Annals of Surgical Oncology Cite Track
HOME HELP FEEDBACK SUBSCRIPTIONS ARCHIVE SEARCH TABLE OF CONTENTS

Originally published as Ann Surg Oncol Early Release 10.1245/ASO.2003.03.015 on November 10, 2003

Annals of Surgical Oncology 10:1140-1151 (2003)
© 2003 Society of Surgical Oncology
This Article
Right arrow Full Text
Right arrow Full Text (PDF)
Right arrow Alert me when this article is cited
Right arrow Alert me if a correction is posted
Services
Right arrow Similar articles in this journal
Right arrow Similar articles in PubMed
Right arrow Alert me to new issues of the journal
Right arrow Download to citation manager
Citing Articles
Right arrow Citing Articles via HighWire
Right arrow Citing Articles via Google Scholar
Google Scholar
Right arrow Articles by Van Zee, K. J.
Right arrow Articles by Kattan, M. W.
Right arrow Search for Related Content
PubMed
Right arrow PubMed Citation
Right arrow Articles by Van Zee, K. J.
Right arrow Articles by Kattan, M. W.
Related Collections
Right arrow Sentinel lymph node

ORIGINAL ARTICLES

A Nomogram for Predicting the Likelihood of Additional Nodal Metastases in Breast Cancer Patients With a Positive Sentinel Node Biopsy

Kimberly J. Van Zee, MS, MD, Donna-Marie E. Manasseh, MD, Jose L. B. Bevilacqua, MD, Susan K. Boolbol, MD, Jane V. Fey, MPH, Lee K. Tan, MD, Patrick I. Borgen, MD, Hiram S. Cody, III, MD and Michael W. Kattan, PhD

From the Departments of Surgery (KJVZ, DMEM, JLBB, SKB, JVF, PIB, HSC), Pathology (LKT), and Urology, Epidemiology and Biostatistics (MWK), Memorial Sloan-Kettering Cancer Center, New York, New York.

Correspondence: Address correspondence and reprint requests to: Kimberly J. Van Zee, MS, MD, FACS, 1275 York Ave., MRI-1026, New York, NY 10021; Fax: 212-794–5812; E-mail: vanzeek{at}mskcc.org

Background: The standard of care for breast cancer patients with sentinel lymph node (SLN) metastases includes complete axillary lymph node dissection (ALND). However, many question the need for complete ALND in every patient with detectable SLN metastases, particularly those perceived to have a low risk of non-SLN metastases. Accurate estimates of the likelihood of additional disease in the axilla could assist greatly in decision-making regarding further treatment.

Methods: Pathological features of the primary tumor and SLN metastases of 702 patients who underwent complete ALND were assessed with multivariable logistic regression to predict the presence of additional disease in the non-SLNs of these patients. A nomogram was created using pathological size, tumor type and nuclear grade, lymphovascular invasion, multifocality, and estrogen-receptor status of the primary tumor; method of detection of SLN metastases; number of positive SLNs; and number of negative SLNs. The model was subsequently applied prospectively to 373 patients.

Results: The nomogram for the retrospective population was accurate and discriminating, with an area under the receiver operating characteristic (ROC) curve of 0.76. When applied to the prospective group, the model accurately predicted likelihood of non-SLN disease (ROC, 0.77).

Conclusions: We have developed a user-friendly nomogram that uses information commonly available to the surgeon to easily and accurately calculate the likelihood of having additional, non-SLN metastases for an individual patient.

Key Words: Axillary metastases • Breast cancer • Nomogram • Prediction • Sentinel node




This article has been cited by other articles:


Home page
JCOHome page
K. Y. Bilimoria, D. J. Bentrem, N. M. Hansen, K. P. Bethke, A. W. Rademaker, C. Y. Ko, D. P. Winchester, and D. J. Winchester
Comparison of Sentinel Lymph Node Biopsy Alone and Completion Axillary Lymph Node Dissection for Node-Positive Breast Cancer
J. Clin. Oncol., June 20, 2009; 27(18): 2946 - 2953.
[Abstract] [Full Text] [PDF]


Home page
JCOHome page
C. Coutant, C. Olivier, E. Lambaudie, E. Fondrinier, F. Marchal, F. Guillemin, N. Seince, V. Thomas, J. Leveque, E. Barranger, et al.
Comparison of Models to Predict Nonsentinel Lymph Node Status in Breast Cancer Patients With Metastatic Sentinel Lymph Nodes: A Prospective Multicenter Study
J. Clin. Oncol., June 10, 2009; 27(17): 2800 - 2808.
[Abstract] [Full Text] [PDF]


Home page
Arch SurgHome page
L. E. McCahill, A. Privette, T. James, J. Sheehey-Jones, J. Ratliff, D. Majercik, D. N. Krag, M. Stanley, and S. Harlow
Quality Measures for Breast Cancer Surgery: Initial Validation of Feasibility and Assessment of Variation Among Surgeons
Arch Surg, May 1, 2009; 144(5): 455 - 462.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
M. S. Pugliese, J. D. Beatty, R. J. Tickman, K. H. Allison, M. K. Atwood, J. Szymonifka, Z. M. Arthurs, P. P. Huynh, and J. H. Dawson
Impact and Outcomes of Routine Microstaging of Sentinel Lymph Nodes in Breast Cancer: Significance of the pN0(i+) and pN1mi Categories
Ann. Surg. Oncol., January 1, 2009; 16(1): 113 - 120.
[Abstract] [Full Text] [PDF]


Home page
Am Soc Clin Oncol Ed BookHome page
G. H. Lyman, K. J. Van Zee, and S. B. Edge
Impact and Remaining Challenges in the Use of Sentinel Lymph Node Biopsy in Early-stage Breast Cancer
ASCO Educational Book, January 1, 2009; 2009(1): 346 - 353.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
E. A. Mittendorf, A. A. Sahin, S. L. Tucker, F. Meric-Bernstam, M. Yi, K. M. Nayeemuddin, G. V. Babiera, M. I. Ross, B. W. Feig, H. M. Kuerer, et al.
Lymphovascular Invasion and Lobular Histology are Associated with Increased Incidence of Isolated Tumor Cells in Sentinel Lymph Nodes from Early-Stage Breast Cancer Patients
Ann. Surg. Oncol., December 1, 2008; 15(12): 3369 - 3383.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
H. S. Cody III and K. J. Van Zee
Predicting Nonsentinel Node Metastases in Sentinel Node-Positive Breast Cancer: What Have We Learned, Can We Do Better, and Do We Need To?
Ann. Surg. Oncol., November 1, 2008; 15(11): 2998 - 3002.
[Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
J. Cho, W. Han, and D.-Y. Noh
What Is the Best?
Ann. Surg. Oncol., November 1, 2008; 15(11): 3317 - 3317.
[Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
E. Poirier, L. Sideris, P. Dube, P. Drolet, and S. H. Meterissian
Analysis of Clinical Applicability of the Breast Cancer Nomogram for Positive Sentinel Lymph Node: The Canadian Experience
Ann. Surg. Oncol., September 1, 2008; 15(9): 2562 - 2567.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
J. Cho, W. Han, J. W. Lee, E. Ko, S. Y. Kang, S.-Y. Jung, E.-K. Kim, W. K. Moon, N. Cho, I.-A. Park, et al.
A Scoring System to Predict Nonsentinel Lymph Node Status in Breast Cancer Patients with Metastatic Sentinel Lymph Nodes: A Comparison with Other Scoring Systems
Ann. Surg. Oncol., August 1, 2008; 15(8): 2278 - 2286.
[Abstract] [Full Text] [PDF]


Home page
JCOHome page
H. D. Bear
Completion Axillary Lymph Node Dissection for Breast Cancer: Immediate Versus Delayed Versus None
J. Clin. Oncol., July 20, 2008; 26(21): 3483 - 3484.
[Full Text] [PDF]


Home page
JCOHome page
J. A. Olson Jr, L. M. McCall, P. Beitsch, P. W. Whitworth, D. S. Reintgen, P. W. Blumencranz, A. M. Leitch, S. Saha, K. K. Hunt, and A. E. Giuliano
Impact of Immediate Versus Delayed Axillary Node Dissection on Surgical Outcomes in Breast Cancer Patients With Positive Sentinel Nodes: Results From American College of Surgeons Oncology Group Trials Z0010 and Z0011
J. Clin. Oncol., July 20, 2008; 26(21): 3530 - 3535.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
K. A. Vanderveen, R. Ramsamooj, and R. J. Bold
A Prospective, Blinded Trial of Touch Prep Analysis versus Frozen Section for Intraoperative Evaluation of Sentinel Lymph Nodes in Breast Cancer
Ann. Surg. Oncol., July 1, 2008; 15(7): 2006 - 2011.
[Abstract] [Full Text] [PDF]


Home page
StrokeHome page
I. R. Konig, A. Ziegler, E. Bluhmki, W. Hacke, P. M.W. Bath, R. L. Sacco, H. C. Diener, C. Weimar, and on behalf of the Virtual International Stroke Tria
Predicting Long-Term Outcome After Acute Ischemic Stroke: A Simple Index Works in Patients From Controlled Clinical Trials
Stroke, June 1, 2008; 39(6): 1821 - 1826.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
S. Samphao, J. M. Eremin, M. El-Sheemy, and O. Eremin
Management of the Axilla in Women With Breast Cancer: Current Clinical Practice and a New Selective Targeted Approach
Ann. Surg. Oncol., May 1, 2008; 15(5): 1282 - 1296.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
C. H. M. van Deurzen, C. A. Seldenrijk, R. Koelemij, R. van Hillegersberg, M. G. G. Hobbelink, and P. J. van Diest
The Microanatomic Location of Metastatic Breast Cancer in Sentinel Lymph Nodes Predicts Nonsentinel Lymph Node Involvement
Ann. Surg. Oncol., May 1, 2008; 15(5): 1309 - 1315.
[Abstract] [Full Text] [PDF]


Home page
JCOHome page
S. J. Wang, C. D. Fuller, J.-S. Kim, D. F. Sittig, C. R. Thomas Jr, and P. M. Ravdin
Prediction Model for Estimating the Survival Benefit of Adjuvant Radiotherapy for Gallbladder Cancer
J. Clin. Oncol., May 1, 2008; 26(13): 2112 - 2117.
[Abstract] [Full Text] [PDF]


Home page
JCOHome page
L. K. Tan, D. Giri, A. J. Hummer, K. S. Panageas, E. Brogi, L. Norton, C. Hudis, P. I. Borgen, and H. S. Cody III
Occult Axillary Node Metastases in Breast Cancer Are Prognostically Significant: Results in 368 Node-Negative Patients With 20-Year Follow-Up
J. Clin. Oncol., April 10, 2008; 26(11): 1803 - 1809.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
E. Barranger, O. Morel, and C. Coutant
Axilla Scoring Systems Predicting Risk of Non-sentinel-node Metastasis in Breast Cancer Patients with a Positive Sentinel Node
Ann. Surg. Oncol., April 1, 2008; 15(4): 1261 - 1262.
[Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
C. Dauphine
In Reply
Ann. Surg. Oncol., April 1, 2008; 15(4): 1263 - 1264.
[Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
A. M. Fink, H. Lass, H. Hartleb, W. Jurecka, H. Salzer, and A. Steiner
S-Classification of Sentinel Lymph Node Predicts Axillary Nonsentinel Lymph Node Status in Patients with Breast Cancer
Ann. Surg. Oncol., March 1, 2008; 15(3): 848 - 853.
[Abstract] [Full Text] [PDF]


Home page
Br Med BullHome page
S. K. Somasundaram, D. W. Chicken, and M. R. S. Keshtgar
Detection of the sentinel lymph node in breast cancer
Br. Med. Bull., January 3, 2008; (2008) ldm032v1.
[Abstract] [Full Text] [PDF]


Home page
Clin. Cancer Res.Home page
G. G. Van den Eynden, M. K. Vandenberghe, P.-J. H. van Dam, C. G. Colpaert, P. van Dam, L. Y. Dirix, P. B. Vermeulen, and E. A. Van Marck
Increased Sentinel Lymph Node Lymphangiogenesis is Associated with Nonsentinel Axillary Lymph Node Involvement in Breast Cancer Patients with a Positive Sentinel Node
Clin. Cancer Res., September 15, 2007; 13(18): 5391 - 5397.
[Abstract] [Full Text] [PDF]


Home page
JCOHome page
J. L. B. Bevilacqua, M. W. Kattan, J. V. Fey, H. S. Cody III, P. I. Borgen, and K. J. Van Zee
Doctor, What Are My Chances of Having a Positive Sentinel Node? A Validated Nomogram for Risk Estimation
J. Clin. Oncol., August 20, 2007; 25(24): 3670 - 3679.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
K. J. Van Zee and M. W. Kattan
Validating a Predictive Model for Presence of Additional Disease in the Non Sentinel Lymph Nodes of a Woman with Sentinel Node Positive Breast Cancer
Ann. Surg. Oncol., August 1, 2007; 14(8): 2177 - 2178.
[Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
S. Alran, Y. De Rycke, V. Fourchotte, H. Charitansky, F. Laki, M. C. Falcou, M. Benamor, P. Freneaux, R. J. Salmon, for the Institut Curie Breast Cancer Study Group, et al.
Validation and Limitations of Use of a Breast Cancer Nomogram Predicting the Likelihood of Non Sentinel Node Involvement After Positive Sentinel Node Biopsy
Ann. Surg. Oncol., August 1, 2007; 14(8): 2195 - 2201.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
L. A. Lambert, G. D. Ayers, and F. Meric-Bernstam
Validation of a Breast Cancer Nomogram for Predicting Nonsentinel Lymph Node Metastases after a Positive Sentinel Node Biopsy
Ann. Surg. Oncol., August 1, 2007; 14(8): 2422 - 2423.
[Full Text] [PDF]


Home page
Mayo Clin Proc.Home page
S. Pruthi, K. R. Brandt, A. C. Degnim, M. P. Goetz, E. A. Perez, C. A. Reynolds, P. J. Schomberg, G. K. Dy, and J. N. Ingle
A Multidisciplinary Approach to the Management of Breast Cancer, Part 1: Prevention and Diagnosis
Mayo Clin. Proc., August 1, 2007; 82(8): 999 - 1012.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
C. E. Dauphine, J. S. Haukoos, M. P. Vargas, N. M. Isaac, I. Khalkhali, and H. I. Vargas
Evaluation of Three Scoring Systems Predicting Non Sentinel Node Metastasis in Breast Cancer Patients with a Positive Sentinel Node Biopsy
Ann. Surg. Oncol., March 1, 2007; 14(3): 1014 - 1019.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
M. S. Pugliese, R. Tickman, N. P. Wang, M. Atwood, and J D. Beatty
The Utility of Intraoperative Evaluation of Sentinel Lymph Nodes in Breast Cancer
Ann. Surg. Oncol., March 1, 2007; 14(3): 1024 - 1030.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
M. L. Smidt, L. J. A. Strobbe, H. M. M. Groenewoud, G. J. der Wilt, K. J. Van Zee, and T. Wobbes
Can Surgical Oncologists Reliably Predict the Likelihood for Non-SLN Metastases in Breast Cancer Patients?
Ann. Surg. Oncol., February 1, 2007; 14(2): 615 - 620.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
A. B. Chagpar, C. R. Scoggins, R. C. G. Martin 2nd, E. F. Cook, T. McCurry, N. Mizuguchi, K. J. Paris, D. J. Carlson, A. L. Laidley, S. E. El-Eid, et al.
Predicting Patients at Low Probability of Requiring Postmastectomy Radiation Therapy
Ann. Surg. Oncol., February 1, 2007; 14(2): 670 - 677.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
A. Soran, T. Evrensel, G. Ahrendt, B. Kocer, and R. Johnson
Use of the Breast Cancer Nomogram to Predict Non-Sentinel Nodal Positivity in Patients Having Received Pre-Operative Chemotherapy
Ann. Surg. Oncol., January 1, 2007; 14(1): 165 - 165.
[Full Text] [PDF]


Home page
INT J SURG PATHOLHome page
N. Jonjic, E. Mustac, A. Dekanic, B. Marijic, B. Gaspar, I. Kolic, M. Coklo, and F. Sasso
Predicting Sentinel Lymph Node Metastases in Infiltrating Breast Carcinoma With Vascular Invasion
International Journal of Surgical Pathology, October 1, 2006; 14(4): 306 - 311.
[Abstract] [PDF]


Home page
Am. J. Pathol.Home page
A. L. Allan, R. George, S. A. Vantyghem, M. W. Lee, N. C. Hodgson, C. J. Engel, R. L. Holliday, D. P. Girvan, L. A. Scott, C. O. Postenka, et al.
Role of the Integrin-Binding Protein Osteopontin in Lymphatic Metastasis of Breast Cancer
Am. J. Pathol., July 1, 2006; 169(1): 233 - 246.
[Abstract] [Full Text] [PDF]


Home page
JCOHome page
G. Houvenaeghel, C. Nos, H. Mignotte, J. M. Classe, S. Giard, P. Rouanet, F. P. Lorca, J. Jacquemier, and V. J. Bardou
Micrometastases in Sentinel Lymph Node in a Multicentric Study: Predictive Factors of Nonsentinel Lymph Node Involvement--Groupe Des Chirurgiens De La Federation Des Centres De Lutte Contre Le Cancer
J. Clin. Oncol., April 20, 2006; 24(12): 1814 - 1822.
[Abstract] [Full Text] [PDF]


Home page
JCOHome page
H. D. Bear
Sentinel Node Micrometastases and Non-Sentinel Nodes in Breast Cancer: How Much Do We Need to Know?
J. Clin. Oncol., April 20, 2006; 24(12): 1788 - 1790.
[Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
H. C. Snider Jr., E. Rubin, and R. Henson
Axillary Ultrasonography to Detect Recurrence After Sentinel Node Biopsy in Breast Cancer
Ann. Surg. Oncol., April 1, 2006; 13(4): 501 - 507.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
H. Mabry and A. E. Giuliano
The Practical Value of Prediction: A Semireliable Assistant
Ann. Surg. Oncol., March 1, 2006; 13(3): 282 - 284.
[Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
L. A. Lambert, G. D. Ayers, R. F. Hwang, K. K. Hunt, M. I. Ross, H. M. Kuerer, S. E. Singletary, G. V. Babiera, F. C. Ames, B. Feig, et al.
Validation of a Breast Cancer Nomogram for Predicting Nonsentinel Lymph Node Metastases After a Positive Sentinel Node Biopsy
Ann. Surg. Oncol., March 1, 2006; 13(3): 310 - 320.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
A. B. Chagpar
Predicting Extensive Nodal Disease in Women With Breast Cancer
Ann. Surg. Oncol., January 1, 2006; 13(1): 3 - 4.
[Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
A. K. Rivers, K. A. Griffith, K. K. Hunt, A. C. Degnim, M. S. Sabel, K. M. Diehl, V. M. Cimmino, A. E. Chang, P. C. Lucas, and L. A. Newman
Clinicopathologic Features Associated With Having Four or More Metastatic Axillary Nodes in Breast Cancer Patients With a Positive Sentinel Lymph Node
Ann. Surg. Oncol., January 1, 2006; 13(1): 36 - 44.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
M. L. Smidt, D. M. Kuster, G. J. van der Wilt, F. B. Thunnissen, K. J. Van Zee, and L. J. A. Strobbe
Can the Memorial Sloan-Kettering Cancer Center Nomogram Predict the Likelihood of Nonsentinel Lymph Node Metastases in Breast Cancer Patients in The Netherlands?
Ann. Surg. Oncol., December 1, 2005; 12(12): 1066 - 1072.
[Abstract] [Full Text] [PDF]


Home page
NEJMHome page
N. E. Davidson, M. Morrow, D. B. Kopans, and F. C. Koerner
Case 35-2005 -- A 56-Year-Old Woman with Breast Cancer and Isolated Tumor Cells in a Sentinel Lymph Node
N. Engl. J. Med., November 17, 2005; 353(20): 2177 - 2185.
[Full Text] [PDF]


Home page
JCOHome page
G. H. Lyman, A. E. Giuliano, M. R. Somerfield, A. B. Benson III, D. C. Bodurka, H. J. Burstein, A. J. Cochran, H. S. Cody III, S. B. Edge, S. Galper, et al.
American Society of Clinical Oncology Guideline Recommendations for Sentinel Lymph Node Biopsy in Early-Stage Breast Cancer
J. Clin. Oncol., October 20, 2005; 23(30): 7703 - 7720.
[Abstract] [Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
M. C. Specht, M. W. Kattan, M. Gonen, J. Fey, and K. J. Van Zee
Predicting Nonsentinel Node Status After Positive Sentinel Lymph Biopsy for Breast Cancer: Clinicians Versus Nomogram
Ann. Surg. Oncol., August 1, 2005; 12(8): 654 - 659.
[Abstract] [Full Text] [PDF]


Home page
JCOHome page
H. M. Kuerer and L. A. Newman
Lymphatic Mapping and Sentinel Lymph Node Biopsy for Breast Cancer: Developments and Resolving Controversies
J. Clin. Oncol., March 10, 2005; 23(8): 1698 - 1705.
[Full Text] [PDF]


Home page
JNCI J Natl Cancer InstHome page
D. R. McCready
RESPONSE: Re: Influence of the New AJCC Breast Cancer Staging System on Sentinel Lymph Node Positivity and False-Negative Rates
J Natl Cancer Inst, November 3, 2004; 96(21): 1639 - 1640.
[Full Text] [PDF]


Home page
Ann. Surg. Oncol.Home page
K. M. McMasters
The Eternally Enigmatic Axilla: Further Controversy About Axillary Lymph Nodes in Breast Cancer
Ann. Surg. Oncol., December 1, 2003; 10(10): 1128 - 1130.
[Full Text] [PDF]




HOME HELP FEEDBACK SUBSCRIPTIONS ARCHIVE SEARCH TABLE OF CONTENTS
Copyright © 2003 by the Society of Surgical Oncology.