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Teng L, Du J, Yan S, Xu P, Liu J, Zhao X, Tao W. A novel nomogram and survival analysis for different lymph node status in breast cancer based on the SEER database. Breast Cancer 2024; 31:769-786. [PMID: 38802681 PMCID: PMC11341746 DOI: 10.1007/s12282-024-01591-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2023] [Accepted: 05/04/2024] [Indexed: 05/29/2024]
Abstract
INTRODUCTION The axillary lymph node status (ALNS) and internal mammary lymph nodes (IMLN) expression associated with breast cancer are closely linked to prognosis. This study aimed to establish a nomogram to predict survival at 3, 5, and 10 years in patients with various lymph node statuses. METHODS We obtained data from patients with breast cancer between 2004 and 2015 from the Surveillance, Epidemiology, and End Results (SEER database). Chi-square analysis was performed to test for differences in the pathological characteristics of the groups, and Kaplan-Meier analysis and the log-rank test were used to plot and compare the correlation between overall survival (OS) and breast cancer specific survival (BCSS). The log-rank test was used for the univariate analysis, and statistically significant characteristics were included in the multivariate and Cox regression analyses. Finally, Independent factor identification was included in constructing the nomogram using R studio 4.2.0; area under curve (AUC) values were calculated, and receiver operating characteristic (ROC) curve, calibration, and decision curve analysis (DCA) curves were plotted for evaluation. RESULTS A total of 279,078 patients were enrolled and analysed, demonstrating that the isolated tumour cells (ITC) group had clinicopathological characteristics similar to those of micrometastases (Mic). Multivariate analysis was performed to identify each subgroup's independent risk factors and construct a nomogram. The AUC values were 74.7 (95% CI 73.6-75.8), 72.8 (95% CI 71.9-73.8), and 71.2 (95% CI 70.2-72.2) for 3-, 5-, and 10-year OS, respectively, and 82.2 (95% CI 80.9-83.6), 80.1 (95% CI 79.0-81.2), and 75.5 (95% CI 74.3-76.8) for BCSS in overall breast cancer cases, respectively. AUC values for 3-, 5-, and 10-year OS in the ITC group were 64.8 (95% CI 56.5-73.2), 67.7 (95% CI 62.0-73.4), and 65.4 (95% CI 60.0-70.7), respectively. For those in the Mic group, AUC values for 3-, 5-, and 10-year OS were 72.9 (95% CI 70.7-75.1), 72.4 (95% CI 70.6-74.1), and 71.3 (95% CI 69.6-73.1), respectively, and AUC values for BCSS were 77.8 (95% CI 74.9-80.7), 75.7 (95% CI 73.5-77.9), and 70.3 (95% CI 68.0-72.6), respectively. In the IMLN group, AUC values for 3-, 5-, and 10-year OS were 75.2 (95% CI 71.7-78.7), 73.4 (95% CI 70.0-76.8), and 74.0 (95% CI 69.6-78.5), respectively, and AUC values for BCSS were 76.6 (95% CI 73.0-80.3), 74.1 (95% CI 70.5-77.7), and 74.7 (95% CI 69.8-79.5), respectively. The ROC, calibration, and DCA curves verified that the nomogram had better predictability and benefits. CONCLUSION This study is the first to investigate the predictive value of different axillary lymph node statuses and internal mammary lymph node metastases in breast cancer, providing clinicians with additional aid in treatment decisions.
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Affiliation(s)
- Lizhi Teng
- Department of Breast Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, 150001, China
- Key Laboratory of Acoustic, Optical and Electromagnetic Diagnosis and Treatment of Cardiovascular Diseases, Harbin, Heilongjiang, China
- Key Laboratory of Hepatosplenic Surgery, Ministry of Education, Harbin, Heilongjiang, China
- NHC Key Laboratory of Cell Transplantation, Heilongjiang, China
| | - Juntong Du
- Department of Breast Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, 150001, China
- Key Laboratory of Acoustic, Optical and Electromagnetic Diagnosis and Treatment of Cardiovascular Diseases, Harbin, Heilongjiang, China
- Key Laboratory of Hepatosplenic Surgery, Ministry of Education, Harbin, Heilongjiang, China
- NHC Key Laboratory of Cell Transplantation, Heilongjiang, China
| | - Shuai Yan
- Department of Breast Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, 150001, China
- Key Laboratory of Acoustic, Optical and Electromagnetic Diagnosis and Treatment of Cardiovascular Diseases, Harbin, Heilongjiang, China
- Key Laboratory of Hepatosplenic Surgery, Ministry of Education, Harbin, Heilongjiang, China
- NHC Key Laboratory of Cell Transplantation, Heilongjiang, China
| | - Peng Xu
- Department of Breast Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, 150001, China
- Key Laboratory of Acoustic, Optical and Electromagnetic Diagnosis and Treatment of Cardiovascular Diseases, Harbin, Heilongjiang, China
- Key Laboratory of Hepatosplenic Surgery, Ministry of Education, Harbin, Heilongjiang, China
- NHC Key Laboratory of Cell Transplantation, Heilongjiang, China
| | - Jiangnan Liu
- Department of Breast Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, 150001, China
| | - Xinyang Zhao
- Department of Breast Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, 150001, China
- Key Laboratory of Acoustic, Optical and Electromagnetic Diagnosis and Treatment of Cardiovascular Diseases, Harbin, Heilongjiang, China
- Key Laboratory of Hepatosplenic Surgery, Ministry of Education, Harbin, Heilongjiang, China
- NHC Key Laboratory of Cell Transplantation, Heilongjiang, China
| | - Weiyang Tao
- Department of Breast Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, 150001, China.
- Key Laboratory of Acoustic, Optical and Electromagnetic Diagnosis and Treatment of Cardiovascular Diseases, Harbin, Heilongjiang, China.
- Key Laboratory of Hepatosplenic Surgery, Ministry of Education, Harbin, Heilongjiang, China.
- NHC Key Laboratory of Cell Transplantation, Heilongjiang, China.
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Adjuvant chemotherapy for breast cancer patients with axillary lymph node micrometastases. Breast Cancer Res Treat 2021; 187:715-727. [PMID: 33721148 DOI: 10.1007/s10549-021-06162-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Accepted: 02/23/2021] [Indexed: 12/22/2022]
Abstract
BACKGROUND The axillary lymph node status is one of the most important prognostic factors in patients with early breast cancer. However, the impact of axillary lymph node micrometastases on survival remains unclear. There are no consistent recommendations for adjuvant chemotherapy (CHT). In this context, we aimed to investigate the impact of micrometastases on the clinical outcome of breast cancer patients according to the adjuvant CHT performed. PATIENTS AND METHODS We conducted a retrospective population-based registry study of 26,465 patients aged between 24 and 97 years with primary breast cancer diagnosed between 2003 and 2017. Of these patients, 8856 with early breast cancer were eligible for analysis: 8316 (93.9%) were node negative and 540 (6.1%) had lymph node micrometastases. RESULTS The median follow-up was 7.2 years, with a confidence interval (CI) of 7.1-7.3 years. Patients with lymph node micrometastases (pN1mi) without adjuvant CHT have reduced 10-year overall survival (OS) and recurrence-free survival (RFS) compared to patients who had axillary lymph node micrometastases and received an adjuvant CHT. However, this effect disappeared after adjustment for age, tumor size and tumor grading. Furthermore, in the group of patients with lymph node micrometastases, the administration of adjuvant CHT did not improve OS or RFS, compared to patients with lymph node micrometastases without adjuvant CHT: hazard ratio for treated patients was 1.51 (95% CI 0.80-2.85, p = 0.208) for OS and 1.12 (95% CI 0.63-1.97, p = 0.705) for RFS. CONCLUSION Patients with axillary lymph node micrometastases showed a comparable outcome to node negative patients and their outcome was not significantly improved with CHT. Thus, axillary lymph node micrometastases should not be considered in the treatment decision.
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Wilczak W, Wittmer C, Clauditz T, Minner S, Steurer S, Büscheck F, Krech T, Lennartz M, Harms L, Leleu D, Ahrens M, Ingwerth S, Günther CT, Koop C, Simon R, Jacobsen F, Tsourlakis MC, Chirico V, Höflmayer D, Vettorazzi E, Haese A, Steuber T, Salomon G, Michl U, Budäus L, Tilki D, Thederan I, Fraune C, Göbel C, Henrich MC, Juhnke M, Möller K, Bawahab AA, Uhlig R, Adam M, Weidemann S, Beyer B, Huland H, Graefen M, Sauter G, Schlomm T. Marked Prognostic Impact of Minimal Lymphatic Tumor Spread in Prostate Cancer. Eur Urol 2018; 74:376-386. [PMID: 29908878 DOI: 10.1016/j.eururo.2018.05.034] [Citation(s) in RCA: 54] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2017] [Accepted: 05/28/2018] [Indexed: 01/03/2023]
Abstract
BACKGROUND Nodal metastasis (N1) is a strong prognostic parameter in prostate cancer; however, lymph node evaluation is always incomplete. OBJECTIVE To study the prognostic value of lymphatic invasion (L1) and whether it might complement or even replace lymph node analysis in clinical practice. DESIGN, SETTING, AND PARTICIPANTS Retrospective analysis of pathological and clinical data from 14 528 consecutive patients. INTERVENTION Radical prostatectomy. OUTCOME MEASUREMENTS AND STATISTICAL ANALYSIS The impact of L1 and N1 on patient prognosis was measured with time to biochemical recurrence as the primary endpoint. RESULTS AND LIMITATIONS Nodal metastases were found in 1602 (12%) of 13 070 patients with lymph node dissection. L1 was seen in 2027 of 14 528 patients (14%) for whom lymphatic vessels had been visualized by immunohistochemistry. N1 and L1 continuously increased with unfavorable Gleason grade, advanced pT stage, and preoperative prostate-specific antigen (PSA) values (p<0.0001 each). N1 was found in 4.3% of 12 501 L0 and in 41% of 2027 L1 carcinomas (p<0.0001). L1 was seen in 11% of 9868 N0 and in 61% of 1360 N1 carcinomas (p<0.0001). Both N1 and L1 were linked to PSA recurrence (p<0.0001 each). This was also true for 17 patients with isolated tumor cells (ie, <200 unequivocal cancer cells without invasive growth) and 193 metastases ≤1mm. Combined analysis of N and L status showed that L1 had no prognostic effect in N1 patients but L1 was strikingly linked to PSA recurrence in N0 patients. N0L1 patients showed a similar outcome as N1 patients. CONCLUSIONS Analysis of lymphatic invasion provides comparable prognostic information than lymph node analysis. Even minimal involvement of the lymphatic system has pivotal prognostic impact in prostate cancer. Thus, a thorough search for lymphatic involvement helps to identify more patients with an increased risk for disease recurrence. PATIENT SUMMARY Already minimal amounts of tumor cells inside the lymph nodes or intraprostatic lymphatic vessels have a severe impact on patient prognosis.
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Affiliation(s)
- Waldemar Wilczak
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Corinna Wittmer
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Till Clauditz
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Sarah Minner
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Stefan Steurer
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Franziska Büscheck
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Till Krech
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Maximilian Lennartz
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Luisa Harms
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Diane Leleu
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Marc Ahrens
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Sebastian Ingwerth
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | | | - Christina Koop
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Ronald Simon
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Frank Jacobsen
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Maria C Tsourlakis
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Viktoria Chirico
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Doris Höflmayer
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Eik Vettorazzi
- Department of Medical Biometry and Epidemiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Alexander Haese
- Martini-Clinic Prostate Cancer Center, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Thomas Steuber
- Martini-Clinic Prostate Cancer Center, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Georg Salomon
- Martini-Clinic Prostate Cancer Center, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Uwe Michl
- Martini-Clinic Prostate Cancer Center, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Lars Budäus
- Martini-Clinic Prostate Cancer Center, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Derya Tilki
- Martini-Clinic Prostate Cancer Center, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Imke Thederan
- Martini-Clinic Prostate Cancer Center, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Christoph Fraune
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Cosima Göbel
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | | | - Manuela Juhnke
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Katharina Möller
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Ahmed Abdullah Bawahab
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany; Department of Pathology, Faculty of Medicine, University of Jeddah, Jeddah, Saudi Arabia
| | - Ria Uhlig
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Meike Adam
- Martini-Clinic Prostate Cancer Center, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Sören Weidemann
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Burkhard Beyer
- Martini-Clinic Prostate Cancer Center, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Hartwig Huland
- Martini-Clinic Prostate Cancer Center, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Markus Graefen
- Martini-Clinic Prostate Cancer Center, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Guido Sauter
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.
| | - Thorsten Schlomm
- Martini-Clinic Prostate Cancer Center, University Medical Center Hamburg-Eppendorf, Hamburg, Germany; Department of Urology, Section for Translational Prostate Cancer Research, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
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Beek MA, Verheuvel NC, Luiten EJT, Klompenhouwer EG, Rutten HJT, Roumen RMH, Gobardhan PD, Voogd AC. Two decades of axillary management in breast cancer. Br J Surg 2015; 102:1658-64. [DOI: 10.1002/bjs.9955] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2015] [Revised: 05/26/2015] [Accepted: 08/27/2015] [Indexed: 02/06/2023]
Abstract
Abstract
Background
Axillary lymph node dissection (ALND) in patients with breast cancer provides prognostic information. For many years, positive nodes were the most important indication for adjuvant systemic therapy. It was also believed that regional control could not be achieved without axillary clearance in a positive axilla. However, during the past 20 years the treatment and staging of the axilla has undergone many changes. This large population-based study was conducted in the south-east of the Netherlands to evaluate the changing patterns of care regarding the axilla, including the introduction of sentinel lymph node biopsy (SLNB) in the late 1990s, implementation of the results of the American College of Surgeons Oncology Group Z0011 study, and the initial effects of the European Organization for Research and Treatment of Cancer AMAROS study.
Methods
Data from the population-based Eindhoven Cancer Registry of all women diagnosed with invasive breast cancer in the south of the Netherlands between January 1993 and July 2014 were used.
Results
The proportion of 34 037 women staged by SLNB without completion ALND increased from 0 per cent in 1993–1994 to 69·0 per cent in 2013–2014. In the same period the proportion undergoing ALND decreased from 88·8 to 18·7 per cent. Among women with one to three positive lymph nodes, the proportion undergoing SLNB alone increased from 10·6 per cent in 2011–2012 to 37·6 per cent in 2013–2014.
Conclusion
This population-based study demonstrated the radical transformation in management of the axilla since the introduction of SLNB and following the recent publication of trials on management of the axilla with a low metastatic burden.
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Affiliation(s)
- M A Beek
- Department of Surgery, Amphia Hospital, Breda, The Netherlands
| | - N C Verheuvel
- Department of Surgery, Maastricht University, Maastricht, The Netherlands
| | - E J T Luiten
- Department of Surgery, Amphia Hospital, Breda, The Netherlands
| | - E G Klompenhouwer
- Departments of Radiology, Catharina Hospital, Eindhoven, The Netherlands
| | - H J T Rutten
- Department of Surgery, Maastricht University, Maastricht, The Netherlands
- Departments of Surgery, Catharina Hospital, Eindhoven, The Netherlands
| | - R M H Roumen
- Department of Surgery, Máxima Medisch Centrum, Veldhoven, The Netherlands
| | - P D Gobardhan
- Department of Surgery, Amphia Hospital, Breda, The Netherlands
| | - A C Voogd
- Department of Epidemiology, Faculty of Health Medicine and Life Sciences, School for Oncology and Developmental Biology (GROW), Maastricht University, Maastricht, The Netherlands
- Department of Research, Netherlands Comprehensive Cancer Organization, Eindhoven, The Netherlands
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Ram R, Singh J, McCaig E. Sentinel Node Biopsy Alone versus Completion Axillary Node Dissection in Node Positive Breast Cancer: Systematic Review and Meta-Analysis. Int J Breast Cancer 2014; 2014:513780. [PMID: 25383226 PMCID: PMC4214001 DOI: 10.1155/2014/513780] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2014] [Accepted: 09/07/2014] [Indexed: 02/08/2023] Open
Abstract
Introduction. There has been recent interest in validity of completion axillary node dissection after a positive sentinel node. This systematic review aims to ascertain if sentinel lymph node dissection alone was noninferior to axillary lymph node dissection for breast cancer patients who have a positive sentinel node. Method. A systematic review of the electronic databases Embase, MEDLINE, and Cochrane Register of Controlled Trials was carried out. Only randomised trials that had patients with positive sentinel node as the study sample were included in the meta-analysis using the reported hazard ratios with a fixed effect model. Results. Three randomised controlled trials and five retrospective studies were identified. The pooled effect for overall survival was HR 0.94, 95% CI [0.79, 1.19], and for disease free survival was HR 0.83, 95% CI [0.60, 1.14]. The reported rates for locoregional recurrence were similar in both groups. The surgical morbidity was found to be significantly more in patients who had underwent axillary dissection. Conclusion. Amongst patients with micrometastasis in the sentinel node, no further axillary dissection is necessary. For patients with macrometastasis in the sentinel node, it is reasonable to consider omitting axillary dissection to avoid the morbidity of the procedure.
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Affiliation(s)
- Rachna Ram
- Plastic Burns and Maxillofacial Unit, Hutt Valley DHB, Private Bag 31907, Lower Hutt 5010, New Zealand
| | - Jasprit Singh
- Fiji National University College of Medicine, Nursing and Health Sciences, Private Mail Bag, Brown Street, Suva, Fiji
| | - Eddie McCaig
- Colonial War Memorial Hospital, Private Mail Bag, Brown Street, Suva, Fiji
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Houvenaeghel G, Classe JM, Garbay JR, Giard S, Cohen M, Faure C, Hélène C, Belichard C, Uzan S, Hudry D, Azuar P, Villet R, Penault Llorca F, Tunon de Lara C, Goncalves A, Esterni B. Prognostic value of isolated tumor cells and micrometastases of lymph nodes in early-stage breast cancer: a French sentinel node multicenter cohort study. Breast 2014; 23:561-6. [PMID: 24874284 DOI: 10.1016/j.breast.2014.04.004] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2013] [Revised: 03/19/2014] [Accepted: 04/13/2014] [Indexed: 01/14/2023] Open
Abstract
To define the prognostic value of isolated tumor cells (ITC), micrometastases (pN1mi) and macrometastases in early stage breast cancer (ESBC). We conducted a retrospective multicenter cohort study at 13 French sites. All the eligible patients who underwent SLNB from January 1999 to December 2008 were identified, and appropriate data were extracted from medical records and analyzed. Among 8001 patients, including 70% node-negative (n = 5588), 4% ITC (n = 305), 10% pN1mi (n = 794) and 16% macrometastases (n = 1314) with a median follow-up of 61.3 months, overall survival (OS) and recurrence-free survival (RFS) rates at 84 months were not statistically different in ITC or pN1mi compared to tumor-free nodes. Axillary recurrence (AR) was significantly more frequent in ITC (1.7%) and pN1mi (1.5%) compared to negative nodes (0.6%). Survival and AR rates of single macrometastases were not different from those of ITC or pN1mi. In case of 2 macrometastases or more, survival rates decreased and recurrence rates increased significantly. Micrometastases and ITC do not have a negative prognostic value. Single macrometastases might have an intermediate prognostic value while 2 macrometastases or more are associated with poorer prognosis.
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Affiliation(s)
- Gilles Houvenaeghel
- Institut Paoli Calmettes and CRCM, 232 Bd Sainte Marguerite, Marseille, France; Aix Marseille Université, France.
| | - Jean-Marc Classe
- Institut René Gauducheau, Site hospitalier Nord, St Herblain, France
| | - Jean-Rémy Garbay
- Institut Gustave Roussy, 114 rue Edouard Vaillant, Villejuif, France
| | - Sylvia Giard
- Centre Oscar Lambret, 3 rue Frédéric Combenal, Lille, France
| | - Monique Cohen
- Institut Paoli Calmettes and CRCM, 232 Bd Sainte Marguerite, Marseille, France
| | | | | | | | - Serge Uzan
- Hôpital Tenon, 4 rue de la Chine, Paris, France
| | - Delphine Hudry
- Centre Georges François Leclerc, 1 rue du Professeur Marion, Dijon, France
| | - Pierre Azuar
- Hôpital de Grasse, Chemin de Clavary, Grasse, France
| | - Richard Villet
- Hôpital des Diaconnesses, 18 rue du Sergent Bauchat, Paris, France
| | | | | | - Anthony Goncalves
- Institut Paoli Calmettes and CRCM, 232 Bd Sainte Marguerite, Marseille, France; Aix Marseille Université, France
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