Journal of Clinical Oncology, Vol 23, No 12 (April 20), 2005: pp. 2716-2725
© 2005 American Society of Clinical Oncology.
DOI: 10.1200/JCO.2005.06.178
Population-Based Validation of the Prognostic Model ADJUVANT! for Early Breast Cancer
Ivo A. Olivotto,
Chris D. Bajdik,
Peter M. Ravdin,
Caroline H. Speers,
Andrew J. Coldman,
Brian D. Norris,
Greg J. Davis,
Stephen K. Chia,
Karen A. Gelmon
From the Breast Cancer Outcomes Unit, Radiation, Medical, and Population and Preventive Oncology Programs, the Vancouver Island, Vancouver, and Fraser Valley Centres of the British Columbia Cancer Agency; the University of British Columbia, Victoria, Vancouver, and Surrey, British Columbia, Canada; and The University of Texas Health Sciences Center, San Antonio, TX
Address reprint requests to Ivo A. Olivotto, MD, Breast Cancer Outcomes Unit, BC Cancer Agency, Vancouver Island Centre, 2410 Lee Avenue, Victoria, BC V8R 6V5, Canada; e-mail: iolivott{at}bccancer.bc.ca
PURPOSE: Adjuvant! (www.adjuvantonline.com) is a web-based tool that predicts 10-year breast cancer outcomes with and without adjuvant systemic therapy, but it has not been independently validated.
METHODS: Using the British Columbia Breast Cancer Outcomes Unit (BCOU) database, demographic, pathologic, staging, and treatment data on 4,083 women diagnosed between 1989 and 1993 in British Columbia with T1-2, N0-1, M0 breast cancer were abstracted and entered into Adjuvant! to calculate predicted 10-year overall survival (OS), breast cancerspecific survival (BCSS), and event-free survival (EFS) for each patient. Individual BCOU observed outcomes at 10 years were independently determined. Predicted and observed outcomes were compared.
RESULTS: Across all 4,083 patients, 10-year predicted and observed outcomes were within 1% for OS, BCSS, and EFS (all P > .05). Predicted and observed outcomes were within 2% for most demographic, pathologic, and treatment-defined subgroups. Adjuvant! overestimated OS, BCSS, and EFS in women younger than age 35 years (predicted observed = 8.6%, 9.6%, and 13.6%, respectively; all P < .001) or with lymphatic or vascular invasion (LVI; predicted observed = 3.6%, 3.8%, and 4.2%, respectively; all P < .05); these two prognostic factors were not automatically incorporated within the Adjuvant! algorithm. After adjusting for the distribution of LVI, using the prognostic factor impact calculator in Adjuvant!, 10-year predicted and observed outcomes were no longer significantly different.
CONCLUSION: Adjuvant! performed reliably. Patients younger than age 35 or with known additional adverse prognostic factors such as LVI require adjustment of risks to derive reliable predictions of prognosis without adjuvant systemic therapy and the absolute benefits of adjuvant systemic therapy.
Supported by grant No. 014452 from the Canadian Breast Cancer Research Alliance. Chris Bajdik, PhD, is supported by a scholar award from the Michael Smith Foundation for Health Research.
Presented in part at the 40th Annual Meeting of the American Society of Clinical Oncology, New Orleans, LA, June 5-8, 2004.
Authors' disclosures of potential conflicts of interest are found at the end of this article.

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(2009)
mdp301v1.
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 |
|

|
 |

|
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101(10):
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|
 |
|

|
 |

|
 |
 
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29(2):
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[Abstract]
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|
 |
|

|
 |

|
 |
 
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Long-term outcome prediction by clinicopathological risk classification algorithms in node-negative breast cancer--comparison between Adjuvant!, St Gallen, and a novel risk algorithm used in the prospective randomized Node-Negative-Breast Cancer-3 (NNBC-3) trial
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20(2):
258 - 264.
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[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
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Sensitivity to Input Variability of the Adjuvant! Online Breast Cancer Prognostic Model
J. Clin. Oncol.,
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27(2):
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[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
I. A. Olivotto, M. L. Lesperance, P. T. Truong, A. Nichol, T. Berrang, S. Tyldesley, F. Germain, C. Speers, E. Wai, C. Holloway, et al.
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27(1):
16 - 23.
[Abstract]
[Full Text]
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|
 |
|

|
 |

|
 |
 
R. R. Weichselbaum, H. Ishwaran, T. Yoon, D. S. A. Nuyten, S. W. Baker, N. Khodarev, A. W. Su, A. Y. Shaikh, P. Roach, B. Kreike, et al.
An interferon-related gene signature for DNA damage resistance is a predictive marker for chemotherapy and radiation for breast cancer
PNAS,
November 25, 2008;
105(47):
18490 - 18495.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P. V. Pandharipande, M. G. Harisinghani, E. M. Ozanne, M. C. Specht, C. Hur, J. M. Lee, and G. S. Gazelle
Staging MR Lymphangiography of the Axilla for Early Breast Cancer: Cost-Effectiveness Analysis
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November 1, 2008;
191(5):
1308 - 1319.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
B. Haibe-Kains, C. Desmedt, C. Sotiriou, and G. Bontempi
A comparative study of survival models for breast cancer prognostication based on microarray data: does a single gene beat them all?
Bioinformatics,
October 1, 2008;
24(19):
2200 - 2208.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
L. J. Goldstein, R. Gray, S. Badve, B. H. Childs, C. Yoshizawa, S. Rowley, S. Shak, F. L. Baehner, P. M. Ravdin, N. E. Davidson, et al.
Prognostic Utility of the 21-Gene Assay in Hormone Receptor-Positive Operable Breast Cancer Compared With Classical Clinicopathologic Features
J. Clin. Oncol.,
September 1, 2008;
26(25):
4063 - 4071.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
S. Paik, G. Tang, and D. Fumagalli
An Ideal Prognostic Test for Estrogen Receptor-Positive Breast Cancer?
J. Clin. Oncol.,
September 1, 2008;
26(25):
4058 - 4059.
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
A. H. Partridge
Fertility Preservation: A Vital Survivorship Issue for Young Women With Breast Cancer
J. Clin. Oncol.,
June 1, 2008;
26(16):
2612 - 2613.
[Full Text]
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|
 |
|

|
 |

|
 |
 
A. A. Azim, M. Costantini-Ferrando, and K. Oktay
Safety of Fertility Preservation by Ovarian Stimulation With Letrozole and Gonadotropins in Patients With Breast Cancer: A Prospective Controlled Study
J. Clin. Oncol.,
June 1, 2008;
26(16):
2630 - 2635.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
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Prediction Model for Estimating the Survival Benefit of Adjuvant Radiotherapy for Gallbladder Cancer
J. Clin. Oncol.,
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26(13):
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[Full Text]
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|
 |
|

|
 |

|
 |
 
L. N. Harris, D. F. Hayes, and R. C. Bast
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J. Clin. Oncol.,
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26(12):
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[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
C. R. Acharya, D. S. Hsu, C. K. Anders, A. Anguiano, K. H. Salter, K. S. Walters, R. C. Redman, S. A. Tuchman, C. A. Moylan, S. Mukherjee, et al.
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April 2, 2008;
299(13):
1574 - 1587.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
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Current Status of Prognostic Profiling in Breast Cancer
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April 1, 2008;
13(4):
350 - 360.
[Abstract]
[Full Text]
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|
 |
|

|
 |

|
 |
 
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Clin. Cancer Res.,
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14(5):
1368 - 1376.
[Abstract]
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|
 |
|

|
 |

|
 |
 
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Time to Remove the Subspecialty Blinders: Breast Cancer Does Not Exist in Isolation
J Natl Cancer Inst,
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100(4):
230 - 231.
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. A. Sparano and S. Paik
Development of the 21-Gene Assay and Its Application in Clinical Practice and Clinical Trials
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26(5):
721 - 728.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
D. Voduc, M. Cheang, and T. Nielsen
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February 1, 2008;
17(2):
365 - 373.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
T. Reimer, R. Fietkau, S. Markmann, A. Stachs, and B. Gerber
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Ann. Surg. Oncol.,
February 1, 2008;
15(2):
472 - 477.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
K. M.W. Pisters, W. K. Evans, C. G. Azzoli, M. G. Kris, C. A. Smith, C. E. Desch, M. R. Somerfield, M. C. Brouwers, G. Darling, P. M. Ellis, et al.
Cancer Care Ontario and American Society of Clinical Oncology Adjuvant Chemotherapy and Adjuvant Radiation Therapy for Stages I-IIIA Resectable Non Small-Cell Lung Cancer Guideline
J. Clin. Oncol.,
December 1, 2007;
25(34):
5506 - 5518.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
E. P. Winer, J. R. Harris, B. L. Smith, H. A. D'Alessandro, and E. F. Brachtel
Case 32-2007 -- A 62-Year-Old Woman with a Second Breast Cancer
N. Engl. J. Med.,
October 18, 2007;
357(16):
1640 - 1648.
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
S. C. O'Neill, N. T. Brewer, S. E. Lillie, E. F. Morrill, E. C. Dees, L. A. Carey, and B. K. Rimer
Women's Interest in Gene Expression Analysis for Breast Cancer Recurrence Risk
J. Clin. Oncol.,
October 10, 2007;
25(29):
4628 - 4634.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
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]
|
 |
|

|
 |

|
 |
 
C. Desmedt, F. Piette, S. Loi, Y. Wang, F. Lallemand, B. Haibe-Kains, G. Viale, M. Delorenzi, Y. Zhang, M. S. d'Assignies, et al.
Strong Time Dependence of the 76-Gene Prognostic Signature for Node-Negative Breast Cancer Patients in the TRANSBIG Multicenter Independent Validation Series
Clin. Cancer Res.,
June 1, 2007;
13(11):
3207 - 3214.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
T Younis, D Rayson, R Dewar, and C Skedgel
Modeling for cost-effective-adjuvant aromatase inhibitor strategies for postmenopausal women with breast cancer
Ann. Onc.,
February 1, 2007;
18(2):
293 - 298.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. C.U. Cheang, D. O. Treaba, C. H. Speers, I. A. Olivotto, C. D. Bajdik, S. K. Chia, L. C. Goldstein, K. A. Gelmon, D. Huntsman, C. B. Gilks, et al.
Immunohistochemical Detection Using the New Rabbit Monoclonal Antibody SP1 of Estrogen Receptor in Breast Cancer Is Superior to Mouse Monoclonal Antibody 1D5 in Predicting Survival
J. Clin. Oncol.,
December 20, 2006;
24(36):
5637 - 5644.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. L. Khatcheressian, A. C. Wolff, T. J. Smith, E. Grunfeld, H. B. Muss, V. G. Vogel, F. Halberg, M. R. Somerfield, and N. E. Davidson
American Society of Clinical Oncology 2006 Update of the Breast Cancer Follow-Up and Management Guidelines in the Adjuvant Setting
J. Clin. Oncol.,
November 1, 2006;
24(31):
5091 - 5097.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. Buyse, S. Loi, L. van't Veer, G. Viale, M. Delorenzi, A. M. Glas, M. Saghatchian d'Assignies, J. Bergh, R. Lidereau, P. Ellis, et al.
Validation and clinical utility of a 70-gene prognostic signature for women with node-negative breast cancer.
J Natl Cancer Inst,
September 6, 2006;
98(17):
1183 - 1192.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
L. Pusztai, C. Mazouni, K. Anderson, Y. Wu, and W. F. Symmans
Molecular Classification of Breast Cancer: Limitations and Potential
Oncologist,
September 1, 2006;
11(8):
868 - 877.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
N. Sommerfeldt, P. Beckhove, Y. Ge, F. Schutz, C. Choi, M. Bucur, C. Domschke, C. Sohn, A. Schneeweis, J. Rom, et al.
Heparanase: a new metastasis-associated antigen recognized in breast cancer patients by spontaneously induced memory T lymphocytes.
Cancer Res.,
August 1, 2006;
66(15):
7716 - 7723.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
S. E. Come
A 62-Year-Old Woman With a New Diagnosis of Breast Cancer
JAMA,
March 22, 2006;
295(12):
1434 - 1442.
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
C. Williams
A web-based clinical prediction tool predicted 10 year survival in breast cancer
Evid. Based Med.,
December 1, 2005;
10(6):
186 - 186.
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
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]
|
 |
|

|
 |

|
 |
 
J. D. Brenton, L. A. Carey, A. A. Ahmed, and C. Caldas
Molecular Classification and Molecular Forecasting of Breast Cancer: Ready for Clinical Application?
J. Clin. Oncol.,
October 10, 2005;
23(29):
7350 - 7360.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. K. Krzyzanowska and I. F. Tannock
Should Screen-detected Breast Cancers Be Managed Differently?
J Natl Cancer Inst,
August 17, 2005;
97(16):
1170 - 1171.
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P. D. Ryan, D. B. Kopans, and D. C. Sgroi
Case 24-2005 - A 58-Year-Old Woman with Early-Stage Estrogen-Receptor-Positive Breast Cancer
N. Engl. J. Med.,
August 11, 2005;
353(6):
617 - 622.
[Full Text]
[PDF]
|
 |
|
|