Cancer Res Treat.  2015 Apr;47(2):197-207. 10.4143/crt.2013.247.

Nomogram for Predicting Breast Conservation after Neoadjuvant Chemotherapy

Affiliations
  • 1Department of Surgery, Seoul National University College of Medicine, Seoul, Korea. hanw@snu.ac.kr
  • 2Cancer Research Institute, Seoul National University, Seoul, Korea.
  • 3Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea.
  • 4Department of Surgery, Ewha Womans University Medical Center, Ewha Womans University School of Medicine, Seoul, Korea.
  • 5Department of Surgery, Gyeongsang National University Hospital, Gyeongsang National University School of Medicine, Jinju, Korea.
  • 6Department of Surgery, Gachon University Gil Medical Center, Incheon, Korea.
  • 7Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Korea.
  • 8Department of Pathology, Seoul National University College of Medicine, Seoul, Korea.

Abstract

PURPOSE
The ability to accurately predict the likelihood of achieving breast conservation surgery (BCS) after neoadjuvant chemotherapy (NCT) is important in deciding whether NCT or surgery should be the first-line treatment in patients with operable breast cancers.
MATERIALS AND METHODS
We reviewed the data of 513 women, who had stage II or III breast cancer and received NCT and surgery from a single institution. The ability of various clinicopathologic factors to predict the achievement of BCS and tumor size reduction to < or = 3 cm was assessed. Nomograms were built and validated in an independent cohort.
RESULTS
BCS was performed in 50.1% of patients, with 42.2% of tumors reduced to < or = 3 cm after NCT. A multivariate logistic regression analysis showed that smaller initial tumor size, longer distance between the lesion and the nipple, absence of suspicious calcifications on mammography, and a single tumor were associated with BCS rather than mastectomy (p < 0.05). Negative estrogen receptor, smaller initial tumor size, higher Ki-67 level, and absence of in situ component were associated with residual tumor size < or = 3 cm (p < 0.05). Two nomograms were developed using these factors. The areas under the receiver operating characteristic curves for nomograms predicting BCS and residual tumor < or = 3 cm were 0.800 and 0.777, respectively. The calibration plots showed good agreement between the predicted and actual probabilities.
CONCLUSION
We have established a model with novel factors that predicts BCS and residual tumor size after NCT. This model can help in making treatment decisions for patients who are candidates for NCT.

Keyword

Segmental mastectomy; Neoadjuvant therapy; Nomograms; Breast neoplasms

MeSH Terms

Breast Neoplasms
Breast*
Calibration
Cohort Studies
Drug Therapy*
Estrogens
Female
Humans
Logistic Models
Mammography
Mastectomy
Mastectomy, Segmental
Neoadjuvant Therapy
Neoplasm, Residual
Nipples
Nomograms*
ROC Curve
Estrogens

Figure

  • Fig. 1. Nomogram predicting eligibility for breast conservation surgery.

  • Fig. 2. Nomogram predicting the probability of residual tumor size ≤ 3 cm. ER, estrogen receptor; DCIS, ductal carcinoma in situ; NCT, neoadjuvant chemotherapy.


Cited by  1 articles

Score for the Survival Probability in Metastasis Breast Cancer: A Nomogram-Based Risk Assessment Model
Zhenchong Xiong, Guangzheng Deng, Xinjian Huang, Xing Li, Xinhua Xie, Jin Wang, Zeyu Shuang, Xi Wang
Cancer Res Treat. 2018;50(4):1260-1269.    doi: 10.4143/crt.2017.443.


Reference

References

1. Specht J, Gralow JR. Neoadjuvant chemotherapy for locally advanced breast cancer. Semin Radiat Oncol. 2009; 19:222–8.
Article
2. Rastogi P, Anderson SJ, Bear HD, Geyer CE, Kahlenberg MS, Robidoux A, et al. Preoperative chemotherapy: updates of National Surgical Adjuvant Breast and Bowel Project Protocols B-18 and B-27. J Clin Oncol. 2008; 26:778–85.
Article
3. Mauri D, Pavlidis N, Ioannidis JP. Neoadjuvant versus adjuvant systemic treatment in breast cancer: a meta-analysis. J Natl Cancer Inst. 2005; 97:188–94.
Article
4. Rouzier R, Mathieu MC, Sideris L, Youmsi E, Rajan R, Garbay JR, et al. Breast-conserving surgery after neoadjuvant anthracycline-based chemotherapy for large breast tumors. Cancer. 2004; 101:918–25.
Article
5. Shin HC, Han W, Moon HG, Im SA, Moon WK, Park IA, et al. Breast-conserving surgery after tumor downstaging by neoadjuvant chemotherapy is oncologically safe for stage III breast cancer patients. Ann Surg Oncol. 2013; 20:2582–9.
Article
6. Colleoni M, Bagnardi V, Rotmensz N, Viale G, Mastropasqua M, Veronesi P, et al. A nomogram based on the expression of Ki-67, steroid hormone receptors status and number of chemotherapy courses to predict pathological complete remission after preoperative chemotherapy for breast cancer. Eur J Cancer. 2010; 46:2216–24.
Article
7. Rouzier R, Pusztai L, Delaloge S, Gonzalez-Angulo AM, Andre F, Hess KR, et al. Nomograms to predict pathologic complete response and metastasis-free survival after preoperative chemotherapy for breast cancer. J Clin Oncol. 2005; 23:8331–9.
Article
8. Keam B, Im SA, Park S, Nam BH, Han SW, Oh DY, et al. Nomogram predicting clinical outcomes in breast cancer patients treated with neoadjuvant chemotherapy. J Cancer Res Clin Oncol. 2011; 137:1301–8.
Article
9. Katariya RN, Forrest AP, Gravelle IH. Breast volumes in cancer of the breast. Br J Cancer. 1974; 29:270–3.
Article
10. Hatzis C, Pusztai L, Valero V, Booser DJ, Esserman L, Lluch A, et al. A genomic predictor of response and survival following taxane-anthracycline chemotherapy for invasive breast cancer. JAMA. 2011; 305:1873–81.
Article
11. Rouzier R, Pusztai L, Garbay JR, Delaloge S, Hunt KK, Hortobagyi GN, et al. Development and validation of nomograms for predicting residual tumor size and the probability of successful conservative surgery with neoadjuvant chemotherapy for breast cancer. Cancer. 2006; 107:1459–66.
Article
12. Yip CH. Breast cancer in Asia. Methods Mol Biol. 2009; 471:51–64.
Article
13. Yoo KY, Kang D, Park SK, Kim SU, Kim SU, Shin A, et al. Epidemiology of breast cancer in Korea: occurrence, high-risk groups, and prevention. J Korean Med Sci. 2002; 17:1–6.
Article
14. O'Leary R, Hawkins K, Beazley JC, Lansdown MR, Hanby AM. Agreement between preoperative core needle biopsy and postoperative invasive breast cancer histopathology is not dependent on the amount of clinical material obtained. J Clin Pathol. 2004; 57:193–5.
15. Usami S, Moriya T, Amari M, Suzuki A, Ishida T, Sasano H, et al. Reliability of prognostic factors in breast carcinoma determined by core needle biopsy. Jpn J Clin Oncol. 2007; 37:250–5.
Article
16. Mathieu MC, Mazouni C, Kesty NC, Zhang Y, Scott V, Passeron J, et al. Breast Cancer Index predicts pathological complete response and eligibility for breast conserving surgery in breast cancer patients treated with neoadjuvant chemotherapy. Ann Oncol. 2012; 23:2046–52.
Article
17. Ma XJ, Salunga R, Dahiya S, Wang W, Carney E, Durbecq V, et al. A five-gene molecular grade index and HOXB13:IL17BR are complementary prognostic factors in early stage breast cancer. Clin Cancer Res. 2008; 14:2601–8.
Article
18. Jerevall PL, Ma XJ, Li H, Salunga R, Kesty NC, Erlander MG, et al. Prognostic utility of HOXB13:IL17BR and molecular grade index in early-stage breast cancer patients from the Stockholm trial. Br J Cancer. 2011; 104:1762–9.
Article
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