1
|
Fattori S, Gorvel L, Granjeaud S, Rochigneux P, Rouvière MS, Ben Amara A, Boucherit N, Paul M, Dauplat MM, Thomassin-Piana J, Paciencia-Gros M, Avenin M, Pakradouni J, Barrou J, Charafe-Jauffret E, Houvenaeghel G, Lambaudie E, Bertucci F, Goncalves A, Tarpin C, Nunès JA, Devillier R, Chretien AS, Olive D. Quantification of Immune Variables from Liquid Biopsy in Breast Cancer Patients Links Vδ2 + γδ T Cell Alterations with Lymph Node Invasion. Cancers (Basel) 2021; 13:441. [PMID: 33503843 PMCID: PMC7865589 DOI: 10.3390/cancers13030441] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Revised: 01/15/2021] [Accepted: 01/21/2021] [Indexed: 01/12/2023] Open
Abstract
The rationale for therapeutic targeting of Vδ2+ γδ T cells in breast cancer is strongly supported by in vitro and murine preclinical investigations, characterizing them as potent breast tumor cell killers and source of Th1-related cytokines, backing cytotoxic αβ T cells. Nonetheless, insights regarding Vδ2+ γδ T cell phenotypic alterations in human breast cancers are still lacking. This paucity of information is partly due to the challenging scarcity of these cells in surgical specimens. αβ T cell phenotypic alterations occurring in the tumor bed are detectable in the periphery and correlate with adverse clinical outcomes. Thus, we sought to determine through an exploratory study whether Vδ2+ γδ T cells phenotypic changes can be detected within breast cancer patients' peripheral blood, along with association with tumor progression. By using mass cytometry, we quantified 130 immune variables from untreated breast cancer patients' peripheral blood. Supervised analyses and dimensionality reduction algorithms evidenced circulating Vδ2+ γδ T cell phenotypic alterations already established at diagnosis. Foremost, terminally differentiated Vδ2+ γδ T cells displaying phenotypes of exhausted senescent T cells associated with lymph node involvement. Thereby, our results support Vδ2+ γδ T cells implication in breast cancer pathogenesis and progression, besides shedding light on liquid biopsies to monitor surrogate markers of tumor-infiltrating Vδ2+ γδ T cell antitumor activity.
Collapse
Affiliation(s)
- Stéphane Fattori
- Team Immunity and Cancer, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, Aix-Marseille University, UM 105, 13009 Marseille, France; (S.F.); (L.G.); (P.R.); (M.-S.R.); (A.B.A.); (N.B.); (M.P.); (J.A.N.); (R.D.)
- Cancer Immunomonitoring Platform, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, 13009 Marseille, France
| | - Laurent Gorvel
- Team Immunity and Cancer, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, Aix-Marseille University, UM 105, 13009 Marseille, France; (S.F.); (L.G.); (P.R.); (M.-S.R.); (A.B.A.); (N.B.); (M.P.); (J.A.N.); (R.D.)
- Cancer Immunomonitoring Platform, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, 13009 Marseille, France
| | - Samuel Granjeaud
- Systems Biology Platform, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, Aix-Marseille University, UM 105, 13009 Marseille, France;
| | - Philippe Rochigneux
- Team Immunity and Cancer, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, Aix-Marseille University, UM 105, 13009 Marseille, France; (S.F.); (L.G.); (P.R.); (M.-S.R.); (A.B.A.); (N.B.); (M.P.); (J.A.N.); (R.D.)
- Cancer Immunomonitoring Platform, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, 13009 Marseille, France
- Department of Medical Oncology, Institut Paoli-Calmettes, 13009 Marseille, France; (F.B.); (A.G.); (C.T.)
| | - Marie-Sarah Rouvière
- Team Immunity and Cancer, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, Aix-Marseille University, UM 105, 13009 Marseille, France; (S.F.); (L.G.); (P.R.); (M.-S.R.); (A.B.A.); (N.B.); (M.P.); (J.A.N.); (R.D.)
- Cancer Immunomonitoring Platform, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, 13009 Marseille, France
| | - Amira Ben Amara
- Team Immunity and Cancer, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, Aix-Marseille University, UM 105, 13009 Marseille, France; (S.F.); (L.G.); (P.R.); (M.-S.R.); (A.B.A.); (N.B.); (M.P.); (J.A.N.); (R.D.)
- Cancer Immunomonitoring Platform, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, 13009 Marseille, France
| | - Nicolas Boucherit
- Team Immunity and Cancer, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, Aix-Marseille University, UM 105, 13009 Marseille, France; (S.F.); (L.G.); (P.R.); (M.-S.R.); (A.B.A.); (N.B.); (M.P.); (J.A.N.); (R.D.)
- Cancer Immunomonitoring Platform, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, 13009 Marseille, France
| | - Magali Paul
- Team Immunity and Cancer, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, Aix-Marseille University, UM 105, 13009 Marseille, France; (S.F.); (L.G.); (P.R.); (M.-S.R.); (A.B.A.); (N.B.); (M.P.); (J.A.N.); (R.D.)
- Cancer Immunomonitoring Platform, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, 13009 Marseille, France
| | - Marie Mélanie Dauplat
- Department of Pathology, Institut Paoli-Calmettes, 13009 Marseille, France; (M.M.D.); (J.T.-P.); (M.P.-G.); (M.A.); (E.C.-J.)
| | - Jeanne Thomassin-Piana
- Department of Pathology, Institut Paoli-Calmettes, 13009 Marseille, France; (M.M.D.); (J.T.-P.); (M.P.-G.); (M.A.); (E.C.-J.)
| | - Maria Paciencia-Gros
- Department of Pathology, Institut Paoli-Calmettes, 13009 Marseille, France; (M.M.D.); (J.T.-P.); (M.P.-G.); (M.A.); (E.C.-J.)
| | - Morgan Avenin
- Department of Pathology, Institut Paoli-Calmettes, 13009 Marseille, France; (M.M.D.); (J.T.-P.); (M.P.-G.); (M.A.); (E.C.-J.)
| | - Jihane Pakradouni
- Department of Clinical Research and Innovations, Institut Paoli-Calmettes, 13009 Marseille, France;
| | - Julien Barrou
- Department of Surgical Oncology, Institut Paoli-Calmettes, 13009 Marseille, France; (J.B.); (G.H.); (E.L.)
| | - Emmanuelle Charafe-Jauffret
- Department of Pathology, Institut Paoli-Calmettes, 13009 Marseille, France; (M.M.D.); (J.T.-P.); (M.P.-G.); (M.A.); (E.C.-J.)
- Team Epithelial Stem Cells and Cancer, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, Aix-Marseille University, UM 105, 13009 Marseille, France
- Faculty of Medical and Paramedic Sciences, Aix Marseille University, UM 105, 13005 Marseille, France
| | - Gilles Houvenaeghel
- Department of Surgical Oncology, Institut Paoli-Calmettes, 13009 Marseille, France; (J.B.); (G.H.); (E.L.)
- Faculty of Medical and Paramedic Sciences, Aix Marseille University, UM 105, 13005 Marseille, France
| | - Eric Lambaudie
- Department of Surgical Oncology, Institut Paoli-Calmettes, 13009 Marseille, France; (J.B.); (G.H.); (E.L.)
- Faculty of Medical and Paramedic Sciences, Aix Marseille University, UM 105, 13005 Marseille, France
| | - François Bertucci
- Department of Medical Oncology, Institut Paoli-Calmettes, 13009 Marseille, France; (F.B.); (A.G.); (C.T.)
- Team Predictive Oncology, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, Aix-Marseille University, UM 105, 13009 Marseille, France
| | - Anthony Goncalves
- Department of Medical Oncology, Institut Paoli-Calmettes, 13009 Marseille, France; (F.B.); (A.G.); (C.T.)
- Team Predictive Oncology, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, Aix-Marseille University, UM 105, 13009 Marseille, France
| | - Carole Tarpin
- Department of Medical Oncology, Institut Paoli-Calmettes, 13009 Marseille, France; (F.B.); (A.G.); (C.T.)
| | - Jacques A. Nunès
- Team Immunity and Cancer, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, Aix-Marseille University, UM 105, 13009 Marseille, France; (S.F.); (L.G.); (P.R.); (M.-S.R.); (A.B.A.); (N.B.); (M.P.); (J.A.N.); (R.D.)
| | - Raynier Devillier
- Team Immunity and Cancer, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, Aix-Marseille University, UM 105, 13009 Marseille, France; (S.F.); (L.G.); (P.R.); (M.-S.R.); (A.B.A.); (N.B.); (M.P.); (J.A.N.); (R.D.)
- Cancer Immunomonitoring Platform, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, 13009 Marseille, France
- Faculty of Medical and Paramedic Sciences, Aix Marseille University, UM 105, 13005 Marseille, France
- Department of Haematology, Institut Paoli-Calmettes, 13009 Marseille, France
| | - Anne-Sophie Chretien
- Team Immunity and Cancer, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, Aix-Marseille University, UM 105, 13009 Marseille, France; (S.F.); (L.G.); (P.R.); (M.-S.R.); (A.B.A.); (N.B.); (M.P.); (J.A.N.); (R.D.)
- Cancer Immunomonitoring Platform, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, 13009 Marseille, France
- Faculty of Medical and Paramedic Sciences, Aix Marseille University, UM 105, 13005 Marseille, France
| | - Daniel Olive
- Team Immunity and Cancer, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, Aix-Marseille University, UM 105, 13009 Marseille, France; (S.F.); (L.G.); (P.R.); (M.-S.R.); (A.B.A.); (N.B.); (M.P.); (J.A.N.); (R.D.)
- Cancer Immunomonitoring Platform, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm, U1068, CNRS, UMR7258, Institut Paoli-Calmettes, 13009 Marseille, France
- Faculty of Medical and Paramedic Sciences, Aix Marseille University, UM 105, 13005 Marseille, France
| |
Collapse
|
2
|
Thomassin-Piana J, Jalaguier-Coudray A, Cohen M, Houvenaeghel G, Charafe-Jauffret E, Paciencia-Gros M, Dauplat MM, Thomassin-Naggara I. Lésions histologiques mammaires à risque : classification actuelle et prise en charge. Imagerie de la Femme 2017. [DOI: 10.1016/j.femme.2017.03.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
|
3
|
Pasero C, Gravis G, Guerin M, Granjeaud S, Thomassin-Piana J, Rocchi P, Paciencia-Gros M, Poizat F, Bentobji M, Azario-Cheillan F, Walz J, Salem N, Brunelle S, Moretta A, Olive D. Inherent and Tumor-Driven Immune Tolerance in the Prostate Microenvironment Impairs Natural Killer Cell Antitumor Activity. Cancer Res 2016; 76:2153-65. [PMID: 27197252 DOI: 10.1158/0008-5472.can-15-1965] [Citation(s) in RCA: 132] [Impact Index Per Article: 16.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2015] [Accepted: 12/22/2015] [Indexed: 11/16/2022]
Abstract
The field of immunotherapy for solid tumors, such as prostate cancer, has been recently focusing on therapies that can counter tumor-mediated immunosuppression. Precise quantification and characterization of the immune infiltrates in tumors is crucial to improve treatment efficacy. Natural killer (NK) cells, major components of the antitumor immune system, have never been isolated from prostate tumors, despite their suspected role in disease progression. Here, we examined the frequency, phenotype, and functions of NK cells infiltrating control and tumor prostate tissues. NK cell infiltrates in prostate tissues were mainly CD56 (NCAM1)-positive and displayed an unexpected immature, but activated, phenotype with low or no cytotoxic potential. Furthermore, we show that TGFβ1 (TGFB1) is highly secreted into the prostate environment and partly mediates the immunosuppressive effects on NK cells. In addition to this basal level of immunotolerance to NK cells, the prostate environment became further resistant to NK cell-mediated immunity upon cancer cell infiltration. Coculture experiments revealed that prostate cancer cells induced the expression of inhibitory receptor (ILT2/LILRB1) and downregulated the expression of activating receptors NKp46 (NCR1), NKG2D (KLRK1), and CD16 (FCGR3) by NK cells, thus preventing their recognition of tumor cells. Notably, blood levels of NKp46 were also decreased in prostate cancer patients and were inversely correlated with levels of prostate-specific antigen, the main prognostic factor in prostate cancer. Our study shows that a strong immunosuppressive environment impairs NK cell function at multiple levels in prostate cancer and provides a rationale for the design of therapies that restore NK cell efficiency in the prostate tumor microenvironment. Cancer Res; 76(8); 2153-65. ©2016 AACR.
Collapse
Affiliation(s)
- Christine Pasero
- Centre de Recherche en Cancérologie de Marseille, INSERM U1068/CNRS U7258, Marseille, France. Institut Paoli-Calmettes, Marseille, France.
| | | | | | - Samuel Granjeaud
- Centre de Recherche en Cancérologie de Marseille, INSERM U1068/CNRS U7258, Marseille, France
| | | | - Palma Rocchi
- Centre de Recherche en Cancérologie de Marseille, INSERM U1068/CNRS U7258, Marseille, France. Institut Paoli-Calmettes, Marseille, France
| | | | | | | | | | | | - Naji Salem
- Institut Paoli-Calmettes, Marseille, France
| | | | | | - Daniel Olive
- Centre de Recherche en Cancérologie de Marseille, INSERM U1068/CNRS U7258, Marseille, France. Institut Paoli-Calmettes, Marseille, France. Aix Marseille Université, Marseille, France.
| |
Collapse
|
4
|
Gonçalves A, Bertucci F, Chaffanet M, Guille A, Garnier S, Adelaide J, Carbuccia N, Brunelle S, Piana G, Cabaud O, Thomassin-Piana J, Paciencia-Gros M, Chereau-Ewald E, Lambaudie E, Sabatier R, Tarpin C, Provansal M, Jalaguier-Coudray A, Extra JM, Sarran A, Pakradouni J, Viens P, Lopez M, Ginestier C, Charafe-Jauffret E, Birnbaum D. Abstract P4-13-23: Next-generation sequencing (NGS), array comparative genomic hybridization (aCGH) and patient-derived tumor xenograft (PDX) for precision medicine in advanced breast cancer: A single-center prospective study. Cancer Res 2016. [DOI: 10.1158/1538-7445.sabcs15-p4-13-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background
Genomic-based approaches in advanced breast cancer (ABC) were recently demonstrated as feasible in the clinical practice, but only a limited number of patients were actually treated with targeted therapies matching genomic alterations, with low antitumor activity. We conducted a pilot study to evaluate whether precision medicine using NGS and aCGH could be implemented prospectively at a single center in ABC patients. In addition, we examined whether PDX could be derived from ABC and thus could help inform therapeutic decision.
Methods
ABC patients accessible to tumor biopsy were prospectively enrolled at the Institut Paoli-Calmettes in the BC-BIO study (ClinicalTrials.gov, NCT01521676). Tumor tissue from locally recurrent or metastatic disease was immediately frozen after dedicated biopsy. Genomic profiling included high-resolution 4x180K aCGH (Agilent Technologies, Massy, France) and DNA sequencing, using a library of 365 cancer candidate genes (HaloPlex target enrichment kit, Agilent technologies, Santa Clara, CA, USA) and MiSeq analyzer (Illumina, San Diego, CA, USA) with 2x150-bp, paired-end at about 300x coverage. In a subset of patients, fresh tumor was implanted orthotopically in humanized cleared fat pads of NSG mice for establishing xenotransplants.
Results
A total of 34 ABC patients were included, with the following characteristics: median age 54 years (35-77); molecular subtypes: 11 triple-negative (32%), 12 luminal non-HER2 (35%), 4 luminal HER2 (12%), 3 HER2 non-luminal (9%), and 4 unknown (12%); 33 with previous chemotherapy (97%); 22 with previous endocrine treatment (35%); 7 with previous anti-HER2 (21%). Tumor biopsies were obtained from liver (15), skin (6), peritoneum (4), breast (3), node (3), lung (1), pleura (1), and ascitis (1), with a median tumor cellularity of 70% (range 10-90%). aCGH and NGS were available from 34 and 33 patients, respectively. An actionable target was found in 28 patients (82%), corresponding to 66 targets, including 37 mutations (8 in PIK3CA, 7 TP53, 4 ESR1, 2 AKT1, 2 BRCA2, 2 HER2), 22 amplifications (7 for CCND1, 2 CCNE1, 2 FGFR1, 2 IGF1R) and 7 homozygous deletions (3 for PTEN, 2 CDKN2A/B,1 BRCA2, 1 STK11). A targeted therapeutic proposal was possible, either in a clinical trial (N=18, 52%) or using already registered drugs (N=17, 50%). Ten patients actually received a targeted treatment, 1 of them experienced objective response and 1 showed stable disease for more than 6 months. Of 26 patients subjected to mouse implantation, 10 had successful xenografting (6 triple-negative, 2 HER2, 1 luminal non-HER2, 1 subtype non-attributed), with a median time to reach 10 mm of 148 days. These PDX will be used as models to understand the patient's therapeutic response.
Conclusion
Precision medicine using high-throughput DNA sequencing and aCGH can be implemented at a single center in the context of clinical practice and may allow direct therapeutic proposal in 1/3 of patients, but antitumor activity was minimal. PDX may be obtained in a significant fraction of patients, especially in triple-negative and HER2 subtypes, and could phenotypically complement genomic data.
Citation Format: Gonçalves A, Bertucci F, Chaffanet M, Guille A, Garnier S, Adelaide J, Carbuccia N, Brunelle S, Piana G, Cabaud O, Thomassin-Piana J, Paciencia-Gros M, Chereau-Ewald E, Lambaudie E, Sabatier R, Tarpin C, Provansal M, Jalaguier-Coudray A, Extra J-M, Sarran A, Pakradouni J, Viens P, Lopez M, Ginestier C, Charafe-Jauffret E, Birnbaum D. Next-generation sequencing (NGS), array comparative genomic hybridization (aCGH) and patient-derived tumor xenograft (PDX) for precision medicine in advanced breast cancer: A single-center prospective study. [abstract]. In: Proceedings of the Thirty-Eighth Annual CTRC-AACR San Antonio Breast Cancer Symposium: 2015 Dec 8-12; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2016;76(4 Suppl):Abstract nr P4-13-23.
Collapse
Affiliation(s)
- A Gonçalves
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - F Bertucci
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - M Chaffanet
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - A Guille
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - S Garnier
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - J Adelaide
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - N Carbuccia
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - S Brunelle
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - G Piana
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - O Cabaud
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - J Thomassin-Piana
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - M Paciencia-Gros
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - E Chereau-Ewald
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - E Lambaudie
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - R Sabatier
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - C Tarpin
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - M Provansal
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - A Jalaguier-Coudray
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - J-M Extra
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - A Sarran
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - J Pakradouni
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - P Viens
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - M Lopez
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - C Ginestier
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - E Charafe-Jauffret
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| | - D Birnbaum
- Institut Paoli-Calmettes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, INSERM U1068, CNRS U7258, Marseille, France; Aix-Marseille Universite, Marseille, France
| |
Collapse
|
5
|
Thomassin-Piana J, Paciencia-Gros M, Charafe-Jauffret E, Jalaguier-Coudray A. Corrélation imagerie-anatomopathologie en biopsie mammaire : utilité de la classification européenne illustrée en cas cliniques. Imagerie de la Femme 2015. [DOI: 10.1016/j.femme.2014.12.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
|