Journal of Clinical Oncology, Vol 23, No 33 (November 20), 2005: pp. 8331-8339
© 2005 American Society of Clinical Oncology.
DOI: 10.1200/JCO.2005.01.2898
Nomograms to Predict Pathologic Complete Response and Metastasis-Free Survival After Preoperative Chemotherapy for Breast Cancer
Roman Rouzier,
Lajos Pusztai,
Suzette Delaloge,
Ana M. Gonzalez-Angulo,
Fabrice Andre,
Kenneth R. Hess,
Aman U. Buzdar,
Jean-Remi Garbay,
Marc Spielmann,
Marie-Christine Mathieu,
W. Fraser Symmans,
Peter Wagner,
David Atallah,
Vicente Valero,
Donald A. Berry,
Gabriel N. Hortobagyi
From the Departments of Breast Medical Oncology, Biostatistics and Applied Mathematics, and Pathology, The University of Texas M.D. Anderson Cancer Center, Houston, TX; Breast Cancer Unit and UPRES EA, Institut Gustave Roussy, Villejuif, France; and Departments of Gynecologic Oncology and Breast Cancer Surgery (DA), Hotel-Dieu, Beirut, Lebanon.
Address reprint requests to Lajos Pusztai, MD, DPhil, Department of Breast Medical Oncology, Unit 1354, The University of Texas M.D. Anderson Cancer Center, Houston, TX 77230-1439; e-mail: lpusztai{at}mdanderson.org
PURPOSE: To combine clinical variables associated with pathologic complete response (pCR) and distant metastasisfree survival (DMFS) after preoperative chemotherapy (PC) into a prediction nomogram.
PATIENTS AND METHODS: Data from 496 patients treated with anthracycline PC at the Institut Gustave Roussy were used to develop and calibrate a nomogram for pCR based on multivariate logistic regression. This nomogram was tested on two independent cohorts of patients treated at the M.D. Anderson Cancer Center. The first cohort (n = 337) received anthracycline; the second cohort (n = 237) received a combination of paclitaxel and anthracycline PC. A separate nomogram to predict DMFS was developed using Cox proportional hazards regression model.
RESULTS: The pCR nomogram based on clinical stage, estrogen receptor status, histologic grade, and number of preoperative chemotherapy cycles had good discrimination and calibration in the training and the anthracycline-treated validation sets (concordance indices, 0.77, 0.79). In the paclitaxel plus anthracycline group, when the predicted pCR rate was less than 14%, the observed rate was 7.5%; for a predicted rate of 38%, the actual rate was 85%. For a predicted rate between 14% to 38%, the observed rates were 50% with weekly and 27% with 3-weekly paclitaxel. This indicates that patients with intermediate chemotherapy sensitivity benefit the most from the optimized schedule of paclitaxel. Patients unlikely to achieve pCR to anthracylines remain at low probability for pCR, even after inclusion of paclitaxel. The nomogram for DMFS had a concordance index of 0.72 in the validation set and outperformed other prediction tools (P = .02).
CONCLUSION: Our nomograms predict pCR accurately and can serve as a basis to integrate future molecular markers into a clinical prediction model.
Supported by the Nellie B. Connally Breast Cancer Research Fund. R.R. was supported in part by a grant from Philippe Foundation, Paris and New York. L.P. is supported by RO1 CA106290-01 of the National Cancer Institute.
Authors' disclosures of potential conflicts of interest are found at the end of this article.

CiteULike Complore Connotea Del.icio.us Digg Facebook Reddit Technorati Twitter What's this?
This article has been cited by other articles:

|
 |

|
 |
 
G. Werkoff, E. Lambaudie, E. Fondrinier, J. Leveque, F. Marchal, M. Uzan, E. Barranger, F. Guillemin, E. Darai, S. Uzan, et al.
Prospective Multicenter Comparison of Models to Predict Four or More Involved Axillary Lymph Nodes in Patients With Breast Cancer With One to Three Metastatic Sentinel Lymph Nodes
J. Clin. Oncol.,
December 1, 2009;
27(34):
5707 - 5712.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P. D. Williams, S. Cheon, D. M. Havaleshko, H. Jeong, F. Cheng, D. Theodorescu, and J. K. Lee
Concordant Gene Expression Signatures Predict Clinical Outcomes of Cancer Patients Undergoing Systemic Therapy
Cancer Res.,
November 1, 2009;
69(21):
8302 - 8309.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
W. M. Sikov, D. S. Dizon, R. Strenger, R. D. Legare, K. P. Theall, T. A. Graves, J. S. Gass, T. A. Kennedy, and M. A. Fenton
Frequent Pathologic Complete Responses in Aggressive Stages II to III Breast Cancers With Every-4-Week Carboplatin and Weekly Paclitaxel With or Without Trastuzumab: A Brown University Oncology Group Study
J. Clin. Oncol.,
October 1, 2009;
27(28):
4693 - 4700.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
L. Pusztai, J.-H. Jeong, Y. Gong, J. S. Ross, C. Kim, S. Paik, R. Rouzier, F. Andre, G. N. Hortobagyi, N. Wolmark, et al.
Evaluation of Microtubule-Associated Protein-Tau Expression As a Prognostic and Predictive Marker in the NSABP-B 28 Randomized Clinical Trial
J. Clin. Oncol.,
September 10, 2009;
27(26):
4287 - 4292.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
C. Shimizu, N. Masuda, K. Yoshimura, H. Tsuda, M. Mano, M. Ando, K. Tamura, and Y. Fujiwara
Long-term Outcome and Pattern of Relapse after Neoadjuvant Chemotherapy in Patients with Human Epidermal Growth Factor Receptor 2-positive Primary Breast Cancer
Jpn. J. Clin. Oncol.,
August 1, 2009;
39(8):
484 - 490.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
C. Liedtke, C. Hatzis, W. F. Symmans, C. Desmedt, B. Haibe-Kains, V. Valero, H. Kuerer, G. N. Hortobagyi, M. Piccart-Gebhart, C. Sotiriou, et al.
Genomic Grade Index Is Associated With Response to Chemotherapy in Patients With Breast Cancer
J. Clin. Oncol.,
July 1, 2009;
27(19):
3185 - 3191.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
C. H. Barrios, C. Sampaio, J. Vinholes, and R. Caponero
What is the role of chemotherapy in estrogen receptor-positive, advanced breast cancer?
Ann. Onc.,
July 1, 2009;
20(7):
1157 - 1162.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. A. Sparano, S. Moulder, A. Kazi, D. Coppola, A. Negassa, L. Vahdat, T. Li, C. Pellegrino, S. Fineberg, P. Munster, et al.
Phase II Trial of Tipifarnib plus Neoadjuvant Doxorubicin-Cyclophosphamide in Patients with Clinical Stage IIB-IIIC Breast Cancer
Clin. Cancer Res.,
April 15, 2009;
15(8):
2942 - 2948.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. S. Parker, M. Mullins, M. C.U. Cheang, S. Leung, D. Voduc, T. Vickery, S. Davies, C. Fauron, X. He, Z. Hu, et al.
Supervised Risk Predictor of Breast Cancer Based on Intrinsic Subtypes
J. Clin. Oncol.,
March 10, 2009;
27(8):
1160 - 1167.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
F. Andre, K. Broglio, H. Roche, M. Martin, J. R. Mackey, F. Penault-Llorca, G. N. Hortobagyi, and L. Pusztai
Estrogen Receptor Expression and Efficacy of Docetaxel-Containing Adjuvant Chemotherapy in Patients With Node-Positive Breast Cancer: Results From a Pooled Analysis
J. Clin. Oncol.,
June 1, 2008;
26(16):
2636 - 2643.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
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]
|
 |
|

|
 |

|
 |
 
J. S. Ross, C. Hatzis, W. F. Symmans, L. Pusztai, and G. N. Hortobagyi
Commercialized Multigene Predictors of Clinical Outcome for Breast Cancer
Oncologist,
May 1, 2008;
13(5):
477 - 493.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. S. Jeruss, E. A. Mittendorf, S. L. Tucker, A. M. Gonzalez-Angulo, T. A. Buchholz, A. A. Sahin, J. N. Cormier, A. U. Buzdar, G. N. Hortobagyi, and K. K. Hunt
Combined Use of Clinical and Pathologic Staging Variables to Define Outcomes for Breast Cancer Patients Treated With Neoadjuvant Therapy
J. Clin. Oncol.,
January 10, 2008;
26(2):
246 - 252.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
R Conforti, T Boulet, G Tomasic, E Taranchon, R Arriagada, M Spielmann, M Ducourtieux, J. Soria, T Tursz, S Delaloge, et al.
Breast cancer molecular subclassification and estrogen receptor expression to predict efficacy of adjuvant anthracyclines-based chemotherapy: a biomarker study from two randomized trials
Ann. Onc.,
September 1, 2007;
18(9):
1477 - 1483.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
F. Peintinger, K. Anderson, C. Mazouni, H. M. Kuerer, C. Hatzis, F. Lin, G. N. Hortobagyi, W. F. Symmans, and L. Pusztai
Thirty-Gene Pharmacogenomic Test Correlates with Residual Cancer Burden after Preoperative Chemotherapy for Breast Cancer
Clin. Cancer Res.,
July 15, 2007;
13(14):
4078 - 4082.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
C Mazouni, S-W Kau, D Frye, F Andre, H. Kuerer, T. Buchholz, W. Symmans, K Anderson, K. Hess, A. Gonzalez-Angulo, et al.
Inclusion of taxanes, particularly weekly paclitaxel, in preoperative chemotherapy improves pathologic complete response rate in estrogen receptor-positive breast cancers
Ann. Onc.,
May 1, 2007;
18(5):
874 - 880.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
L. A. Carey, E. C. Dees, L. Sawyer, L. Gatti, D. T. Moore, F. Collichio, D. W. Ollila, C. I. Sartor, M. L. Graham, and C. M. Perou
The Triple Negative Paradox: Primary Tumor Chemosensitivity of Breast Cancer Subtypes
Clin. Cancer Res.,
April 15, 2007;
13(8):
2329 - 2334.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
C. Shimizu, M. Ando, T. Kouno, N. Katsumata, and Y. Fujiwara
Current Trends and Controversies over Pre-operative Chemotherapy for Women with Operable Breast Cancer
Jpn. J. Clin. Oncol.,
January 3, 2007;
(2007)
hyl122v1.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
L. Pusztai
Chips to Bedside: Incorporation of Microarray Data into Clinical Practice
Clin. Cancer Res.,
December 15, 2006;
12(24):
7209 - 7214.
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
K. R. Hess, K. Anderson, W. F. Symmans, V. Valero, N. Ibrahim, J. A. Mejia, D. Booser, R. L. Theriault, A. U. Buzdar, P. J. Dempsey, et al.
Pharmacogenomic Predictor of Sensitivity to Preoperative Chemotherapy With Paclitaxel and Fluorouracil, Doxorubicin, and Cyclophosphamide in Breast Cancer
J. Clin. Oncol.,
September 10, 2006;
24(26):
4236 - 4244.
[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]
|
 |
|

|
 |

|
 |
 
I. Sachelarie, M. L. Grossbard, M. Chadha, S. Feldman, M. Ghesani, and R. H. Blum
Primary Systemic Therapy of Breast Cancer
Oncologist,
June 1, 2006;
11(6):
574 - 589.
[Abstract]
[Full Text]
[PDF]
|
 |
|
|