele - Milan, Italy
| | | | - Marianne Paesmans
- Institut Jules Bordet & l'Université Libre de Bruxelles, Brussels, Belgium
| | - Lieveke Ameye
- Institut Jules Bordet & l'Université Libre de Bruxelles, Brussels, Belgium
| | - Isabelle Veys
- Institut Jules Bordet & l'Université Libre de Bruxelles, Brussels, Belgium
| | - Laurence Buisseret
- Institut Jules Bordet & l'Université Libre de Bruxelles, Brussels, Belgium
| | | | | | | | | | | | | | | | | | | | - Martine Piccart
- Institut Jules Bordet & l'Université Libre de Bruxelles, Brussels, Belgium
| | - Christine Desmedt
- Department of Oncology, Laboratory for Translational Breast Cancer Research, KU Leuven, Leuven, Belgium
| | - Michail Ignatiadis
- Institut Jules Bordet & l'Université Libre de Bruxelles, Brussels, Belgium
| | - Philippe Aftimos
- Institut Jules Bordet & l'Université Libre de Bruxelles, Brussels, Belgium
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13
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Loss of E-cadherin leads to Id2-dependent inhibition of cell cycle progression in metastatic lobular breast cancer. Oncogene 2022; 41:2932-2944. [PMID: 35437308 PMCID: PMC9122823 DOI: 10.1038/s41388-022-02314-w] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 03/30/2022] [Accepted: 04/01/2022] [Indexed: 12/30/2022]
Abstract
Invasive lobular breast carcinoma (ILC) is characterized by proliferative indolence and long-term latency relapses. This study aimed to identify how disseminating ILC cells control the balance between quiescence and cell cycle re-entry. In the absence of anchorage, ILC cells undergo a sustained cell cycle arrest in G0/G1 while maintaining viability. From the genes that are upregulated in anchorage independent ILC cells, we selected Inhibitor of DNA binding 2 (Id2), a mediator of cell cycle progression. Using loss-of-function experiments, we demonstrate that Id2 is essential for anchorage independent survival (anoikis resistance) in vitro and lung colonization in mice. Importantly, we find that under anchorage independent conditions, E-cadherin loss promotes expression of Id2 in multiple mouse and (organotypic) human models of ILC, an event that is caused by a direct p120-catenin/Kaiso-dependent transcriptional de-repression of the canonical Kaiso binding sequence TCCTGCNA. Conversely, stable inducible restoration of E-cadherin expression in the ILC cell line SUM44PE inhibits Id2 expression and anoikis resistance. We show evidence that Id2 accumulates in the cytosol, where it induces a sustained and CDK4/6-dependent G0/G1 cell cycle arrest through interaction with hypo-phosphorylated Rb. Finally, we find that Id2 is indeed enriched in ILC when compared to other breast cancers, and confirm cytosolic Id2 protein expression in primary ILC samples. In sum, we have linked mutational inactivation of E-cadherin to direct inhibition of cell cycle progression. Our work indicates that loss of E-cadherin and subsequent expression of Id2 drive indolence and dissemination of ILC. As such, E-cadherin and Id2 are promising candidates to stratify low and intermediate grade invasive breast cancers for the use of clinical cell cycle intervention drugs.
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14
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Mouabbi JA, Hassan A, Lim B, Hortobagyi GN, Tripathy D, Layman RM. Invasive lobular carcinoma: an understudied emergent subtype of breast cancer. Breast Cancer Res Treat 2022; 193:253-264. [DOI: 10.1007/s10549-022-06572-w] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Accepted: 03/07/2022] [Indexed: 12/22/2022]
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15
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Dalenc F, Lusque A, De La Motte Rouge T, Pistilli B, Brain E, Pasquier D, Debled M, Thery JC, Gonçalves A, Desmoulins I, Levy C, Uwer L, Ferrero JM, Eymard JC, Mouret-Reynier MA, Patsouris A, Frenel JS, Petit T, Chevrot M, Bachelot T, Guiu S. Impact of lobular versus ductal histology on overall survival in metastatic breast cancer: a French retrospective multicentre cohort study. Eur J Cancer 2022; 164:70-79. [PMID: 35176614 DOI: 10.1016/j.ejca.2021.12.031] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Revised: 12/22/2021] [Accepted: 12/27/2021] [Indexed: 12/20/2022]
Abstract
BACKGROUND The impact of the histological lobular subtype on overall survival (OS) in metastatic breast cancer (MBC) is still under debate, with very few data available. PATIENTS AND METHODS Using the French national multicentre Epidemiological Strategy and Medico Economics [ESME]) data platform, the primary objective was to compare the OS of patients with invasive lobular carcinoma (ILC) versus invasive ductal carcinoma (IDC) MBC, with adjustment on the main prognostic factors using two approaches: multivariable analysis and matching with a propensity score. Secondary objectives were to compare first-line progression-free survival (PFS1) and describe patients and tumour characteristics. RESULTS Of the 16,703 patients with MBC in the ESME database, 13,111 met all inclusion criteria for the present analysis. One-thousand eight-hundred and four (13.8%) patients had ILC and 11.307 (86.2%) IDC. In the multivariable analysis, patients with ILC had a worse OS [hazard ratio (HR): 1.31; 95%CI 1.20-1.42; p < 0.0001] and a worse PFS1 (HR: 1.15; 95%CI 1.07-1.22; p < 0.0001) as compared with those with IDC, independently of hormone receptor and HER2 status. Interestingly, OS was better (HR 0.79; 95% confidence interval [CI] 0.64-0.98; p = 0.0302), worse (HR: 1.17; 95%CI 1.08-1.27; p = 0.0001) or similar (HR: 0.88; 95%CI 0.67-1.15; p = 0.3455) in patients with ILC with triple-negative, hormone receptor-positive/HER2-negative and HER2-positive MBC, respectively, compared with patients with IDC. CONCLUSION Lobular histology is an independent adverse prognostic factor among women with MBC. ILC MBC could be considered a specific entity. Dedicated prospective studies are needed to tailor the management of these patients.
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Affiliation(s)
- Florence Dalenc
- Department of Medical Oncology, Institut Claudius Regaud-IUCT Oncopole, Toulouse, France
| | - Amélie Lusque
- Department of Biostatistics, Institut Claudius Regaud-IUCT Oncopole, Toulouse, France
| | | | - Barbara Pistilli
- Department of Cancer Medicine, Gustave Roussy, Villejuif, France
| | - Etienne Brain
- Department of Medical Oncology, Saint-Cloud and Paris, France
| | - David Pasquier
- Department of Radiation Oncology, Centre Oscar Lambret, Lille, France
| | - Marc Debled
- Department of Medical Oncology, Institut Bergonie, Bordeaux, France
| | | | - Anthony Gonçalves
- Department of Medical Oncology, Institut Paoli-Calmettes, Marseille, France
| | - Isabelle Desmoulins
- Department of Medical Oncology, Centre Georges François Leclerc, Dijon, France
| | - Christelle Levy
- Department of Medical Oncology, Centre François Baclesse, Caen, France
| | - Lionel Uwer
- Department of Medical Oncology, Institut de Cancérologie de Lorraine, Vandœuvre-lès-Nancy, France
| | - Jean-Marc Ferrero
- Department of Medical Oncology, Centre Antoine Lacassagne, Nice, France
| | | | | | - Anne Patsouris
- Department of MedicalOncology, Institut de Cancérologie de L'Ouest-Paul Papin, Angers, France
| | - Jean-Sébastien Frenel
- Department of MedicalOncology, Institut de Cancérologie de L'Ouest-René Gauducheau, Nantes, France
| | - Thierry Petit
- Department of Medical Oncology, Centre Paul Strauss, Strasbourg, France
| | - Michael Chevrot
- Department of Real Worl Data, Data Unit, Unicancer, Paris, France
| | - Thomas Bachelot
- Department of Medical Oncology, Centre Léon Bérard, Lyon, France
| | - Séverine Guiu
- Department of Medical Oncology, Institut Du Cancer de Montpellier, Montpellier, France.
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16
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Weiser R, Polychronopoulou E, Hatch SS, Haque W, Ghani HA, He J, Kuo YF, Gradishar WJ, Klimberg VS. Adjuvant chemotherapy in patients with invasive lobular carcinoma and use of the 21-gene recurrence score: A National Cancer Database analysis. Cancer 2022; 128:1738-1747. [PMID: 35137951 DOI: 10.1002/cncr.34127] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2021] [Revised: 12/04/2021] [Accepted: 12/22/2021] [Indexed: 12/14/2022]
Abstract
BACKGROUND Invasive lobular carcinoma (ILC) is traditionally considered less responsive to chemotherapy. Although the Oncotype recurrence score (RS) has been validated to identify high-risk patients who benefit from chemotherapy, some studies have questioned its relevance in patients with ILC. The objective of this study was to better characterize potential use of the RS in these patients. METHODS The National Cancer Database was used to identify women with stage I through III, T1 through T3, N0 or N1, hormone receptor-positive, HER2-negative ILC or invasive ductal carcinoma (IDC) who had an available RS between 2010 and 2016. Multivariable Cox regression was used to model the effect of variables on 5-year overall survival (OS). The Kaplan-Meier method was used to estimate OS according to the RS, nodal status, and chemotherapy. RESULTS In total, 15,763 patients with ILC and 100,070 with IDC were identified. The mean age of patients with ILC and IDC was 59.2 ± 9.1 and 57.2 ± 9.8, respectively. A lower percentage of patients with ILC versus those with IDC had a high RS, defined as >25 (6.6% vs 16.0%; P < .0001). ILC patients with a high RS who had N0 or N1 disease received approximately 10% less chemotherapy compared with similar patients who had IDC. The results indicated that the RS had statistically significant prognostic value for patients with ILC. In addition, an absolute OS advantage was correlated with the receipt of chemotherapy by patients with ILC who had a high RS with N0 or N1 disease. CONCLUSIONS Patients with ILC who have a high RS are treated less often with chemotherapy compared with similar patients who have IDC. Nevertheless, the RS has a prognostic as well as a predictive value in ILC, with an association between OS benefit and chemotherapy receipt in patients who have ILC with a high RS, especially if they have N1 disease. LAY SUMMARY Invasive lobular carcinoma (ILC) is a subtype of breast cancer comprising about 15% of cases. The Oncotype recurrence score (RS) is a genetic test of breast tumors that helps predict which patients might benefit from chemotherapy. Some have doubted the relevance of the RS for patients with ILC. In this study, the authors show that the RS is relevant for patients who have ILC. The RS has the potential of predicting the risk of recurrence and identifying patients with ILC who might benefit from chemotherapy.
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Affiliation(s)
- Roi Weiser
- Department of Surgery, University of Texas Medical Branch, Galveston, Texas
| | - Efstathia Polychronopoulou
- Department of Preventive Medicine and Population Health, Office of Biostatistics, University of Texas Medical Branch, Galveston, Texas
| | - Sandra S Hatch
- Department of Radiation Oncology, University of Texas Medical Branch, Galveston, Texas.,Deptartment of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Waqar Haque
- Department of Radiation Oncology, Houston Methodist Hospital, Houston, Texas
| | - Hafiz A Ghani
- Department of Surgery, University of Texas Medical Branch, Galveston, Texas
| | - Jing He
- Department of Pathology, University of Texas Medical Branch, Galveston, Texas
| | - Yong-Fang Kuo
- Department of Preventive Medicine and Population Health, Office of Biostatistics, University of Texas Medical Branch, Galveston, Texas
| | - William J Gradishar
- Department of Medicine and Robert H. Lurie Comprehensive Cancer Center, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - V Suzanne Klimberg
- Department of Surgery, University of Texas Medical Branch, Galveston, Texas.,Department of Breast Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
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17
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Yilmaz TF, Otcu H, Sari L, Gucin Z, Gultekin MA, Yabul FC, Toprak H, Yildiz S. Comparison of MRI Features of Invasive Pleomorphic and Classical Lobular Carcinoma: Differentiation Is Possible? Indian J Surg 2022. [DOI: 10.1007/s12262-021-03228-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
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18
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Sflomos G, Schipper K, Koorman T, Fitzpatrick A, Oesterreich S, Lee AV, Jonkers J, Brunton VG, Christgen M, Isacke C, Derksen PWB, Brisken C. Atlas of Lobular Breast Cancer Models: Challenges and Strategic Directions. Cancers (Basel) 2021; 13:5396. [PMID: 34771558 PMCID: PMC8582475 DOI: 10.3390/cancers13215396] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2021] [Revised: 10/18/2021] [Accepted: 10/21/2021] [Indexed: 12/14/2022] Open
Abstract
Invasive lobular carcinoma (ILC) accounts for up to 15% of all breast cancer (BC) cases and responds well to endocrine treatment when estrogen receptor α-positive (ER+) yet differs in many biological aspects from other ER+ BC subtypes. Up to 30% of patients with ILC will develop late-onset metastatic disease up to ten years after initial tumor diagnosis and may experience failure of systemic therapy. Unfortunately, preclinical models to study ILC progression and predict the efficacy of novel therapeutics are scarce. Here, we review the current advances in ILC modeling, including cell lines and organotypic models, genetically engineered mouse models, and patient-derived xenografts. We also underscore four critical challenges that can be addressed using ILC models: drug resistance, lobular tumor microenvironment, tumor dormancy, and metastasis. Finally, we highlight the advantages of shared experimental ILC resources and provide essential considerations from the perspective of the European Lobular Breast Cancer Consortium (ELBCC), which is devoted to better understanding and translating the molecular cues that underpin ILC to clinical diagnosis and intervention. This review will guide investigators who are considering the implementation of ILC models in their research programs.
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Affiliation(s)
- George Sflomos
- ISREC—Swiss Institute for Experimental Cancer Research, School of Life Sciences, Ecole Polytechnique Fédérale de Lausanne (EPFL), 1015 Lausanne, Switzerland
| | - Koen Schipper
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW3 6JB, UK; (K.S.); (A.F.); (C.I.)
| | - Thijs Koorman
- Department of Pathology, University Medical Center Utrecht, Heidelberglaan 100, 3584 CX Utrecht, The Netherlands; (T.K.); (P.W.B.D.)
| | - Amanda Fitzpatrick
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW3 6JB, UK; (K.S.); (A.F.); (C.I.)
| | - Steffi Oesterreich
- Department of Pharmacology and Chemical Biology, University of Pittsburgh, Pittsburgh, PA 15261, USA; (S.O.); (A.V.L.)
- Magee Women’s Cancer Research Institute, Pittsburgh, PA 15213, USA
- Cancer Biology Program, Women’s Cancer Research Center, UPMC Hillman Cancer Center, Pittsburgh, PA 15232, USA
| | - Adrian V. Lee
- Department of Pharmacology and Chemical Biology, University of Pittsburgh, Pittsburgh, PA 15261, USA; (S.O.); (A.V.L.)
- Magee Women’s Cancer Research Institute, Pittsburgh, PA 15213, USA
- Cancer Biology Program, Women’s Cancer Research Center, UPMC Hillman Cancer Center, Pittsburgh, PA 15232, USA
| | - Jos Jonkers
- Division of Molecular Pathology, The Netherlands Cancer Institute, 1066 CX Amsterdam, The Netherlands;
- Oncode Institute, 1066 CX Amsterdam, The Netherlands
| | - Valerie G. Brunton
- Edinburgh Cancer Research UK Centre, Institute of Genetics and Cancer, University of Edinburgh, Crewe Road South, Edinburgh EH4 2XU, UK;
| | - Matthias Christgen
- Institute of Pathology, Hannover Medical School, Carl-Neuberg-Straße 1, 30625 Hannover, Germany;
| | - Clare Isacke
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW3 6JB, UK; (K.S.); (A.F.); (C.I.)
| | - Patrick W. B. Derksen
- Department of Pathology, University Medical Center Utrecht, Heidelberglaan 100, 3584 CX Utrecht, The Netherlands; (T.K.); (P.W.B.D.)
| | - Cathrin Brisken
- ISREC—Swiss Institute for Experimental Cancer Research, School of Life Sciences, Ecole Polytechnique Fédérale de Lausanne (EPFL), 1015 Lausanne, Switzerland
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW3 6JB, UK; (K.S.); (A.F.); (C.I.)
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Alhenc-Gelas M, Bidard FC. [Breast cancer-related thrombotic microangiopathy: A review]. Bull Cancer 2021; 108:730-739. [PMID: 34052032 DOI: 10.1016/j.bulcan.2021.03.017] [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: 11/07/2020] [Revised: 03/21/2021] [Accepted: 03/24/2021] [Indexed: 11/15/2022]
Abstract
Thrombotic Microangiopathies (TM) have been described since the 1960s. They are characterized by presence of mechanical haemolytic anemia associated with peripheral thrombocytopenia. TM in cancer can be related to several causes, whose cancer himself: cancer-related microangiopathic haemolytic anaemia (MAHA). Incidence of cancer related MAHA remains unknown. Cancer-related MAHA are mainly observed in mucin-producer adenocarcinomas, such as gastric (half of reported cases) and breast cancer. We conducted a review of all original published cases of TM reported in breast cancer, and we specifically investigated BC-MAHA cases. A Medline search identified 158 MAHA cases including 118 BC-MAHA, and 40 drug-related MAHA. Most of BC-MAHA occur in disseminated cancers, mainly with medullar involvement, and/or bone metastasis. Patients typically suffer from poor general state, bone pain, and/or dyspnea. Laboratory abnormalities such as myelemia or erythromyelemia in peripheral blood are frequently observed. Incidence of coagulation disorders is increased, compared to other MAHA causes. BC-MAHA prognosis is dramatically poor. Treatments classically used in other MAHA causes, such as plasmapheresis or immunoglobulins, are inefficient. Urgent anti-neoplastic therapy may be the only effective treatment, associated to symptomatic therapies (transfusions, blood pressure control).
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Affiliation(s)
- Marion Alhenc-Gelas
- Institut Curie, département d'oncologie médicale, 35, rue Dailly, 92210 Saint-Cloud, France.
| | - François-Clément Bidard
- Institut Curie, département d'oncologie médicale, 35, rue Dailly, 92210 Saint-Cloud, France.
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20
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Hosio M, Urpilainen E, Hautakoski A, Marttila M, Arffman M, Sund R, Ahtikoski A, Puistola U, Läärä E, Karihtala P, Jukkola A. Association of antidiabetic medication and statins with survival from ductal and lobular breast carcinoma in women with type 2 diabetes. Sci Rep 2021; 11:10445. [PMID: 34001921 PMCID: PMC8129135 DOI: 10.1038/s41598-021-88488-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2021] [Accepted: 04/06/2021] [Indexed: 12/22/2022] Open
Abstract
We investigated the survival of female patients with pre-existing type 2 diabetes (T2D) diagnosed with invasive ductal carcinoma (IDC) and invasive lobular carcinoma (ILC) of breast, in relation to the use of metformin, other antidiabetic medication (ADM) and statins. The study cohort consisted of 3,165 women (2,604 with IDC and 561 with ILC). The cumulative mortality from breast cancer (BC) and from other causes was calculated using the Aalen-Johansen estimator. The cause-specific mortality rates were analysed by Cox models, and adjusted hazard ratios (HRs) were estimated for the use of different medications. No evidence of an association of metformin use with BC mortality was observed in either IDC (HR 0.92, 95% confidence interval [CI] 0.64-1.31) or ILC (HR 0.68, 95% CI 0.32-1.46) patients, when compared to other oral ADMs. The mortality from other causes was found to be lower amongst the IDC patients using metformin (HR 0.64, 95% CI 0.45-0.89), but amongst ILC patients the evidence was inconclusive (HR 1.22, 95% CI 0.64-2.32). Statin use was consistently associated with reduced mortality from BC in IDC patients (HR 0.77, 95% CI 0.62-0.96) and ILC patients (HR 0.59, 95% CI 0.37-0.96), and also mortality from other causes in IDC patients (HR 0.81, 95% CI 0.67-0.96) and in ILC patients (HR 0.66, 95% CI 0.43-1.01). We found no sufficient evidence for the possible effects of metformin and statins on the prognosis of BC being different in the two histological subtypes.
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MESH Headings
- Adult
- Aged
- Aged, 80 and over
- Breast Neoplasms/complications
- Breast Neoplasms/mortality
- Breast Neoplasms/therapy
- Carcinoma, Ductal, Breast/complications
- Carcinoma, Ductal, Breast/mortality
- Carcinoma, Ductal, Breast/therapy
- Carcinoma, Lobular/complications
- Carcinoma, Lobular/mortality
- Carcinoma, Lobular/therapy
- Diabetes Mellitus, Type 2/complications
- Diabetes Mellitus, Type 2/drug therapy
- Female
- Follow-Up Studies
- Humans
- Hydroxymethylglutaryl-CoA Reductase Inhibitors/therapeutic use
- Hypoglycemic Agents/therapeutic use
- Middle Aged
- Prognosis
- Registries/statistics & numerical data
- Survival Analysis
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Affiliation(s)
- Mayu Hosio
- Department of Oncology and Radiotherapy, Medical Research Center Oulu, Oulu University Hospital and University of Oulu, PO Box 22, 90029, Oulu, Finland.
| | - Elina Urpilainen
- Department of Obstetrics and Gynaecology, PEDEGO Research Unit, Medical Research Center Oulu, Oulu University Hospital and University of Oulu, PO Box 23, 90029, Oulu, Finland
| | - Ari Hautakoski
- Research Unit of Mathematical Sciences, University of Oulu, PO Box 3000, 90014, Oulu, Finland
| | - Mikko Marttila
- Orion Corporation, Orionintie 1, PO Box 65, 02101, Espoo, Finland
| | - Martti Arffman
- Service System Research Unit, Finnish Institute for Health and Welfare, PO Box 30, 00271, Helsinki, Finland
| | - Reijo Sund
- Institute of Clinical Medicine, University of Eastern Finland, PO Box 1627, 70211, Kuopio, Finland
| | - Anne Ahtikoski
- Cancer and Translational Medicine Research Unit, Department of Pathology, Oulu University Hospital and University of Oulu, PO Box 50, 90029, Oulu, Finland
| | - Ulla Puistola
- Department of Obstetrics and Gynaecology, PEDEGO Research Unit, Medical Research Center Oulu, Oulu University Hospital and University of Oulu, PO Box 23, 90029, Oulu, Finland
| | - Esa Läärä
- Research Unit of Mathematical Sciences, University of Oulu, PO Box 3000, 90014, Oulu, Finland
| | - Peeter Karihtala
- Department of Oncology and Radiotherapy, Medical Research Center Oulu, Oulu University Hospital and University of Oulu, PO Box 22, 90029, Oulu, Finland
- Department of Oncology, Helsinki University Comprehensive Cancer Center, P.O.Box 180, 00029, Helsinki, Finland
- University of Helsinki, Helsinki, Finland
| | - Arja Jukkola
- Department of Oncology and Radiotherapy, Cancer Center Tampere, Tampere University Hospital, Tampere, Finland
- Faculty of Medicine and Health Technology, Tampere University, Box 2000, 33521, Tampere, Finland
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21
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Malla RR, Farran B, Nagaraju GP. Understanding the function of the tumor microenvironment, and compounds from marine organisms for breast cancer therapy. World J Biol Chem 2021; 12:15-37. [PMID: 33815682 PMCID: PMC8006057 DOI: 10.4331/wjbc.v12.i2.15] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/23/2020] [Revised: 01/13/2021] [Accepted: 02/20/2021] [Indexed: 02/06/2023] Open
Abstract
The pathology and physiology of breast cancer (BC), including metastasis, and drug resistance, is driven by multiple signaling pathways in the tumor microenvironment (TME), which hamper antitumor immunity. Recently, long non-coding RNAs have been reported to mediate pathophysiological develop-ments such as metastasis as well as immune suppression within the TME. Given the complex biology of BC, novel personalized therapeutic strategies that address its diverse pathophysiologies are needed to improve clinical outcomes. In this review, we describe the advances in the biology of breast neoplasia, including cellular and molecular biology, heterogeneity, and TME. We review the role of novel molecules such as long non-coding RNAs in the pathophysiology of BC. Finally, we provide an up-to-date overview of anticancer compounds extracted from marine microorganisms, crustaceans, and fishes and their synergistic effects in combination with other anticancer drugs. Marine compounds are a new discipline of research in BC and offer a wide range of anti-cancer effects that could be harnessed to target the various pathways involved in BC development, thus assisting current therapeutic regimens.
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Affiliation(s)
- Rama Rao Malla
- Department of Biochemistry and Bioinformatics, GITAM (Deemed to be University), Visakhapatnam 530045, AP, India
| | - Batoul Farran
- Department of Hematology and Medical Oncology, Emory University, Atlanta, GA 30322, United States
| | - Ganji Purnachandra Nagaraju
- Department of Hematology and Medical Oncology, Winship Cancer Institute, Emory University, Atlanta, GA 30322, United States
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22
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Sflomos G, Battista L, Aouad P, De Martino F, Scabia V, Stravodimou A, Ayyanan A, Ifticene‐Treboux A, Bucher P, Fiche M, Ambrosini G, Brisken C. Intraductal xenografts show lobular carcinoma cells rely on their own extracellular matrix and LOXL1. EMBO Mol Med 2021; 13:e13180. [PMID: 33616307 PMCID: PMC7933935 DOI: 10.15252/emmm.202013180] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2020] [Revised: 12/23/2020] [Accepted: 01/05/2021] [Indexed: 12/28/2022] Open
Abstract
Invasive lobular carcinoma (ILC) is the most frequent special histological subtype of breast cancer, typically characterized by loss of E-cadherin. It has clinical features distinct from other estrogen receptor-positive (ER+ ) breast cancers but the molecular mechanisms underlying its characteristic biology are poorly understood because we lack experimental models to study them. Here, we recapitulate the human disease, including its metastatic pattern, by grafting ILC-derived breast cancer cell lines, SUM-44 PE and MDA-MB-134-VI cells, into the mouse milk ducts. Using patient-derived intraductal xenografts from lobular and non-lobular ER+ HER2- tumors to compare global gene expression, we identify extracellular matrix modulation as a lobular carcinoma cell-intrinsic trait. Analysis of TCGA patient datasets shows matrisome signature is enriched in lobular carcinomas with overexpression of elastin, collagens, and the collagen modifying enzyme LOXL1. Treatment with the pan LOX inhibitor BAPN and silencing of LOXL1 expression decrease tumor growth, invasion, and metastasis by disrupting ECM structure resulting in decreased ER signaling. We conclude that LOXL1 inhibition is a promising therapeutic strategy for ILC.
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Affiliation(s)
- George Sflomos
- ISREC ‐ Swiss Institute for Experimental Cancer ResearchSchool of Life SciencesEcole Polytechnique Fédérale de Lausanne (EPFL)LausanneSwitzerland
| | - Laura Battista
- ISREC ‐ Swiss Institute for Experimental Cancer ResearchSchool of Life SciencesEcole Polytechnique Fédérale de Lausanne (EPFL)LausanneSwitzerland
| | - Patrick Aouad
- ISREC ‐ Swiss Institute for Experimental Cancer ResearchSchool of Life SciencesEcole Polytechnique Fédérale de Lausanne (EPFL)LausanneSwitzerland
| | - Fabio De Martino
- ISREC ‐ Swiss Institute for Experimental Cancer ResearchSchool of Life SciencesEcole Polytechnique Fédérale de Lausanne (EPFL)LausanneSwitzerland
| | - Valentina Scabia
- ISREC ‐ Swiss Institute for Experimental Cancer ResearchSchool of Life SciencesEcole Polytechnique Fédérale de Lausanne (EPFL)LausanneSwitzerland
| | | | - Ayyakkannu Ayyanan
- ISREC ‐ Swiss Institute for Experimental Cancer ResearchSchool of Life SciencesEcole Polytechnique Fédérale de Lausanne (EPFL)LausanneSwitzerland
| | | | - RLS
- Réseau Lausannois du Sein (RLS)LausanneSwitzerland
| | - Philipp Bucher
- ISREC ‐ Swiss Institute for Experimental Cancer ResearchSchool of Life SciencesEcole Polytechnique Fédérale de Lausanne (EPFL)LausanneSwitzerland
| | - Maryse Fiche
- Réseau Lausannois du Sein (RLS)LausanneSwitzerland
- International Cancer Prevention InstituteEpalingesSwitzerland
| | - Giovanna Ambrosini
- ISREC ‐ Swiss Institute for Experimental Cancer ResearchSchool of Life SciencesEcole Polytechnique Fédérale de Lausanne (EPFL)LausanneSwitzerland
| | - Cathrin Brisken
- ISREC ‐ Swiss Institute for Experimental Cancer ResearchSchool of Life SciencesEcole Polytechnique Fédérale de Lausanne (EPFL)LausanneSwitzerland
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23
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Alhenc-Gelas M, Cabel L, Berger F, Delaloge S, Frenel JS, Levy C, Firmin N, Ladoire S, Desmoulins I, Heudel PE, Dalenc F, Loirat D, Dubot C, Vuagnat P, Deluche E, Mokdad-Adi M, Patsouris A, Annic J, Djerroudi L, Lavigne M, Pierga JY, Coppo P, Bidard FC. Characteristics and outcome of breast cancer-related microangiopathic haemolytic anaemia: a multicentre study. Breast Cancer Res 2021; 23:9. [PMID: 33468209 PMCID: PMC7814553 DOI: 10.1186/s13058-021-01386-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2020] [Accepted: 01/01/2021] [Indexed: 01/15/2023] Open
Abstract
BACKGROUND Cancer-related microangiopathic haemolytic anaemia (MAHA) is a rare but life-threatening paraneoplastic syndrome. Only single cases or small series have been reported to date. We set up a retrospective multicentre study focusing on breast cancer-related MAHA. METHODS Main inclusion criteria were known diagnosis of breast cancer, presence of schistocytes and either low haptoglobin or cytopenia and absence of any causes of MAHA other than breast cancer, including gemcitabine- or bevacizumab-based treatment. Patient characteristics, treatments and outcome were retrieved from digital medical records. RESULTS Individual data from 54 patients with breast cancer-related MAHA were obtained from 7 centres. Twenty-three (44%) patients had a breast tumour with lobular features, and most primary tumours were low grade (grade I/II, N = 39, 75%). ER+/HER2-, HER2+ and triple-negative phenotypes accounted for N = 33 (69%), N = 7 (15%) and N = 8 (17%) cases, respectively. All patients had stage IV cancer at the time of MAHA diagnosis. Median overall survival (OS) was 28 days (range 0-1035; Q1:10, Q3:186). Independent prognostic factors for early death (≤ 28 days) were PS > 2 (OR = 7.0 [1.6; 31.8]), elevated bilirubin (OR = 6.9 [1.1; 42.6]), haemoglobin < 8.0 g/dL (OR = 3.7 [0.9; 16.7]) and prothrombin time < 50% (OR = 9.1 [1.2; 50.0]). A score to predict early death displayed a sensitivity of 86% (95% CI [0.67; 0.96]), a specificity of 73% (95% CI [0.52; 0.88]) and an area under the curve of 0.90 (95% CI [0.83; 0.97]). CONCLUSIONS Breast cancer-related MAHA appears to be a new feature of invasive lobular breast carcinoma. Prognostic factors and scores may guide clinical decision-making in this serious but not always fatal condition.
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Affiliation(s)
- Marion Alhenc-Gelas
- Department of Medical Oncology, Institut Curie, Paris and Saint Cloud, France
| | - Luc Cabel
- Department of Medical Oncology, Institut Curie, Paris and Saint Cloud, France.,UVSQ, Université Paris-Saclay, 35 rue Dailly, Saint Cloud, 92210, France
| | | | - Suzette Delaloge
- Department of Cancer Medicine, Institut Gustave Roussy, Villejuif, France
| | - Jean-Sebastien Frenel
- Department of Medical Oncology, Institut de Cancérologie de l'Ouest, Saint-Herblain, France
| | - Christelle Levy
- Department of Medical Oncology, Centre François Baclesse, Caen, France
| | - Nelly Firmin
- Department of Medical Oncology, Institut du Cancer de Montpellier, Institut de cancérologie de Montpellier INSERM U1194, Montpellier, France
| | - Sylvain Ladoire
- Department of Medical Oncology, Centre Georges-François Leclerc, Dijon, France
| | | | | | - Florence Dalenc
- Department of Medical Oncology, Institut Claudius Regaud, Institut Universitaire du Cancer de Toulouse-Oncopole (IUCT-Oncopole), Toulouse, France
| | - Delphine Loirat
- Department of Medical Oncology, Institut Curie, Paris and Saint Cloud, France
| | - Coraline Dubot
- Department of Medical Oncology, Institut Curie, Paris and Saint Cloud, France
| | - Perrine Vuagnat
- Department of Medical Oncology, Institut Curie, Paris and Saint Cloud, France
| | - Elise Deluche
- Department of Cancer Medicine, Institut Gustave Roussy, Villejuif, France
| | - Meriem Mokdad-Adi
- Department of Cancer Medicine, Institut Gustave Roussy, Villejuif, France
| | - Anne Patsouris
- Department of Medical Oncology, Institut de Cancérologie de l'Ouest, Saint-Herblain, France
| | - Josselin Annic
- Department of Medical Oncology, Institut de Cancérologie de l'Ouest, Saint-Herblain, France
| | | | | | - Jean-Yves Pierga
- Department of Medical Oncology, Institut Curie, Paris and Saint Cloud, France.,Université de Paris, Paris, France
| | - Paul Coppo
- Reference Center for Thrombotic Microangiopathies (CNR-MAT), AP-HP.SU, INSERM UMRS, 1138, Paris, France.,Sorbonne University, Paris, France
| | - Francois-Clement Bidard
- Department of Medical Oncology, Institut Curie, Paris and Saint Cloud, France. .,UVSQ, Université Paris-Saclay, 35 rue Dailly, Saint Cloud, 92210, France.
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24
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Yang C, Lei C, Zhang Y, Zhang J, Ji F, Pan W, Zhang L, Gao H, Yang M, Li J, Wang K. Comparison of Overall Survival Between Invasive Lobular Breast Carcinoma and Invasive Ductal Breast Carcinoma: A Propensity Score Matching Study Based on SEER Database. Front Oncol 2020; 10:590643. [PMID: 33415073 PMCID: PMC7783385 DOI: 10.3389/fonc.2020.590643] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2020] [Accepted: 11/13/2020] [Indexed: 11/22/2022] Open
Abstract
Objective Invasive lobular carcinoma (ILC) and invasive ductal carcinoma (IDC) account for most breast cancers. However, the overall survival (OS) differences between ILC and IDC remain controversial. This study aimed to compare nonmetastatic ILC to IDC in terms of survival and prognostic factors for ILC. Methods This retrospective cohort study used data from the Surveillance, Epidemiology and End Results (SEER) Cancer Database (www.seer.cancer.gov). Women diagnosed with nonmetastatic ILC and IDC between 2006 and 2016 were included. A propensity score matching (PSM) method was used in our analysis to reduce baseline differences in clinicopathological characteristics and survival outcomes. Kaplan-Meier curves and log-rank test were used for survival analysis. Results Compared to IDC patients, ILC patients were diagnosed later in life with poorly differentiated and larger lesions, as well as increased expression of estrogen receptors (ERs) and/or progesterone receptors (PRs). A lower rate of radiation therapy and chemotherapy was observed in ILC. After PSM, ILC, and IDC patients exhibited similar OS (HR=1.017, p=0.409, 95% CI: 0.967–1.069). In subgroup analysis of HR-negative, AJCC stage III, N2/N3 stage patients, or those who received radiotherapy, ILC patients exhibited worse OS compared to IDC patients. Furthermore, multivariate analysis revealed a 47% survival benefit for IDC compared to ILC in HR-negative patients who received chemotherapy (HR=1.47, p=0.01, 95% CI: 1.09–1.97). Conclusions Our results demonstrated that ILC and IDC patients had similar OS after PSM. However, ILC patients with high risk indicators had worse OS compared to IDC patients by subgroup analysis.
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Affiliation(s)
- Ciqiu Yang
- Department of Breast Cancer, Cancer Center, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Chuqian Lei
- Department of Breast Cancer, Cancer Center, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China.,Department of Breast and Thyroid Surgery, The Eighth Affiliated Hospital, Sun Yat-sen University, Shenzhen, China
| | - Yi Zhang
- Department of Breast Cancer, Cancer Center, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Junsheng Zhang
- Department of Breast Cancer, Cancer Center, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Fei Ji
- Department of Breast Cancer, Cancer Center, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Weijun Pan
- Department of Breast Cancer, Cancer Center, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Liulu Zhang
- Department of Breast Cancer, Cancer Center, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Hongfei Gao
- Department of Breast Cancer, Cancer Center, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Mei Yang
- Department of Breast Cancer, Cancer Center, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Jieqing Li
- Department of Breast Cancer, Cancer Center, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Kun Wang
- Department of Breast Cancer, Cancer Center, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
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25
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Tumor-infiltrating lymphocytes are associated with poor prognosis in invasive lobular breast carcinoma. Mod Pathol 2020; 33:2198-2207. [PMID: 32404955 DOI: 10.1038/s41379-020-0561-9] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Revised: 04/22/2020] [Accepted: 04/24/2020] [Indexed: 12/14/2022]
Abstract
The prognostic impact of tumor-infiltrating lymphocytes (TILs) within invasive lobular carcinoma (ILC) remains to be better characterized. In estrogen receptor (ER)-negative invasive ductal carcinomas of no special type (IDC-NST), TILs are associated with good prognosis. The aim of this study was to examine TILs in ILC, with particular focus on prognostic and clinicopathologic features. A cohort comprising 459 consecutive ILCs diagnosed in a single institution from 2005 to 2008 met the eligibility criteria for this study. The percentage of tumor area occupied by TILs was quantified by two breast pathologists and categorized into three groups: no TILs, ≤5%, >5%. Clinicopathologic features were tested by Fisher's exact tests or Chi2 tests. Overall survival (OS) and invasive disease-free survival (iDFS) were estimated by Kaplan-Meier and Cox proportional hazard statistics. There were 239 TIL-negative cases, 185 cases with ≤5% TILs, and 35 cases with >5% TILs. TILs were associated with younger age, larger tumors, lymph node involvement, poor Nottingham prognostic index, HER2 amplification, multinucleation, and prominent nucleoli (p < 0.05). Poor OS was significantly associated with increasing TILs in the univariate Cox proportional hazards model (p < 0.001) and Kaplan-Meier estimator (p < 0.05, log-rank test). Similar results were observed for iDFS (p = 0.004 for Cox univariate and p = 0.005 for log-rank test). Notably, TILs can identify a subset of ILC patients with poor OS independently of molecular subtype and lymph node metastases (multivariate Cox, p < 0.001, OS hazard ratio (HR) = 4.38 and HR = 6.15, for ≤5% and >5% TILs, respectively, vs. absence of TILs). Prominent nucleoli was the only nuclear feature associated with poor OS (p = 0.05) and iDFS (p = 0.05) in univariate Cox survival analysis. TILs represent a promising new morphologic biomarker associated with poor outcome of ILC, in contrast with that observed in ER-negative IDC-NST.
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Fu R, Yang J, Wang H, Li L, Kang Y, Kaaya RE, Wang S, Lyu J. A nomogram for determining the disease-specific survival in invasive lobular carcinoma of the breast: A population study. Medicine (Baltimore) 2020; 99:e22807. [PMID: 33120801 PMCID: PMC7581138 DOI: 10.1097/md.0000000000022807] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
We aimed to establish and validate a nomogram for predicting the disease-specific survival of invasive lobular carcinoma (ILC) patients.The Surveillance, Epidemiology, and End Results program database was used to identify ILC from 2010 to 2015, in which the data was extracted from 18 registries in the US. Multivariate Cox regression analysis was performed to identify independent prognostic factors and a nomogram was constructed to predict the 3-year and 5-year survival rates of ILC patients based on Cox regression. Predictive values were compared between the new model and the American Joint Committee on Cancer staging system using the concordance index, calibration plots, integrated discrimination improvement, net reclassification improvement, and decision-curve analyses.In total, 4155 patients were identified. After multivariate Cox regression analysis, nomogram was established based on a new model containing the predictive variables of age, the primary tumor site, histology grade, American Joint Committee on Cancer TNM (tumor node metastasis) stages II, III, and IV, breast cancer subtype, therapy modality (surgery and chemotherapy). The concordance index for the training and validation cohorts were higher for the new model (0.781 and 0.832, respectively) than for the old model (0.733 and 0.779). The new model had good performance in the calibration plots. Net reclassification improvement and integrated discrimination improvement were also improved. Finally, decision-curve analyses demonstrated that the nomogram was clinically useful.We have developed a reliable nomogram for determining the prognosis and treatment outcomes of ILC. The new model facilitates the choosing of superior medical examinations and the optimizing of therapeutic regimens with cooperation among oncologists.
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Affiliation(s)
- Rong Fu
- Department of Clinical Research, The First Affiliated Hospital of Jinan University, Guangzhou, Guangdong Province
- School of Public Health, Xi’an Jiaotong University Health Science Center
- Shaanxi Cancer Hospital
| | - Jin Yang
- Department of Clinical Research, The First Affiliated Hospital of Jinan University, Guangzhou, Guangdong Province
- School of Public Health, Xi’an Jiaotong University Health Science Center
| | - Hui Wang
- Department of Clinical Research, The First Affiliated Hospital of Jinan University, Guangzhou, Guangdong Province
- School of Public Health, Xi’an Jiaotong University Health Science Center
| | | | | | | | - ShengPeng Wang
- Cardiovascular Research Center, School of Basic Medical Sciences, Xi’an Jiaotong University Health Science Center
- Key Laboratory of Environment and Genes Related to Diseases of Ministry of Education, Xi’an Jiaotong University Health Science Center, Xi’an, Shaanxi, China
| | - Jun Lyu
- Department of Clinical Research, The First Affiliated Hospital of Jinan University, Guangzhou, Guangdong Province
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27
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Koch C, Kuske A, Joosse SA, Yigit G, Sflomos G, Thaler S, Smit DJ, Werner S, Borgmann K, Gärtner S, Mossahebi Mohammadi P, Battista L, Cayrefourcq L, Altmüller J, Salinas-Riester G, Raithatha K, Zibat A, Goy Y, Ott L, Bartkowiak K, Tan TZ, Zhou Q, Speicher MR, Müller V, Gorges TM, Jücker M, Thiery JP, Brisken C, Riethdorf S, Alix-Panabières C, Pantel K. Characterization of circulating breast cancer cells with tumorigenic and metastatic capacity. EMBO Mol Med 2020; 12:e11908. [PMID: 32667137 PMCID: PMC7507517 DOI: 10.15252/emmm.201911908] [Citation(s) in RCA: 69] [Impact Index Per Article: 17.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2019] [Revised: 06/15/2020] [Accepted: 06/17/2020] [Indexed: 12/21/2022] Open
Abstract
Functional studies giving insight into the biology of circulating tumor cells (CTCs) remain scarce due to the low frequency of CTCs and lack of appropriate models. Here, we describe the characterization of a novel CTC‐derived breast cancer cell line, designated CTC‐ITB‐01, established from a patient with metastatic estrogen receptor‐positive (ER+) breast cancer, resistant to endocrine therapy. CTC‐ITB‐01 remained ER+ in culture, and copy number alteration (CNA) profiling showed high concordance between CTC‐ITB‐01 and CTCs originally present in the patient with cancer at the time point of blood draw. RNA‐sequencing data indicate that CTC‐ITB‐01 has a predominantly epithelial expression signature. Primary tumor and metastasis formation in an intraductal PDX mouse model mirrored the clinical progression of ER+ breast cancer. Downstream ER signaling was constitutively active in CTC‐ITB‐01 independent of ligand availability, and the CDK4/6 inhibitor Palbociclib strongly inhibited CTC‐ITB‐01 growth. Thus, we established a functional model that opens a new avenue to study CTC biology.
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Affiliation(s)
- Claudia Koch
- Department of Tumor Biology, Center of Experimental Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Andra Kuske
- Department of Tumor Biology, Center of Experimental Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Simon A Joosse
- Department of Tumor Biology, Center of Experimental Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Gökhan Yigit
- Institute of Human Genetics, University Medical Center Göttingen, Göttingen, Germany
| | - George Sflomos
- ISREC - Swiss Institute for Experimental Cancer Research, School of Life Sciences, Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
| | - Sonja Thaler
- European Centre for Angioscience (ECAS), Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Daniel J Smit
- Institute of Biochemistry and Signal Transduction, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Stefan Werner
- Department of Tumor Biology, Center of Experimental Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Kerstin Borgmann
- Radiobiology& Experimental Radiooncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Sebastian Gärtner
- Department of Tumor Biology, Center of Experimental Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Parinaz Mossahebi Mohammadi
- Department of Tumor Biology, Center of Experimental Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Laura Battista
- ISREC - Swiss Institute for Experimental Cancer Research, School of Life Sciences, Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
| | - Laure Cayrefourcq
- Laboratory of Rare Human Circulating Cells (LCCRH), University Medical Centre, Montpellier, France.,Montpellier University, Montpellier, France
| | - Janine Altmüller
- Cologne Center for Genomics, University of Cologne, Cologne, Germany
| | - Gabriela Salinas-Riester
- NGS Integrative Genomics Core Unit, Institute of Human Genetics, University Medical Center Göttingen, Göttingen, Germany
| | - Kaamini Raithatha
- NGS Integrative Genomics Core Unit, Institute of Human Genetics, University Medical Center Göttingen, Göttingen, Germany
| | - Arne Zibat
- Institute of Human Genetics, University Medical Center Göttingen, Göttingen, Germany
| | - Yvonne Goy
- Radiobiology& Experimental Radiooncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Leonie Ott
- Department of Tumor Biology, Center of Experimental Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Kai Bartkowiak
- Department of Tumor Biology, Center of Experimental Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Tuan Zea Tan
- Cancer Science Institute of Singapore, National University of Singapore, Singapore City, Singapore
| | - Qing Zhou
- Institute of Human Genetics, Diagnostic and Research Center for Molecular BioMedicine, Medical University of Graz, Graz, Austria
| | - Michael R Speicher
- Institute of Human Genetics, Diagnostic and Research Center for Molecular BioMedicine, Medical University of Graz, Graz, Austria
| | - Volkmar Müller
- Department of Gynecology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Tobias M Gorges
- Department of Tumor Biology, Center of Experimental Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Manfred Jücker
- Institute of Biochemistry and Signal Transduction, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Jean-Paul Thiery
- INSERM Unit 1186, Comprehensive Cancer Center, Institut Gustave Roussy, Villejuif, France
| | - Cathrin Brisken
- ISREC - Swiss Institute for Experimental Cancer Research, School of Life Sciences, Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland.,Breast Cancer Now Research Centre, Institute of Cancer Research, London, UK
| | - Sabine Riethdorf
- Department of Tumor Biology, Center of Experimental Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Catherine Alix-Panabières
- Laboratory of Rare Human Circulating Cells (LCCRH), University Medical Centre, Montpellier, France.,Montpellier University, Montpellier, France
| | - Klaus Pantel
- Department of Tumor Biology, Center of Experimental Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
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28
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Sindoni A, Di Maria A, Fama' F. Orbital metastases in infiltrating lobular carcinoma of the breast. J Surg Oncol 2020; 122:569. [PMID: 32476134 DOI: 10.1002/jso.26045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Accepted: 05/16/2020] [Indexed: 11/11/2022]
Affiliation(s)
- Alessandro Sindoni
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy
| | - Alessandra Di Maria
- Department of Ophthalmology, Humanitas Research Hospital - IRCCS, Milan, Italy
| | - Fausto Fama'
- Department of Human Pathology in Adulthood and Childhood "G. Barresi", University Hospital of Messina, Messina, Italy
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29
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Turashvili G, Wen HY. Multigene testing in breast cancer: What have we learned from the 21-gene recurrence score assay? Breast J 2020; 26:1199-1207. [PMID: 32458521 DOI: 10.1111/tbj.13859] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2019] [Accepted: 10/31/2019] [Indexed: 12/28/2022]
Abstract
Most invasive breast cancers express hormone receptors (HR) and typically have a favorable prognosis following endocrine therapy. Patients at a higher risk of recurrence can be identified by multigene prognostic classifiers such as the 21-gene recurrence score (RS) assay, 70-gene prognostic signature, PAM-50, 12-gene molecular score, and others. The 21-gene RS assay (Oncotype Dx™, Genomic Health, Redwood City, CA) has level I clinical evidence and is the most widely used multigene assay in North America. The RS assay is based on reverse transcriptase polymerase chain reaction that can be performed on the RNA isolated from formalin-fixed paraffin-embedded tissue. It evaluates the expression of 16 cancer-related genes developed based on a multi-step approach. Due to its ability to assess recurrence risk and predict potential benefit from chemotherapy, the assay is recommended for patients with node-negative, HR-positive, and human epidermal growth factor receptor 2 (HER2)-negative breast cancer by the American Society of Clinical Oncology, National Comprehensive Cancer Network clinical practice guidelines in oncology, European Society for Medical Oncology clinical practice guidelines, and St. Gallen consensus panel guidelines. The RS assay has also been incorporated in the prognostic stage groups in the 8th edition of the American Joint Commission of Cancer staging manual in order to provide essential genomic information for optimal treatment decisions. This review will focus on the utility of the RS assay in HR-positive and HER2-negative breast cancer patients, including risk of distant and locoregional recurrence in node-negative and node-positive tumors, association with radiotherapy, special subtypes of breast cancer, practical issues related to selecting tumors for testing, and overview of the recently published TailorX (Trial Assigning IndividuaLized Options for treatment [Rx]) results.
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Affiliation(s)
- Gulisa Turashvili
- Department of Pathology and Laboratory Medicine, Mount Sinai Hospital and University of Toronto, Toronto, ON, Canada
| | - Hannah Y Wen
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
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30
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Hu G, Hu G, Zhang C, Lin X, Shan M, Yu Y, Lu Y, Niu R, Ye H, Wang C, Xu C. Adjuvant chemotherapy could not bring survival benefit to HR-positive, HER2-negative, pT1b-c/N0-1/M0 invasive lobular carcinoma of the breast: a propensity score matching study based on SEER database. BMC Cancer 2020; 20:136. [PMID: 32085753 PMCID: PMC7035707 DOI: 10.1186/s12885-020-6614-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2019] [Accepted: 02/07/2020] [Indexed: 01/16/2023] Open
Abstract
BACKGROUND The benefit of adjuvant chemotherapy in invasive lobular carcinoma (ILC) is still unclear. The objective of the current study was to elucidate the effectiveness of adjuvant chemotherapy in hormone receptor (HR)-positive, human epidermal growth factor receptor 2 (HER2)-negative, pT1b-c/N0-1/M0 ILC. METHODS Based on Surveillance, Epidemiology, and End-Results (SEER) database, we identified original 12,334 HR-positive, HER2-negative, pT1b-c/N0-1/M0 ILC patients, who were then divided into adjuvant chemotherapy group and control group. End-points were overall survival (OS) and breast cancer-specific mortality (BCSM). Aiming to minimize the selection bias of baseline characteristics, Propensity Score Matching (PSM) method was used. RESULTS In a total of 12,334 patients with HR-positive, HER2-negative, pT1b-c/N0-1/M0 ILC, 1785 patients (14.5%) were allocated into adjuvant chemotherapy group and 10,549 (85.5%) into control group. Used PSM, the 1785 patients in adjuvant chemotherapy group matched to the 1785 patients in control group. By Kaplan-Meier survival analyses, we observed no beneficial effect of adjuvant chemotherapy on OS in both original samples (P = 0.639) and matched samples (P = 0.962), however, ineffective or even contrary results of adjuvant chemotherapy on BCSM both in original samples (P = 0.001) and in matched samples (P = 0.002). In both original and matched multivariate Cox models, we observed ineffectiveness of adjuvant chemotherapy on OS (hazard ratio (HR) for overall survival = 0.82, 95% confidence interval (CI) [0.62-1.09]; P = 0.172 and HR = 0.90, 95%CI [0.65-1.26]; P = 0.553, respectively), unexpectedly promoting effect of adjuvant chemotherapy on BCSM (HR = 2.33, 95%CI [1.47-3.67]; P = 0.001 and HR = 2.41, 95%CI [1.32-4.39]; P = 0.004, respectively). Standard surgery was beneficial to the survival of patients. Lymph node metastasis was detrimental to survival and radiotherapy brought survival benefit in original samples, but two issues had unobvious effect in matched samples. CONCLUSION In this study, adjuvant chemotherapy did not improve survival for patients with HR-positive, HER2-negative pT1b-c/N0-1/M0 ILC.
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Affiliation(s)
- Guangfu Hu
- Department of Breast Surgery, Huangpu Branch, Shanghai Ninth People's Hospital, Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Guangxia Hu
- Department of Pathology, Binzhong People's Hospital, Affiliated to First Shandong Medical University, Binzhong, China
| | - Chengjiao Zhang
- Department of Psychological Measurement, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xiaoyan Lin
- Department of Breast Surgery, Yangpu Hospital, Tongji University School of Medicine, Shanghai, China
| | - Ming Shan
- Department of Breast Surgery, Huangpu Branch, Shanghai Ninth People's Hospital, Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yanmin Yu
- Department of Breast Surgery, Huangpu Branch, Shanghai Ninth People's Hospital, Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yongwei Lu
- Department of Breast Surgery, Huangpu Branch, Shanghai Ninth People's Hospital, Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Ruijie Niu
- Department of Breast Surgery, Huangpu Branch, Shanghai Ninth People's Hospital, Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Hui Ye
- Department of Breast Surgery, Huangpu Branch, Shanghai Ninth People's Hospital, Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Cheng Wang
- Department of Breast Surgery, Huangpu Branch, Shanghai Ninth People's Hospital, Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China.
| | - Cheng Xu
- Department of Breast Surgery, Yangpu Hospital, Tongji University School of Medicine, Shanghai, China.
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31
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18F-fluorodeoxyglucose PET/computed tomography in locoregional staging and assessment of biological and clinical aggressiveness of breast cancer subtypes. Nucl Med Commun 2020; 40:1043-1050. [PMID: 31425343 DOI: 10.1097/mnm.0000000000001073] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
OBJECTIVE We aimed to evaluate the availability of fluorine-18-fluorodeoxyglucose (18F-FDG) PET/computed tomography (CT) in initial axillary lymph node (ALN) staging in breast cancer. The secondary objective is to evaluate the role of FDG PET/CT as a pretest in sentinel lymph node biopsy vs. axillary lymph node dissection when predicting disease aggressiveness. METHODS The study evaluated retrospectively 194 breast cancer patients who underwent preoperative 18F-FDG. The sensitivity, specificity, positive predictive value (PPV) and negative predictive value (NPV) of FDG PET/CT for ALN metastases were confirmed with histopathology as the gold standard. RESULTS The value of the area under curve (AUC), sensitivity and specificity for ALN metastases were determined as 0.847, 78.8% and 92.6%, respectively. The cut-off value of the maximum standardized uptake value (SUVmax) for metastatic ALN detection was calculated as 1.79. PPV, NPV and the accuracy of 18F-FDG PET/CT were 0.933 (93.3%), 0.75 (75%) and 0.837 (83.7%), respectively. The SUVmax value of the primary lesion was significantly correlated with grade, estrogen receptor (ER) status, progesterone receptor (PR) status, SUVmax value of metastatic ALN, Her-2 status and Ki-67 level. Molecular subtypes revealed no statistically significant difference in terms of mean SUVmax value. CONCLUSION High values of AUC, sensitivity, specificity, NPV and PPV encourage utilization of PET/CT for locoregional staging of nonmetastatic breast carcinoma. The significant correlation between the primary tumor SUVmax value and grade, ER status, PR status and Ki-67 level increases the prognostic predictive value of the preoperative PET/CT.
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32
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Venhuizen JH, Jacobs FJ, Span PN, Zegers MM. P120 and E-cadherin: Double-edged swords in tumor metastasis. Semin Cancer Biol 2020; 60:107-120. [DOI: 10.1016/j.semcancer.2019.07.020] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2019] [Accepted: 07/26/2019] [Indexed: 12/11/2022]
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33
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Fu M, Tang W, Liu JJ, Gong XQ, Kong L, Yao XM, Jing M, Cai FY, Li XT, Ju RJ. Combination of targeted daunorubicin liposomes and targeted emodin liposomes for treatment of invasive breast cancer. J Drug Target 2019; 28:245-258. [PMID: 31462111 DOI: 10.1080/1061186x.2019.1656725] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Conventional treatment fails to completely eliminate highly invasive breast cancer cells, and most surviving breast cancer cells tend to reproliferate and metastasize by forming vasculogenic mimicry (VM) channels. Thus, a type of targeted liposomes was developed by modification with arginine8-glycine-aspartic acid (R8GD) to encapsulate daunorubicin and emodin separately. A combination of the two targeted liposomes was then developed to destroy VM channels and inhibit tumour metastasis. MDA-MB-435S cells, a highly invasive breast cancer, were then evaluated in vitro and in mice. The experiments indicated that R8GD modified daunorubicin liposomes plus R8GD modified emodin liposomes had small particle size, uniform particle size distribution and high drug encapsulation rate. The combination of the two targeted liposomes exerted strong toxicity on the MDA-MB-435S cells and effectively inhibited the formation of VM channels and the metastasis of tumour cells. Action mechanism studies showed that the R8GD modified daunorubicin liposomes plus R8GD modified emodin liposomes could downregulate some metastasis-related proteins, including MMP-2, VE-cad, TGF-β1 and HIF-1α. These studies also demonstrated that the targeted liposomes allowed the chemotherapeutic drug to selectively accumulate at tumour site, thus exhibiting a distinct antitumor effect. Therefore, the combination of targeted daunorubicin liposomes and targeted emodin liposomes can provide a potential treatment for invasive breast cancer.
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Affiliation(s)
- Min Fu
- School of Pharmacy, Liaoning University of Traditional Chinese Medicine, Dalian, China
| | - Wei Tang
- Linyi Food and Drug Testing Center, Linyi, China
| | - Jing-Jing Liu
- School of Pharmacy, Liaoning University of Traditional Chinese Medicine, Dalian, China
| | - Xiao-Qing Gong
- Department of Pharmaceutical Engineering, Beijing Institute of Petrochemical Technology, Beijing, China
| | - Liang Kong
- School of Pharmacy, Liaoning University of Traditional Chinese Medicine, Dalian, China
| | - Xue-Min Yao
- School of Pharmacy, Liaoning University of Traditional Chinese Medicine, Dalian, China
| | - Ming Jing
- School of Pharmacy, Liaoning University of Traditional Chinese Medicine, Dalian, China
| | - Fu-Yi Cai
- School of Pharmacy, Liaoning University of Traditional Chinese Medicine, Dalian, China
| | - Xue-Tao Li
- School of Pharmacy, Liaoning University of Traditional Chinese Medicine, Dalian, China
| | - Rui-Jun Ju
- Department of Pharmaceutical Engineering, Beijing Institute of Petrochemical Technology, Beijing, China
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34
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Yang Y, Liu G, Qin L, Ye L, Zhu F, Ying Y. Overexpression of UHRF1 and its potential role in the development of invasive ductal breast cancer validated by integrative bioinformatics and immunohistochemistry analyses. Transl Cancer Res 2019; 8:1086-1096. [PMID: 35116851 PMCID: PMC8797458 DOI: 10.21037/tcr.2019.06.19] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2019] [Accepted: 05/28/2019] [Indexed: 12/24/2022]
Abstract
BACKGROUND Increasing evidence has highlighted the role of ubiquitin-like PHD and RING finger domain-containing protein 1 (UHRF1) in the development of cancers, including hepatocellular carcinoma, pancreatic cancer, and bladder cancer. However, the correlation between UHRF1 and breast cancer remains unclear. The present study aimed to analyze the expression of UHRF1 and its role in the development of invasive ductal breast cancer (IDC) by integrating multilevel expression data and immunohistochemistry analysis. METHODS The Gene Expression Omnibus (GEO) and The Cancer Genome Atlas (TCGA) databases were used to gather UHRF1 expression data on IDC. Additionally, immunohistochemistry analysis was used to investigate the correlations between UHRF1 expression and the clinical characteristics of IDC. RESULTS The GEO and TCGA databases indicated that UHRF1 was up-regulated in IDC. Consistently, the immunohistochemical specimens showed that the significant overexpression of UHRF1 in IDC, and its expression level showed an increasing trend from ductal carcinomas in situ to IDC. Notably, the increased levels of UHRF1 were closely correlated with estrogen receptor expression, pathological grade, and the prognosis of the disease. In addition, patients with a high UHRF1 expression had a poorer prognosis. CONCLUSIONS In conclusion, our findings suggested that UHRF1 plays a promoting role in breast tumorigenesis, and the over-expression of UHRF1 could serve as a biomarker for the prognosis in invasive ductal carcinomas in breast cancer.
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Affiliation(s)
- Yichen Yang
- Department of Pathophysiology, Jiangxi Medical College of Nanchang University, Nanchang 330006, China
| | - Guanjun Liu
- Department of Oncology, Henan Provincial People's Hospital, Zhengzhou 450003, China
| | - Lifang Qin
- Department of Pathology, Xinxiang Center Hospital, Xinxiang 450003, China
| | - Li Ye
- Department of Pathology, Xinxiang Center Hospital, Xinxiang 450003, China
| | - Fangheng Zhu
- Department of Pathology, Xinxiang Center Hospital, Xinxiang 450003, China
| | - Ying Ying
- Department of Pathophysiology, Jiangxi Medical College of Nanchang University, Nanchang 330006, China
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35
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Desmedt C, Salgado R, Fornili M, Pruneri G, Van den Eynden G, Zoppoli G, Rothé F, Buisseret L, Garaud S, Willard-Gallo K, Brown D, Bareche Y, Rouas G, Galant C, Bertucci F, Loi S, Viale G, Di Leo A, Green AR, Ellis IO, Rakha EA, Larsimont D, Biganzoli E, Sotiriou C. Immune Infiltration in Invasive Lobular Breast Cancer. J Natl Cancer Inst 2019; 110:768-776. [PMID: 29471435 PMCID: PMC6037125 DOI: 10.1093/jnci/djx268] [Citation(s) in RCA: 69] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2017] [Accepted: 11/20/2017] [Indexed: 12/31/2022] Open
Abstract
Background Invasive lobular breast cancer (ILC) is the second most common histological subtype of breast cancer after invasive ductal cancer (IDC). Here, we aimed at evaluating the prevalence, levels, and composition of tumor-infiltrating lymphocytes (TILs) and their association with clinico-pathological and outcome variables in ILC, and to compare them with IDC. Methods We considered two patient series with TIL data: a multicentric retrospective series (n = 614) and the BIG 02-98 study (n = 149 ILC and 807 IDC). We compared immune subsets identified by immuno-histochemistry in the ILC (n = 159) and IDC (n = 468) patients from the Nottingham series, as well as the CIBERSORT immune profiling of the ILC (n = 98) and IDC (n = 388) METABRIC and The Cancer Genome Atlas patients. All ILC/IDC comparisons were done in estrogen receptor (ER)–positive/human epidermal growth factor receptor 2 (HER2)–negative tumors. All statistical tests were two-sided. Results TIL levels were statistically significantly lower in ILC compared with IDC (fold-change = 0.79, 95% confidence interval = 0.70 to 0.88, P < .001). In ILC, high TIL levels were associated with young age, lymph node involvement, and high proliferative tumors. In the univariate analysis, high TIL levels were associated with worse prognosis in the retrospective and BIG 02-98 lobular series, although they did not reach statistical significance in the latter. The Nottingham series revealed that the levels of intratumoral but not total CD8+ were statistically significantly lower in ILC compared with IDC. Comparison of the CIBERSORT profiles highlighted statistically significant differences in terms of immune composition. Conclusions This study shows differences between the immune infiltrates of ER-positive/HER2-negative ILC and IDC in terms of prevalence, levels, localization, composition, and clinical associations.
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Affiliation(s)
- Christine Desmedt
- J.C. Heuson Breast Cancer Translational Research Laboratory, Université Libre de Bruxelles, Institut Jules Bordet, Brussels, Belgium
| | - Roberto Salgado
- J.C. Heuson Breast Cancer Translational Research Laboratory, Université Libre de Bruxelles, Institut Jules Bordet, Brussels, Belgium.,Department of Pathology, GZA Ziekenhuizen, Campus Sint Augustinus, Wilrijk, Belgium
| | - Marco Fornili
- Unit of Medical Statistics, Biometry and Bioinformatics "Giulio A. Maccacaro," Department of Clinical Sciences and Community Health, University of Milan Campus, Cascina Rosa, Fondazione IRCCS Istituto Nazionale Tumori, Milan, Italy
| | - Giancarlo Pruneri
- Division of Pathology, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy.,Department of Pathology, European Institute of Oncology, University of Milan, Milan, Italy
| | - Gert Van den Eynden
- Molecular Immunology Unit, Institut Jules Bordet, Université Libre de Bruxelles, Brussels, Belgium
| | - Gabriele Zoppoli
- Department of Internal Medicine (DiMI), University of Genoa and IRCCS San Martino-National Cancer Institute, Genoa, Italy
| | - Françoise Rothé
- J.C. Heuson Breast Cancer Translational Research Laboratory, Université Libre de Bruxelles, Institut Jules Bordet, Brussels, Belgium
| | - Laurence Buisseret
- J.C. Heuson Breast Cancer Translational Research Laboratory, Université Libre de Bruxelles, Institut Jules Bordet, Brussels, Belgium
| | - Soizic Garaud
- Molecular Immunology Unit, Institut Jules Bordet, Université Libre de Bruxelles, Brussels, Belgium
| | - Karen Willard-Gallo
- Molecular Immunology Unit, Institut Jules Bordet, Université Libre de Bruxelles, Brussels, Belgium
| | - David Brown
- J.C. Heuson Breast Cancer Translational Research Laboratory, Université Libre de Bruxelles, Institut Jules Bordet, Brussels, Belgium
| | - Yacine Bareche
- J.C. Heuson Breast Cancer Translational Research Laboratory, Université Libre de Bruxelles, Institut Jules Bordet, Brussels, Belgium
| | - Ghizlane Rouas
- J.C. Heuson Breast Cancer Translational Research Laboratory, Université Libre de Bruxelles, Institut Jules Bordet, Brussels, Belgium
| | - Christine Galant
- Department of Pathology, Cliniques Universitaires Saint Luc, Brussels, Belgium
| | - François Bertucci
- Department of Medical Oncology, Institut Paoli-Calmettes, Marseille, France
| | - Sherene Loi
- Division of Research and Clinical Medicine, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Giuseppe Viale
- Department of Pathology, European Institute of Oncology, University of Milan, Milan, Italy
| | - Angelo Di Leo
- Sandro Pitigliani Medical Oncology Unit, Hospital of Prato, Instituto Toscano Tumori, Prato, Italy
| | - Andrew R Green
- Academic Pathology, Division of Cancer and Stem Cells, School of Medicine, University of Nottingham, Nottingham City Hospital, Nottingham, UK
| | - Ian O Ellis
- Academic Pathology, Division of Cancer and Stem Cells, School of Medicine, University of Nottingham, Nottingham City Hospital, Nottingham, UK.,Histopathology, Nottingham University Hospitals NHS Trust, Nottingham, UK
| | - Emad A Rakha
- Academic Pathology, Division of Cancer and Stem Cells, School of Medicine, University of Nottingham, Nottingham City Hospital, Nottingham, UK.,Histopathology, Nottingham University Hospitals NHS Trust, Nottingham, UK
| | - Denis Larsimont
- Department of Pathology, Université Libre de Bruxelles, Institut Jules Bordet, Brussels, Belgium
| | - Elia Biganzoli
- Unit of Medical Statistics, Biometry and Bioinformatics "Giulio A. Maccacaro," Department of Clinical Sciences and Community Health, University of Milan Campus, Cascina Rosa, Fondazione IRCCS Istituto Nazionale Tumori, Milan, Italy
| | - Christos Sotiriou
- J.C. Heuson Breast Cancer Translational Research Laboratory, Université Libre de Bruxelles, Institut Jules Bordet, Brussels, Belgium
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Flores-Díaz D, Arce C, Flores-Luna L, Reynoso-Noveron N, Lara-Medina F, Matus JA, Bargallo-Rocha E, Pérez V, Villarreal-Garza C, Cabrera-Galeana P, Mohar A. Impact of invasive lobular carcinoma on long-term outcomes in Mexican breast cancer patients. Breast Cancer Res Treat 2019; 176:243-249. [PMID: 30997623 DOI: 10.1007/s10549-019-05234-8] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2019] [Accepted: 04/10/2019] [Indexed: 10/27/2022]
Abstract
PURPOSE The aim of this study was to compare the difference in disease-free survival (DFS) and overall survival (OS) between invasive lobular carcinoma (ILC) and invasive ductal carcinoma (IDC) in our Hispanic population with breast cancer (BC). METHODS We retrospectively analyzed a database of 4533 non-metastatic BC patients treated for BC at the National Cancer Institute in Mexico (INCan) between 2006 and 2016. We compared clinical characteristics, treatment and survival between women with invasive ductal and invasive lobular BC. We evaluated differences between survival curves with the log-rank test and used Cox's proportional hazards model for the multivariate analysis. RESULTS Median follow-up time was 42.13 months (IQ25 25.2-IQ75 72.06). The median age was 50.9 years (IQ25 43.5-IQ75 59.8). DFS at 5 years was 80.8% for IDC versus 76.2% for ILC. 5 years OS was 88.7% for IDC versus 84.3% for ILC. Multivariate analysis showed that factors that negatively affected the 5-year DFS include: clinical stage III [hazard ratio (HR) 4.2, 95% CI 3.36-5.35; p < 0.001], triple negative phenotype (HR 1.4, 95% CI 1.08-1.81; p = 0.009), Ki67 ≥ 18 (HR 1.6, 95% CI 1.28-2.11; p < 0.001), and lobular histological type (HR 1.6, 95% CI 1.09-2.49; p = 0.017). Factors associated with a negative impact on OS were: clinical stage III (HR 4.5, 95% CI 3.15-6.54; p < 0.001), triple negative phenotype (HR 2.4, 95% CI 1.69-3.48; p < 0.001), and Ki67 ≥ 18% (HR 1.9, 95% CI 1.27-2.92; p = 0.02). CONCLUSION Our results highlight the different biology of ILC and show that long-term prognosis in terms of DFS is not as favorable as previously reported.
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Affiliation(s)
- Diana Flores-Díaz
- Breast Medical Oncology, National Institute of Cancer (INCan), Mexico City, Mexico
| | - Claudia Arce
- Breast Medical Oncology, National Institute of Cancer (INCan), Mexico City, Mexico
| | - Lourdes Flores-Luna
- Research Center in Health Population, National Institute of Public Health, Cuernavaca, Morelos, Mexico
| | | | - Fernando Lara-Medina
- Breast Medical Oncology, National Institute of Cancer (INCan), Mexico City, Mexico
| | - Juan Antonio Matus
- Breast Medical Oncology, National Institute of Cancer (INCan), Mexico City, Mexico
| | | | - Víctor Pérez
- Breast Pathology Department, National Institute of Cancer (INCan), Mexico City, Mexico
| | | | | | - Alejandro Mohar
- Breast Epidemiology Unit, National Institute of Cancer (INCan), Mexico City, Mexico.
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ESR1 mutations in metastatic lobular breast cancer patients. NPJ Breast Cancer 2019; 5:9. [PMID: 30820448 PMCID: PMC6384916 DOI: 10.1038/s41523-019-0104-z] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2018] [Accepted: 11/27/2018] [Indexed: 12/11/2022] Open
Abstract
Invasive lobular breast cancer (ILC) represents the second most common histology of breast cancer after invasive ductal breast cancer (IDC), accounts for up to 15% of all invasive cases and generally express the estrogen receptor (ER, coded by the ESR1 gene). ESR1 mutations have been associated with resistance to endocrine therapy, however these have not been specifically evaluated in ILC. We assessed the frequency of ESR1 mutations by droplet digital PCR in a retrospective multi-centric series of matched primary tumor and recurrence samples (n = 279) from 80 metastatic ER-positive ILC patients. We further compared ESR1 mutations between IDC and ILC patients in metastatic samples from MSKCC-IMPACT (n = 595 IDC and 116 ILC) and in ctDNA from the SoFEA and PALOMA-3 trials (n = 416 IDC and 76 ILC). In the retrospective series, the metastases from seven patients (9%) harbored ESR1 mutations, which were absent from the interrogated primary samples. Five patients (6%) had a mutation in the primary tumor or axillary metastasis, which could not be detected in the matched distant metastasis. In the MSKCC-IMPACT cohort, as well as in the SoFEA and PALOMA-3 trials, there were no differences in prevalence and distribution of the mutations between IDC and ILC, with D538G being the most frequent mutation in both histological subtypes. To conclude, no patient had an identical ESR1 mutation in the early and metastatic disease in the retrospective ILC series. In the external series, there was no difference in terms of prevalence and type of ESR1 mutations between ILC and IDC. Among a cohort of 80 women with metastatic lobular breast cancer, no patient had an identical mutation in the ESR1 gene in both metastases and localized tumors. ESR1 encodes the estrogen receptor targeted by endocrine therapy — thus, tumors harboring mutations in this gene may require different treatment strategies. Christine Desmedt
from KU Leuven, Belgium, and colleagues found that 9% of patients had metastases with ESR1 mutations that were absent in primary breast tumors; another 6% had mutations in the primary tumors or in cancer-invaded lymph nodes that were not detected in distant metastatic sites. Comparisons with other datasets showed that the prevalence and distribution of ESR1 mutations were not significantly different among women with lobular and ductal breast cancer, the two most common subtypes of the disease.
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38
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Behring M, Shrestha S, Manne U, Cui X, Gonzalez-Reymundez A, Grueneberg A, Vazquez AI. Integrated landscape of copy number variation and RNA expression associated with nodal metastasis in invasive ductal breast carcinoma. Oncotarget 2018; 9:36836-36848. [PMID: 30627325 PMCID: PMC6305147 DOI: 10.18632/oncotarget.26386] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2018] [Accepted: 10/31/2018] [Indexed: 01/01/2023] Open
Abstract
Background Lymph node metastasis (NM) in breast cancer is a clinical predictor of patient outcomes, but how its genetic underpinnings contribute to aggressive phenotypes is unclear. Our objective was to create the first landscape analysis of CNV-associated NM in ductal breast cancer. To assess the role of copy number variations (CNVs) in NM, we compared CNVs and/or associated mRNA expression in primary tumors of patients with NM to those without metastasis. Results We found CNV loss in chromosomes 1, 3, 9, 18, and 19 and gains in chromosomes 5, 8, 12, 14, 16-17, and 20 that were associated with NM and replicated in both databases. In primary tumors, per-gene CNVs associated with NM were ten times more frequent than mRNA expression; however, there were few CNV-driven changes in mRNA expression that differed by nodal status. Overlapping regions of CNV changes and mRNA expression were evident for the CTAGE5 gene. In 8q12, 11q13-14, 20q1, and 17q14-24 regions, there were gene-specific gains in CNV-driven mRNA expression associated with NM. Methods Data on CNV and mRNA expression from the TCGA and the METABRIC consortium of breast ductal carcinoma were utilized to identify CNV-based features associated with NM. Within each dataset, associations were compared across omic platforms to identify CNV-driven variations in gene expression. Only replications across both datasets were considered as determinants of NM. Conclusions Gains in CTAGE5, NDUFC2, EIF4EBP1, and PSCA genes and their expression may aid in early diagnosis of metastatic breast carcinoma and have potential as therapeutic targets.
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Affiliation(s)
- Michael Behring
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL 35294, USA.,Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL 35294, USA
| | - Sadeep Shrestha
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL 35294, USA
| | - Upender Manne
- Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL 35294, USA.,Department of Pathology and Surgery, University of Alabama at Birmingham, Birmingham, AL 35294, USA
| | - Xiangqin Cui
- Biostatistics Department, University of Alabama at Birmingham, Birmingham, AL 35294, USA
| | - Agustin Gonzalez-Reymundez
- Department of Epidemiology and Biostatistics, Michigan State University, East Lansing, MI 48824, USA.,Institute for Quantitative Health Science and Engineering, Michigan State University, East Lansing, MI 48824, USA
| | - Alexander Grueneberg
- Institute for Quantitative Health Science and Engineering, Michigan State University, East Lansing, MI 48824, USA
| | - Ana I Vazquez
- Department of Epidemiology and Biostatistics, Michigan State University, East Lansing, MI 48824, USA.,Institute for Quantitative Health Science and Engineering, Michigan State University, East Lansing, MI 48824, USA
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Tadros AB, Wen HY, Morrow M. Breast Cancers of Special Histologic Subtypes Are Biologically Diverse. Ann Surg Oncol 2018; 25:3158-3164. [PMID: 30094484 DOI: 10.1245/s10434-018-6687-z] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2018] [Indexed: 12/15/2022]
Abstract
BACKGROUND/OBJECTIVE Cancers classified as "special histologic subtypes" are felt to have a good prognosis. We used the 21-gene Oncotype DX Breast Recurrence Score® multigene assay to examine prognostic variation within special histologic subtypes. We also examined the Recurrence Score® (RS) distribution among the more common ductal (IDC) and lobular (ILC) cancers. METHODS 610,350 tumor specimens examined in the Genomic Health clinical laboratory from 2/2004 to 8/2017 were included. Specimen histology was classified centrally using a single H&E slide and World Health Organization criteria. RS distribution (low < 18, intermediate 18-30, and high ≥ 31) was compared among histologic subtypes. RESULTS Median patient age was 60 years (IQR 51-67); 80% were node negative. Most patients had low RS results (59.2%); only 9.5% had high results. The lowest mean RS was seen in the papillary subtype (11); the highest in the IDC group (18.4). Mean RS for all special subtypes was lower than that of IDC patients. When the high RS threshold was decreased from 31 to 25, as used in the TAILORx and RxPONDER trials, the number of high RS-result patients increased from 9.5% to 16.8%. Patients with ILC had a lower mean RS result than patients with IDC, 16.5 versus 18.4. CONCLUSION There is substantial diversity in predicted prognosis among patients with cancers classified as special histologic subtypes, with 12-25% having intermediate RS results and 0.5-9% having high RS results. Pending further definition of the role of chemotherapy for patients with intermediate RS results by TAILORx and RxPONDER, the RS result may help to inform systemic therapy decisions in these patients.
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Affiliation(s)
- Audree B Tadros
- Breast Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Hannah Y Wen
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Monica Morrow
- Breast Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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Abstract
Breast cancer is a heterogeneous disease, observed traditionally by morphology and protein expression but, more recently with the advent of modern molecular technologies, at the genomic and transcriptomic level. This review describes the association between the different molecular subtypes with the histologic subtypes of breast cancer alongside some of their major genomic characteristics and illustrates how these subtypes may affect the appearance of tumors on imaging studies. The authors aim to show how molecular stratification can be used to augment traditional methods to improve our understanding of breast cancers and their clinical management.
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Affiliation(s)
- Elena Provenzano
- Cambridge Experimental Cancer Medicine Centre (ECMR), NIHR Cambridge Biomedical Research Centre, Cambridge University Hospitals NHS Foundation Trust, Cambridge CB2 0QQ, UK; Department of Histopathology, Addenbrookes Hospital, Box 235, Hills Road, Cambridge CB2 0QQ, UK
| | - Gary A Ulaner
- Department of Radiology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, Box 77, New York, NY 10065, USA; Department of Radiology, Weill Cornell Medical School, New York, NY 10065, USA
| | - Suet-Feung Chin
- Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Robinson Way, Cambridge CB2 0RE, UK.
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41
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Ping Z, Siegal GP, Harada S, Eltoum IE, Youssef M, Shen T, He J, Huang Y, Chen D, Li Y, Bland KI, Chang HR, Shen D. ERBB2 mutation is associated with a worse prognosis in patients with CDH1 altered invasive lobular cancer of the breast. Oncotarget 2018; 7:80655-80663. [PMID: 27811364 PMCID: PMC5340256 DOI: 10.18632/oncotarget.13019] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2016] [Accepted: 10/24/2016] [Indexed: 01/09/2023] Open
Abstract
E-cadherin (CDH1) is a glycoprotein that mediates adhesion between epithelial cells and also suppresses cancer invasion. Mutation or deletion of the CDH1 gene has been reported in 30-60% cases of invasive lobular carcinoma (ILC). However, little is known about genomic differences between ILC with and without a CDH1 alteration. Therefore, we analyzed whole genome sequencing data of 169 ILC cases from The Cancer Genome Atlas (TCGA) to address this deficiency. Our study shows that CDH1 gene was altered in 59.2% (100/169) of ILC. No significant difference was identified between CDH1-altered and -unaltered ILC cases for any of the examined demographic, clinical or pathologic characteristics, including histologic grade, tumor stage, lymph node metastases, or ER/PR/HER2 states. Seven recurrent mutations (PTEN, MUC16, ERBB2, FAT4, PCDHGA2, HERC1 and FLNC) and four chromosomal changes with recurrent copy number variation (CNV) (11q13, 17q12-21, 8p11 and 8q11) were found in ILC, which correlated with a positive or negative CDH1 alteration status, respectively. The prevalence of the most common breast cancer driver abnormalities including TP53 and PIK3CA mutations and MYC and ERBB2 amplifications showed no difference between the two groups. However, CDH1-altered ILC with an ERBB2 mutation shows a significantly worse prognosis compared to its counterparts without such a mutation. Our study suggests that CDH1-altered ILC patients with ERBB2 mutations may represent an actionable group of patients who could benefit from targeted breast cancer therapy.
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Affiliation(s)
- Zheng Ping
- Division of Anatomic Pathology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Gene P Siegal
- Division of Anatomic Pathology, University of Alabama at Birmingham, Birmingham, AL, USA.,UAB Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Shuko Harada
- Division of Anatomic Pathology, University of Alabama at Birmingham, Birmingham, AL, USA.,UAB Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Isam-Eldin Eltoum
- Division of Anatomic Pathology, University of Alabama at Birmingham, Birmingham, AL, USA.,UAB Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Mariam Youssef
- Division of Anatomic Pathology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Tiansheng Shen
- Division of Anatomic Pathology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Jianbo He
- Division of Hematology/Oncology, Department of Medicine, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Yingjie Huang
- Ningbo Clinical and Pathological Diagnosis Center, Ningbo, Zhejiang, China
| | - Dongquan Chen
- Division of Preventive Medicine, Department of Medicine, University of Alabama at Birmingham, Birmingham, AL, USA.,UAB Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Yiping Li
- Division of Cell and Molecular Pathology, Departments of Pathology, University of Alabama at Birmingham, Birmingham, AL, USA.,UAB Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Kirby I Bland
- Division of Surgical Oncology, Department of Surgery, University of Alabama at Birmingham, Birmingham, AL, USA.,UAB Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Helena R Chang
- Revlon/UCLA Breast Center, Department of Surgery, University of California at Los Angeles, David Geffen School of Medicine, Los Angeles, CA, USA
| | - Dejun Shen
- Division of Anatomic Pathology, University of Alabama at Birmingham, Birmingham, AL, USA.,UAB Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL, USA
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Chen Z, Yang J, Li S, Lv M, Shen Y, Wang B, Li P, Yi M, Zhao X, Zhang L, Wang L, Yang J. Invasive lobular carcinoma of the breast: A special histological type compared with invasive ductal carcinoma. PLoS One 2017; 12:e0182397. [PMID: 28863134 PMCID: PMC5580913 DOI: 10.1371/journal.pone.0182397] [Citation(s) in RCA: 82] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2017] [Accepted: 07/17/2017] [Indexed: 12/13/2022] Open
Abstract
The clinical outcomes and therapeutic strategies for infiltrating ductal carcinoma (IDC) and infiltrating lobular carcinoma (ILC) are not uniform. The primary objectives of this study were to identify the differences in the clinical characteristics and prognoses between ILC and IDC, and identify the high-risk population based on the hormone receptor status and metastasis sites. The Surveillance, Epidemiology, and End Results Program database was searched and patients diagnosed with ILC or IDC from 1990 to 2013 were identified. In total,796,335 patients were analyzed, including 85,048 withILC (10.7%) and 711,287 withIDC (89.3%). The ILC group was correlatedwith older age, larger tumor size, later stage, lower grade, metastasis disease(M1) disease, and greater counts ofpositive lymph nodesandestrogen-receptor-positive (ER)/progesterone receptor-positive (PR) positive nodes. The overall survival showed an early advantage for ILC but a worse outcome after 5 years. Regarding the disease-specific survival, the IDC cohort had advantages over the ILC group, both during the early years and long-term. In hormone status and metastasis site subgroup analyses, the ER+/PR+ subgroup had the best survival, while the ER+/PR- subgroup had the worst outcome, especially the ILC cohort. ILC and IDC had different metastasis patterns. The proportion of bone metastasis was higher in the ILC group (91.52%) than that in the IDC (76.04%), and the ILC group was more likely to have multiple metastasis sites. Survival analyses showed patients with ILC had a higher risk of liver metastasis (disease-specific survival[DSS]; P = 0.046), but had a better overall survival than the bone metastasis group (P<0.0001). We concluded that the long-term prognosis for ILC was poorer than that for IDC, and the ER+/PR- subgroup had the worst outcome. Therefore, the metastasis pattern and prognosis must be seriously evaluated, and a combination of endocrine therapy and chemotherapy should be considered.
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Affiliation(s)
- Zheling Chen
- Department of Medical Oncology, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, People’s Republic of China
| | - Jiao Yang
- Department of Medical Oncology, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, People’s Republic of China
| | - Shuting Li
- Department of Medical Oncology, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, People’s Republic of China
| | - Meng Lv
- Department of Medical Oncology, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, People’s Republic of China
| | - Yanwei Shen
- Department of Medical Oncology, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, People’s Republic of China
| | - Biyuan Wang
- Department of Medical Oncology, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, People’s Republic of China
| | - Pan Li
- Department of Medical Oncology, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, People’s Republic of China
| | - Min Yi
- Department of Medical Oncology, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, People’s Republic of China
- Department of Breast Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, United States of America
| | - Xiao’ai Zhao
- Department of Medical Oncology, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, People’s Republic of China
| | - Lingxiao Zhang
- Department of Medical Oncology, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, People’s Republic of China
| | - Le Wang
- Department of Medical Oncology, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, People’s Republic of China
| | - Jin Yang
- Department of Medical Oncology, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, People’s Republic of China
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Mathew A, Rajagopal PS, Villgran V, Sandhu GS, Jankowitz RC, Jacob M, Rosenzweig M, Oesterreich S, Brufsky A. Distinct Pattern of Metastases in Patients with Invasive Lobular Carcinoma of the Breast. Geburtshilfe Frauenheilkd 2017; 77:660-666. [PMID: 28757653 DOI: 10.1055/s-0043-109374] [Citation(s) in RCA: 55] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2017] [Revised: 04/12/2017] [Accepted: 04/20/2017] [Indexed: 01/13/2023] Open
Abstract
BACKGROUND Invasive lobular carcinoma (ILC) comprises around 10 - 15% of invasive breast cancers. Few prior studies have demonstrated a unique pattern of metastases between ILC and the more common invasive ductal carcinoma (IDC). To our knowledge, such data is limited to first sites of distant recurrence. We aimed to perform a comparison of the metastatic pattern of ILC and IDC at first distant recurrence as well as over the entire course of metastatic disease. METHODS We used a prospectively collated database of patients with metastatic breast cancer. Breast cancer recurrence or metastases were classified into various sites and a descriptive analysis was performed. RESULTS Among 761 patients, 88 (11.6%) were diagnosed with ILC and 673 (88.4%) with IDC. Patients with ILC showed more frequent metastases to the bone (56.8 vs. 37.7%, p = 0.001) and gastrointestinal (GI) tract (5.7 vs. 0.3%, p < 0.001) as first site of distant recurrence, and less to organs such as lung (5.7 vs. 24.2%, p < 0.001) and liver (4.6 vs. 11.4%, p = 0.049). Over the entire course of metastatic disease, more patients with ILC had ovarian (5.7 vs. 2.1%, p = 0.042) and GI tract metastases (8.0 vs. 0.6%, p < 0.001), also demonstrating reduced tendency to metastasize to the liver (20.5 vs. 49.0%, p < 0.001) and lung (23.9 vs. 51.9%, p < 0.001). All associations but bone held after sensitivity analysis on hormonal status. Although patients presenting with ILC were noted to have more advanced stage at presentation, recurrence-free survival in these patients was increased (4.8 years vs. 3.2 years, p = 0.017). However, overall survival was not (2.5 vs. 2.0 years, p = 0.75). CONCLUSION After accounting for hormone receptor status, patients with IDC had greater lung/pleura and liver involvement, while patients with ILC had a greater propensity to develop ovarian and GI metastases both at first site and overall. Clinicians can use this information to provide more directed screening for metastases; it also adds to the argument that these two variants of breast cancer should be managed as unique diseases.
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Affiliation(s)
- Aju Mathew
- University of Kentucky Markey Cancer Center, Lexington, KY, USA
| | - Padma S Rajagopal
- Department of Medicine, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | | | - Gurprataap S Sandhu
- Department of Medicine, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | | | - Mini Jacob
- Department of Physical Medicine & Rehabilitation, Harvard Medical School, Boston, MA, USA
| | | | | | - Adam Brufsky
- University of Pittsburgh Cancer Institute, Pittsburgh, PA, USA
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The 21-gene recurrence score in special histologic subtypes of breast cancer with favorable prognosis. Breast Cancer Res Treat 2017; 165:65-76. [PMID: 28577081 DOI: 10.1007/s10549-017-4326-1] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2017] [Accepted: 05/30/2017] [Indexed: 12/13/2022]
Abstract
BACKGROUND/PURPOSE The 21-gene recurrence score (RS) assay predicts the likelihood of distant recurrence and chemotherapy benefit in early-stage, estrogen receptor (ER)-positive, HER2-negative breast cancer. Data on the RS of special histologic subtypes of invasive breast carcinoma with favorable prognosis are limited. METHODS We reviewed our institutional database to identify patients with special histologic subtypes of breast cancer associated with favorable prognosis and available RS results. Our cohort consists of fifty-seven women: thirty-three patients with pure mucinous carcinoma (MC), ten with tubular carcinoma (TC), nine with encapsulated papillary carcinoma (EPC), and five with solid papillary carcinoma (SPC). RESULTS Most (44/57, 77.2%) carcinomas had low RS (≤17), and none had high RS (≥31). All EPCs had low RS, but other subtypes had RS 18-30. Higher RS was associated with lower progesterone receptor (PR) expression by immunohistochemistry and lower PR mRNA scores (P ≤ 0.007). No morphologic feature (tumor grade, biopsy site changes, cellular stroma, inflammatory cells) was associated with RS ≥ 18. At a median follow-up of 40 months, the distant recurrence-free survival was 100%. One patient with SPC developed locoregional recurrence at 22 months. CONCLUSIONS As the largest series to date, our study raises the question of whether the RS assay is necessary for breast cancers with favorable histology. Reflex testing of node-negative, ER+/HER2- breast cancers may be deferred for these special histologic subtypes, emphasizing the need for multidisciplinary discussions between breast pathologists and other members of the breast cancer team.
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45
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Zhu L, Ding Y, Chen CY, Wang L, Huo Z, Kim S, Sotiriou C, Oesterreich S, Tseng GC. MetaDCN: meta-analysis framework for differential co-expression network detection with an application in breast cancer. Bioinformatics 2017; 33:1121-1129. [PMID: 28031185 PMCID: PMC6041767 DOI: 10.1093/bioinformatics/btw788] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2016] [Revised: 11/11/2016] [Accepted: 12/07/2016] [Indexed: 01/01/2023] Open
Abstract
MOTIVATION Gene co-expression network analysis from transcriptomic studies can elucidate gene-gene interactions and regulatory mechanisms. Differential co-expression analysis helps further detect alterations of regulatory activities in case/control comparison. Co-expression networks estimated from single transcriptomic study is often unstable and not generalizable due to cohort bias and limited sample size. With the rapid accumulation of publicly available transcriptomic studies, co-expression analysis combining multiple transcriptomic studies can provide more accurate and robust results. RESULTS In this paper, we propose a meta-analytic framework for detecting differentially co-expressed networks (MetaDCN). Differentially co-expressed seed modules are first detected by optimizing an energy function via simulated annealing. Basic modules sharing common pathways are merged into pathway-centric supermodules and a Cytoscape plug-in (MetaDCNExplorer) is developed to visualize and explore the findings. We applied MetaDCN to two breast cancer applications: ER+/ER- comparison using five training and three testing studies, and ILC/IDC comparison with two training and two testing studies. We identified 20 and 4 supermodules for ER+/ER- and ILC/IDC comparisons, respectively. Ranking atop are 'immune response pathway' and 'complement cascades pathway' for ER comparison, and 'extracellular matrix pathway' for ILC/IDC comparison. Without the need for prior information, the results from MetaDCN confirm existing as well as discover novel disease mechanisms in a systems manner. AVAILABILITY AND IMPLEMENTATION R package 'MetaDCN' and Cytoscape App 'MetaDCNExplorer' are available at http://tsenglab.biostat.pitt.edu/software.htm . CONTACT ctseng@pitt.edu. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Li Zhu
- Department of Biostatistics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Ying Ding
- Department of Computational and Systems Biology, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Cho-Yi Chen
- Department of Biostatistics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
- Genome and Systems Biology Degree Program, National Taiwan University, Taipei, Taiwan
| | - Lin Wang
- Department of Biostatistics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Zhiguang Huo
- Department of Biostatistics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - SungHwan Kim
- Department of Biostatistics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Christos Sotiriou
- Breast Cancer Translational Research Laboratory, J. C. Heuson, Institut Jules Bordet, University Libre de Bruxelles, Brussels, Belgium
| | | | - George C Tseng
- Department of Biostatistics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
- Department of Computational and Systems Biology, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
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46
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Desmedt C, Zoppoli G, Sotiriou C, Salgado R. Transcriptomic and genomic features of invasive lobular breast cancer. Semin Cancer Biol 2017; 44:98-105. [PMID: 28400203 DOI: 10.1016/j.semcancer.2017.03.007] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2016] [Revised: 03/24/2017] [Accepted: 03/27/2017] [Indexed: 02/07/2023]
Abstract
Accounting for 10-15% of all breast neoplasms, invasive lobular breast cancer (ILC) is the second most common histological subtype of breast cancer after invasive ductal breast cancer (IDC). Understanding ILC biology, which differs from IDC in terms of clinical presentation, treatment response, relapse timing and patterns, is essential in order to adopt novel, disease-specific management strategies. While the contribution of the histological subtypes to tumour biology has been poorly investigated and acknowledged in the past, recently several major, independent efforts have led to the assembly and molecular characterization of well-annotated ILC case sets. In this review, we provide a critical overview of the literature exploring ILC, through comprehensive and multiomic methods. The first part specifically focuses on ILC transcriptomic features by reviewing the intrinsic molecular subtypes, the application of gene expression scores for the prediction of recurrence, and the identification of gene expression subtypes. The second part describes the main research efforts that lead to the identification of the genomic landscape of ILC, with a special focus to findings that differentiate ILC from IDC and carry potential clinical relevance.
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Affiliation(s)
- Christine Desmedt
- Breast Cancer Translational Research Laboratory J.-C. Heuson, Université Libre de Bruxelles, Institut Jules Bordet, 1000 Brussels, Belgium.
| | - Gabriele Zoppoli
- Department of Internal Medicine (DiMI), University of Genoa and Istituto di Ricovero e Cura a Carattere Scientifico San Martino-National Cancer Institute, Genoa, Italy
| | - Christos Sotiriou
- Breast Cancer Translational Research Laboratory J.-C. Heuson, Université Libre de Bruxelles, Institut Jules Bordet, 1000 Brussels, Belgium
| | - Roberto Salgado
- Breast Cancer Translational Research Laboratory J.-C. Heuson, Université Libre de Bruxelles, Institut Jules Bordet, 1000 Brussels, Belgium; Department of Pathology/TCRU, Sint Augustinus, Wilrijk, Belgium
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47
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Truin W, Roumen RMH, Siesling S, van de Vijver KK, Tjan-Heijnen VCG, Voogd AC. Estrogen and progesterone receptor expression levels do not differ between lobular and ductal carcinoma in patients with hormone receptor-positive tumors. Breast Cancer Res Treat 2017; 164:133-138. [PMID: 28365833 PMCID: PMC5487722 DOI: 10.1007/s10549-017-4220-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2017] [Accepted: 03/23/2017] [Indexed: 11/29/2022]
Abstract
Background Differences in estrogen (ER) and progesterone (PR) expression between invasive lobular carcinoma (ILC) and invasive ductal carcinoma (IDC) could be an underlying reason for the difference in chemo-sensitivity and response to hormonal therapy between ILC and IDC. The aim of this study was to investigate the differences in ER and PR expression levels between postmenopausal patients with hormonal receptor-positive ILC and IDC. Methods We included all ER and/or PR receptor-positive ILC and IDC, diagnosed between January 2011 and December 2013 from the population-based Netherlands Cancer Registry. A semi-quantitative classification was used to analyze differences in ER/PR expression, which consisted of three ER expression classes: 10–69, 70–89, and ≥90%. Differences in ER and PR expression levels between IDC and ILC were analyzed according to age group, tumor size, axillary nodal status, grade, and HER2 status. Results In total, 26,339 ER and/or PR-positive breast cancers were included in the study, of which 17% were ILC and 83% IDC. In patients with IDC, 86% of the tumors showed an ER expression level of 90% or more, compared to 84% in those with ILC. In both IDC and ILC a PR expression level of 90% or more was observed in 54% of the tumors. In postmenopausal patients aged 50–69 years no significant differences could be observed in ER and PR expression levels between ILC and IDC. Conclusion Patients with ER and PR-positive ILC and IDC have similar quantitative ER and PR expression profiles, implicating that ER/PR expression is unlikely to be a confounding factor in studies concerning chemo-sensitivity of ILC and IDC.
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MESH Headings
- Aged
- Breast Neoplasms/diagnosis
- Breast Neoplasms/genetics
- Breast Neoplasms/pathology
- Carcinoma, Ductal, Breast/diagnosis
- Carcinoma, Ductal, Breast/genetics
- Carcinoma, Ductal, Breast/pathology
- Carcinoma, Lobular/diagnosis
- Carcinoma, Lobular/genetics
- Carcinoma, Lobular/pathology
- Diagnosis, Differential
- Estrogens/genetics
- Female
- Gene Expression Regulation, Neoplastic
- Humans
- Middle Aged
- Netherlands
- Progesterone/genetics
- Receptors, Estrogen/genetics
- Receptors, Progesterone/genetics
- Treatment Outcome
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Affiliation(s)
- Wilfred Truin
- Department of Surgery, Máxima Medical Center, Veldhoven, The Netherlands
| | - Rudi M H Roumen
- Department of Surgery, Máxima Medical Center, Veldhoven, The Netherlands
- Department of Medical Oncology, GROW - School for Oncology and Developmental Biology, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Sabine Siesling
- Department of Research, Netherlands Comprehensive Cancer Organisation, Utrecht, The Netherlands
- Department of Health Technology and Services Research, MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, The Netherlands
| | - Koen K van de Vijver
- Department of Pathology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Vivianne C G Tjan-Heijnen
- Department of Medical Oncology, GROW - School for Oncology and Developmental Biology, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Adri C Voogd
- Department of Medical Oncology, GROW - School for Oncology and Developmental Biology, Maastricht University Medical Center, Maastricht, The Netherlands.
- Department of Research, Netherlands Comprehensive Cancer Organisation, Utrecht, The Netherlands.
- Department of Epidemiology, Maastricht University Medical Center, PO Box 616, 6200 MD, Maastricht, The Netherlands.
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Beumer IJ, Persoon M, Witteveen A, Dreezen C, Chin SF, Sammut SJ, Snel M, Caldas C, Linn S, van ’t Veer LJ, Bernards R, Glas AM. Prognostic Value of MammaPrint ® in Invasive Lobular Breast Cancer. Biomark Insights 2016; 11:139-146. [PMID: 27980389 PMCID: PMC5153320 DOI: 10.4137/bmi.s38435] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2016] [Revised: 10/16/2016] [Accepted: 10/22/2016] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND MammaPrint® is a microarray-based gene expression test cleared by the US Food and Drug Administration to assess recurrence risk in early-stage breast cancer, aimed to guide physicians in making neoadjuvant and adjuvant treatment decisions. The increase in the incidence of invasive lobular carcinomas (ILCs) over the past decades and the modest representation of ILC in the MammaPrint development data set calls for a stratified survival analysis dedicated to this specific subgroup. STUDY AIM The current study aimed to validate the prognostic value of the MammaPrint test for breast cancer patients with early-stage ILCs. MATERIALS AND METHODS Univariate and multivariate survival associations for overall survival (OS), distant metastasis-free interval (DMFI), and distant metastasis-free survival (DMFS) were studied in a study population of 217 early-stage ILC breast cancer patients from five different clinical studies. RESULTS AND DISCUSSION A significant association between MammaPrint High Risk and poor clinical outcome was shown for OS, DMFI, and DMFS. A subanalysis was performed on the lymph node-negative study population. In the lymph node-negative study population, we report an up to 11 times higher change in the diagnosis of an event in the MammaPrint High Risk group. For DMFI, the reported hazard ratio is 11.1 (95% confidence interval = 2.3-53.0). CONCLUSION Study results validate MammaPrint as an independent factor for breast cancer patients with early-stage invasive lobular breast cancer. Hazard ratios up to 11 in multivariate analyses emphasize the independent value of MammaPrint, specifically in lymph node-negative ILC breast cancers.
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Affiliation(s)
| | | | | | | | - Suet-Feung Chin
- Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge, UK
| | - Stephen-John Sammut
- Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge, UK
| | - Mireille Snel
- Agendia NV, Science Park, Amsterdam, the Netherlands
| | - Carlos Caldas
- Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge, UK
| | - Sabine Linn
- Division of Molecular Pathology, Netherlands Cancer Institute, Plesmanlaan, Amsterdam, the Netherlands
- Division of Medical Oncology, Netherlands Cancer Institute, Plesmanlaan, Amsterdam, the Netherlands
- Department of Pathology, University Medical Center Utrecht, Heidelberglaan, Utrecht, the Netherlands
| | - Laura J. van ’t Veer
- Agendia NV, Science Park, Amsterdam, the Netherlands
- Helen Diller Family Comprehensive Cancer Center, University of California at San Francisco, San Francisco, CA, USA
| | - Rene Bernards
- Agendia NV, Science Park, Amsterdam, the Netherlands
- Division of Molecular Carcinogenesis, Cancer Genomics Centre, Utrecht, the Netherlands
- Division of Molecular Carcinogenesis, Cancer Genomics Centre Netherlands. Netherlands Cancer Institute, Amsterdam, the Netherlands
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Finn RS, Crown JP, Ettl J, Schmidt M, Bondarenko IM, Lang I, Pinter T, Boer K, Patel R, Randolph S, Kim ST, Huang X, Schnell P, Nadanaciva S, Bartlett CH, Slamon DJ. Efficacy and safety of palbociclib in combination with letrozole as first-line treatment of ER-positive, HER2-negative, advanced breast cancer: expanded analyses of subgroups from the randomized pivotal trial PALOMA-1/TRIO-18. Breast Cancer Res 2016; 18:67. [PMID: 27349747 PMCID: PMC4924326 DOI: 10.1186/s13058-016-0721-5] [Citation(s) in RCA: 130] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2016] [Accepted: 05/27/2016] [Indexed: 01/08/2023] Open
Abstract
Background Palbociclib is an oral small-molecule inhibitor of cyclin-dependent kinases 4 and 6. In the randomized, open-label, phase II PALOMA-1/TRIO-18 trial, palbociclib in combination with letrozole improved progression-free survival (PFS) compared with letrozole alone as first-line treatment of estrogen receptor (ER)-positive, human epidermal growth factor receptor 2 (HER2)-negative, advanced breast cancer (20.2 months versus 10.2 months; hazard ratio (HR) = 0.488, 95 % confidence interval (CI) 0.319–0.748; one-sided p = 0.0004). Grade 3–4 neutropenia was the most common adverse event (AE) in the palbociclib + letrozole arm. We now present efficacy and safety analyses based on several specific patient and tumor characteristics, and present in detail the clinical patterns of neutropenia observed in the palbociclib + letrozole arm of the overall safety population. Methods Postmenopausal women (n = 165) with ER+, HER2-negative, advanced breast cancer who had not received any systemic treatment for their advanced disease were randomized 1:1 to receive either palbociclib in combination with letrozole or letrozole alone. Treatment continued until disease progression, unacceptable toxicity, consent withdrawal, or death. The primary endpoint was PFS. We now analyze the difference in PFS for the treatment populations by subgroups, including age, histological type, history of prior neoadjuvant/adjuvant systemic treatment, and sites of distant metastasis, using the Kaplan-Meier method. HR and 95 % CI are derived from a Cox proportional hazards regression model. Results A clinically meaningful improvement in median PFS and clinical benefit response (CBR) rate was seen with palbociclib + letrozole in every subgroup evaluated. Grade 3–4 neutropenia was the most common AE with palbociclib + letrozole in all subgroups. Analysis of the frequency of neutropenia by grade during the first six cycles of treatment showed that there was a downward trend in Grade 3–4 neutropenia over time. Among those who experienced Grade 3–4 neutropenia, 71.7 % had no overlapping infections of any grade and none had overlapping Grade 3–4 infections. Conclusion The magnitude of clinical benefit seen with the addition of palbociclib to letrozole in improving both median PFS and CBR rate is consistent in nearly all subgroups analyzed, and consistent with that seen in the overall study population. The safety profile of the combination treatment in all subgroups was also comparable to that in the overall safety population of the study. Electronic supplementary material The online version of this article (doi:10.1186/s13058-016-0721-5) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Richard S Finn
- Department of Medicine, Division of Hematology/Oncology, David Geffen School of Medicine at University of California Los Angeles, Los Angeles, CA, USA.
| | - John P Crown
- Irish Cooperative Oncology Research Group, Dublin, Ireland
| | | | | | - Igor M Bondarenko
- Dnipropetrovsk Medical Academy, City Multiple-Discipline Clinical Hospital, Dnipropetrovsk, Ukraine
| | - Istvan Lang
- Orszagos Onkologiai Intezet, Budapest, Hungary
| | | | - Katalin Boer
- Department of Medical Oncology, Szent Margit Korhaz, Onkologia, Budapest, Hungary
| | | | | | | | | | | | | | | | - Dennis J Slamon
- Department of Medicine, Division of Hematology/Oncology, David Geffen School of Medicine at University of California Los Angeles, Los Angeles, CA, USA
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50
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Desmedt C, Zoppoli G, Gundem G, Pruneri G, Larsimont D, Fornili M, Fumagalli D, Brown D, Rothé F, Vincent D, Kheddoumi N, Rouas G, Majjaj S, Brohée S, Van Loo P, Maisonneuve P, Salgado R, Van Brussel T, Lambrechts D, Bose R, Metzger O, Galant C, Bertucci F, Piccart-Gebhart M, Viale G, Biganzoli E, Campbell PJ, Sotiriou C. Genomic Characterization of Primary Invasive Lobular Breast Cancer. J Clin Oncol 2016; 34:1872-81. [DOI: 10.1200/jco.2015.64.0334] [Citation(s) in RCA: 194] [Impact Index Per Article: 24.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
Abstract
Purpose Invasive lobular breast cancer (ILBC) is the second most common histologic subtype after invasive ductal breast cancer (IDBC). Despite clinical and pathologic differences, ILBC is still treated as IDBC. We aimed to identify genomic alterations in ILBC with potential clinical implications. Methods From an initial 630 ILBC primary tumors, we interrogated oncogenic substitutions and insertions and deletions of 360 cancer genes and genome-wide copy number aberrations in 413 and 170 ILBC samples, respectively, and correlated those findings with clinicopathologic and outcome features. Results Besides the high mutation frequency of CDH1 in 65% of tumors, alterations in one of the three key genes of the phosphatidylinositol 3-kinase pathway, PIK3CA, PTEN, and AKT1, were present in more than one-half of the cases. HER2 and HER3 were mutated in 5.1% and 3.6% of the tumors, with most of these mutations having a proven role in activating the human epidermal growth factor receptor/ERBB pathway. Mutations in FOXA1 and ESR1 copy number gains were detected in 9% and 25% of the samples. All these alterations were more frequent in ILBC than in IDBC. The histologic diversity of ILBC was associated with specific alterations, such as enrichment for HER2 mutations in the mixed, nonclassic, and ESR1 gains in the solid subtype. Survival analyses revealed that chromosome 1q and 11p gains showed independent prognostic value in ILBC and that HER2 and AKT1 mutations were associated with increased risk of early relapse. Conclusion This study demonstrates that we can now begin to individualize the treatment of ILBC, with HER2, HER3, and AKT1 mutations representing high-prevalence therapeutic targets and FOXA1 mutations and ESR1 gains deserving urgent dedicated clinical investigation, especially in the context of endocrine treatment.
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Affiliation(s)
- Christine Desmedt
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Gabriele Zoppoli
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Gunes Gundem
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Giancarlo Pruneri
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Denis Larsimont
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Marco Fornili
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Debora Fumagalli
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - David Brown
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Françoise Rothé
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Delphine Vincent
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Naima Kheddoumi
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Ghizlane Rouas
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Samira Majjaj
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Sylvain Brohée
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Peter Van Loo
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Patrick Maisonneuve
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Roberto Salgado
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Thomas Van Brussel
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Diether Lambrechts
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Ron Bose
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Otto Metzger
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Christine Galant
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - François Bertucci
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Martine Piccart-Gebhart
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Giuseppe Viale
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Elia Biganzoli
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Peter J. Campbell
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
| | - Christos Sotiriou
- Christine Desmedt, Gabriele Zoppoli, Denis Larsimont, Debora Fumagalli, David Brown, Françoise Rothé, Delphine Vincent, Naima Kheddoumi, Ghizlane Rouas, Samira Majjaj, Sylvain Brohée, Roberto Salgado, Martine Piccart-Gebhart, and Christos Sotiriou, Institut Jules Bordet; Christine Galant, Cliniques Universitaires Saint Luc, Brussels; Peter Van Loo, University of Leuven; Thomas Van Brussel and Diether Lambrechts, VIB Vesalius Research Center, Leuven, Belgium; Gabriele Zoppoli, University of Genoa and
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