Skip to main content

Advertisement

Log in

Nomogram for predicting positive resection margins after breast-conserving surgery

  • Clinical trial
  • Published:
Breast Cancer Research and Treatment Aims and scope Submit manuscript

Abstract

A positive resection margin after breast-conserving surgery (BCS) is the most important risk factor for tumor recurrence. Re-excision after BCS often results in unnecessary wider excisions, or even mastectomies and poor cosmetic results, as well as increased medical costs and patients’ anxiety. A nomogram for predicting positive resection margins may allow the surgeon to develop an individualized surgical plan. Data from 1,034 consecutive breast cancer patients with invasive or in situ breast cancer who initially underwent BCS between January 2008 and December 2009 were used to develop a nomogram for predicting positive resection margins. The nomogram was then validated independently using a cohort of 563 patients who underwent breast surgery in 2010. Multivariate logistic regression analysis showed that microcalcifications (OR 1.574, P = 0.034), grade 4 mammographic density (OR 4.515, P = 0.005), >0.5 cm difference in tumor size between magnetic resonance imaging and ultrasonography (OR 10.001, P < 0.0001), ductal carcinoma in situ (DCIS) on needle biopsy (OR 1.575, P = 0.044), and lobular component on needle biopsy (OR 3.985, P = 0.015) were independent predictors of positive resection margins. These significant variables were used to develop a nomogram for predicting positive resection margins after BCS; the AUCs of the study and the validation cohorts were 0.823 [95 % confidence interval (CI), 0.785–0.862] and 0.846 (95 % CI, 0.800–0.892), respectively. Our new nomogram using 5 variables that were determined before surgery to predict positive resection margins should aid the surgeon in developing individualized surgical plans for breast cancer patients who are scheduled for BCS.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Fig. 1
Fig. 2

Similar content being viewed by others

References

  1. van Dongen JA, Voogd AC, Fentiman IS, Legrand C, Sylvester RJ, Tong D, van der Schueren E, Helle PA, van Zijl K, Bartelink H (2000) Long-term results of a randomized trial comparing breast-conserving therapy with mastectomy: European Organization for Research and Treatment of Cancer 10801 trial. J Natl Cancer Inst 92:1143–1150

    Article  PubMed  Google Scholar 

  2. Fisher B, Anderson S, Bryant J, Margolese RG, Deutsch M, Fisher ER, Jeong JH, Wolmark N (2002) Twenty-year follow-up of a randomized trial comparing total mastectomy, lumpectomy, and lumpectomy plus irradiation for the treatment of invasive breast cancer. N Engl J Med 347:1233–1241. doi:10.1056/NEJMoa022152

    Article  PubMed  Google Scholar 

  3. Kreike B, Hart AA, van de Velde T, Borger J, Peterse H, Rutgers E, Bartelink H, van de Vijver MJ (2008) Continuing risk of ipsilateral breast relapse after breast-conserving therapy at long-term follow-up. Int J Radiat Oncol Biol Phys 71:1014–1021. doi:10.1016/j.ijrobp.2007.11.029

    Article  PubMed  Google Scholar 

  4. Mechera R, Viehl CT, Oertli D (2009) Factors predicting in-breast tumor recurrence after breast-conserving surgery. Breast Cancer Res Treat 116:171–177. doi:10.1007/s10549-008-0187-y

    Article  PubMed  Google Scholar 

  5. Coopey S, Smith BL, Hanson S, Buckley J, Hughes KS, Gadd M, Specht MC (2011) The safety of multiple re-excisions after lumpectomy for breast cancer. Ann Surg Oncol 18:3797–3801. doi:10.1245/s10434-011-1802-4

    Article  PubMed  Google Scholar 

  6. Pleijhuis RG, Graafland M, de Vries J, Bart J, de Jong JS, van Dam GM (2009) Obtaining adequate surgical margins in breast-conserving therapy for patients with early-stage breast cancer: current modalities and future directions. Ann Surg Oncol 16:2717–2730. doi:10.1245/s10434-009-0609-z

    Article  PubMed  Google Scholar 

  7. Weber WP, Engelberger S, Viehl CT, Zanetti-Dallenbach R, Kuster S, Dirnhofer S, Wruk D, Oertli D, Marti WR (2008) Accuracy of frozen section analysis versus specimen radiography during breast-conserving surgery for nonpalpable lesions. World J Surg 32:2599–2606. doi:10.1007/s00268-008-9757-8

    Article  PubMed  Google Scholar 

  8. Riedl O, Fitzal F, Mader N, Dubsky P, Rudas M, Mittlboeck M, Gnant M, Jakesz R (2009) Intraoperative frozen section analysis for breast-conserving therapy in 1016 patients with breast cancer. Eur J Surg Oncol 35:264–270. doi:10.1016/j.ejso.2008.05.007

    Article  PubMed  CAS  Google Scholar 

  9. Blair SL, Thompson K, Rococco J, Malcarne V, Beitsch PD, Ollila DW (2009) Attaining negative margins in breast-conservation operations: is there a consensus among breast surgeons? J Am Coll Surg 209:608–613. doi:10.1016/j.jamcollsurg.2009.07.026

    Article  PubMed  Google Scholar 

  10. Lovrics PJ, Cornacchi SD, Farrokhyar F, Garnett A, Chen V, Franic S, Simunovic M (2009) The relationship between surgical factors and margin status after breast-conservation surgery for early stage breast cancer. Am J Surg 197:740–746. doi:10.1016/j.amjsurg.2008.03.007

    Article  PubMed  Google Scholar 

  11. Cho N, Kim SM, Park JS, Jang M, Kim SY, Chang JM, Moon WK (2011) Contralateral lesions detected by preoperative MRI in patients with recently diagnosed breast cancer: application of MR CAD in differentiation of benign and malignant lesions. Eur J Radiol. doi:10.1016/j.ejrad.2011.03.060

    Google Scholar 

  12. Carlson RW, Allred DC, Anderson BO, Burstein HJ, Carter WB, Edge SB, Erban JK, Farrar WB, Forero A, Giodano SH, Goldstein LJ, Gradishar WJ, Hayes DF, Hudis CA, Ljung B-M, Mankoff DA, Marcom PK, Mayer IA, McCormick B, Pierce LJ, Reed EC, Sachdev J, Smith ML, Somlo G, Ward JH, Wolff AC, Zellars R (2011) NCCN clinical practice guidelines in oncology: breast cancer version 2.2011. http://www.nccn.org. Accessed 11 Nov 2011

  13. Hosmer D, Lemeshow S (2000) Applied logistic regression. Wiley, New York

    Book  Google Scholar 

  14. Iasonos A, Schrag D, Raj GV, Panageas KS (2008) How to build and interpret a nomogram for cancer prognosis. J Clin Oncol 26:1364–1370. doi:10.1200/JCO.2007.12.9791

    Article  PubMed  Google Scholar 

  15. Park CC, Mitsumori M, Nixon A, Recht A, Connolly J, Gelman R, Silver B, Hetelekidis S, Abner A, Harris JR, Schnitt SJ (2000) Outcome at 8 years after breast-conserving surgery and radiation therapy for invasive breast cancer: influence of margin status and systemic therapy on local recurrence. J Clin Oncol 18:1668–1675

    PubMed  CAS  Google Scholar 

  16. Groot G, Rees H, Pahwa P, Kanagaratnam S, Kinloch M (2011) Predicting local recurrence following breast-conserving therapy for early stage breast cancer: the significance of a narrow (≤2 mm) surgical resection margin. J Surg Oncol 103:212–216. doi:10.1002/jso.21826

    Article  PubMed  Google Scholar 

  17. Galimberti V, Maisonneuve P, Rotmensz N, Viale G, Sangalli C, Sargenti M, Brenelli F, Gentilini O, Intra M, Bassi F, Luini A, Zurrida S, Veronesi P, Colleoni M, Veronesi U (2011) Influence of margin status on outcomes in lobular carcinoma: experience of the European Institute of Oncology. Ann Surg 253:580–584. doi:10.1097/SLA.0b013e31820d9a81

    Article  PubMed  Google Scholar 

  18. Dunne C, Burke JP, Morrow M, Kell MR (2009) Effect of margin status on local recurrence after breast conservation and radiation therapy for ductal carcinoma in situ. J Clin Oncol 27:1615–1620. doi:10.1200/JCO.2008.17.5182

    Article  PubMed  Google Scholar 

  19. Rudloff U, Brogi E, Reiner AS, Goldberg JI, Brockway JP, Wynveen CA, McCormick B, Patil S, Van Zee KJ (2010) The influence of margin width and volume of disease near margin on benefit of radiation therapy for women with DCIS treated with breast-conserving therapy. Ann Surg 251:583–591. doi:10.1097/SLA.0b013e3181b5931e

    Article  PubMed  Google Scholar 

  20. Silverstein MJ, Lagios MD, Groshen S, Waisman JR, Lewinsky BS, Martino S, Gamagami P, Colburn WJ (1999) The influence of margin width on local control of ductal carcinoma in situ of the breast. N Engl J Med 340:1455–1461. doi:10.1056/NEJM199905133401902

    Article  PubMed  CAS  Google Scholar 

  21. Turnbull L, Brown S, Harvey I, Olivier C, Drew P, Napp V, Hanby A, Brown J (2010) Comparative effectiveness of MRI in breast cancer (COMICE) trial: a randomised controlled trial. Lancet 375:563–571

    Article  PubMed  Google Scholar 

  22. Peters NH, van Esser S, van den Bosch MA, Storm RK, Plaisier PW, van Dalen T, Diepstraten SC, Weits T, Westenend PJ, Stapper G, Fernandez-Gallardo MA, Borel Rinkes IH, van Hillegersberg R, Mali WP, Peeters PH (2011) Preoperative MRI and surgical management in patients with nonpalpable breast cancer: the MONET—randomised controlled trial. Eur J Cancer 47:879–886. doi:10.1016/j.ejca.2010.11.035

    Article  PubMed  CAS  Google Scholar 

  23. Olson TP, Harter J, Munoz A, Mahvi DM, Breslin T (2007) Frozen section analysis for intraoperative margin assessment during breast-conserving surgery results in low rates of re-excision and local recurrence. Ann Surg Oncol 14:2953–2960. doi:10.1245/s10434-007-9437-1

    Article  PubMed  CAS  Google Scholar 

  24. Fukamachi K, Ishida T, Usami S, Takeda M, Watanabe M, Sasano H, Ohuchi N (2010) Total-circumference intraoperative frozen section analysis reduces margin-positive rate in breast-conservation surgery. Jpn J Clin Oncol 40:513–520. doi:10.1093/jjco/hyq006

    Article  PubMed  Google Scholar 

  25. Cendan JC, Coco D, Copeland EM 3rd (2005) Accuracy of intraoperative frozen-section analysis of breast cancer lumpectomy-bed margins. J Am Coll Surg 201:194–198

    Article  PubMed  Google Scholar 

  26. Tartter PI, Kaplan J, Bleiweiss I, Gajdos C, Kong A, Ahmed S, Zapetti D (2000) Lumpectomy margins, reexcision, and local recurrence of breast cancer. Am J Surg 179:81–85

    Article  PubMed  CAS  Google Scholar 

  27. Kurniawan ED, Wong MH, Windle I, Rose A, Mou A, Buchanan M, Collins JP, Miller JA, Gruen RL, Mann GB (2008) Predictors of surgical margin status in breast-conserving surgery within a breast screening program. Ann Surg Oncol 15:2542–2549. doi:10.1245/s10434-008-0054-4

    Article  PubMed  Google Scholar 

  28. Boyd NF, Jensen HM, Cooke G, Han HL, Lockwood GA, Miller AB (2000) Mammographic densities and the prevalence and incidence of histological types of benign breast disease. Reference Pathologists of the Canadian National Breast Screening Study. Eur J Cancer Prev 9:15–24

    Article  PubMed  CAS  Google Scholar 

  29. Turashvili G, McKinney S, Martin L, Gelmon KA, Watson P, Boyd N, Aparicio S (2009) Columnar cell lesions, mammographic density and breast cancer risk. Breast Cancer Res Treat 115:561–571. doi:10.1007/s10549-008-0099-x

    Article  PubMed  Google Scholar 

  30. Yaghjyan L, Colditz GA, Collins LC, Schnitt SJ, Rosner B, Vachon C, Tamimi RM (2011) Mammographic breast density and subsequent risk of breast cancer in postmenopausal women according to tumor characteristics. J Natl Cancer Inst 103:1179–1189

    Article  PubMed  Google Scholar 

  31. Hata T, Takahashi H, Watanabe K, Takahashi M, Taguchi K, Itoh T, Todo S (2004) Magnetic resonance imaging for preoperative evaluation of breast cancer: a comparative study with mammography and ultrasonography. J Am Coll Surg 198:190–197. doi:10.1016/j.jamcollsurg.2003.10.008

    Article  PubMed  Google Scholar 

  32. Schouten van der Velden AP, Schlooz-Vries MS, Boetes C, Wobbes T (2009) Magnetic resonance imaging of ductal carcinoma in situ: what is its clinical application? A review. Am J Surg 198:262–269. doi:10.1016/j.amjsurg.2009.01.010

    Article  PubMed  Google Scholar 

  33. Liberman L, Morris EA, Dershaw DD, Abramson AF, Tan LK (2003) Ductal enhancement on MR imaging of the breast. AJR Am J Roentgenol 181:519–525

    PubMed  Google Scholar 

  34. Tresserra F, Feu J, Grases PJ, Navarro B, Alegret X, Fernandez-Cid A (1999) Assessment of breast cancer size: sonographic and pathologic correlation. J Clin Ultrasound 27:485–491

    Article  PubMed  CAS  Google Scholar 

  35. Satake H, Shimamoto K, Sawaki A, Niimi R, Ando Y, Ishiguchi T, Ishigaki T, Yamakawa K, Nagasaka T, Funahashi H (2000) Role of ultrasonography in the detection of intraductal spread of breast cancer: correlation with pathologic findings, mammography and MR imaging. Eur Radiol 10:1726–1732

    Article  PubMed  CAS  Google Scholar 

  36. Shin HC, Han W, Moon HG, Yom CK, Ahn SK, You JM, Kim JS, Chang JM, Cho N, Moon WK, Park IA, Noh DY (2012) Limited value and utility of breast MRI in patients undergoing breast-conserving cancer surgery. Ann Surg Oncol. doi:10.1245/s10434-012-2289-3

    Google Scholar 

  37. Dillon MF, Maguire AA, McDermott EW, Myers C, Hill AD, O’Doherty A, Quinn CM (2008) Needle core biopsy characteristics identify patients at risk of compromised margins in breast conservation surgery. Mod Pathol 21:39–45. doi:10.1038/modpathol.3800975

    Article  PubMed  Google Scholar 

  38. Saadai P, Moezzi M, Menes T (2011) Preoperative and intraoperative predictors of positive margins after breast-conserving surgery: a retrospective review. Breast Cancer 18:221–225. doi:10.1007/s12282-011-0262-9

    Article  PubMed  Google Scholar 

  39. Chagpar AB, Martin RC 2nd, Hagendoorn LJ, Chao C, McMasters KM (2004) Lumpectomy margins are affected by tumor size and histologic subtype but not by biopsy technique. Am J Surg 188:399–402. doi:10.1016/j.amjsurg.2004.06.020

    Article  PubMed  Google Scholar 

Download references

Acknowledgments

We thank the Medical Research Collaborating Center (MRCC) of Seoul National University Hospital for the excellent assistance in statistical analysis. This work was supported by National Research Foundation of Korea (NRF) Grant funded by the Korean Government (A110961) and by a grant of the Korea Health technology R&D Project, Ministry of Health & Welfare, Republic of Korea (2012-0000994).

Conflict of interest

None.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Dong-Young Noh.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Shin, HC., Han, W., Moon, HG. et al. Nomogram for predicting positive resection margins after breast-conserving surgery. Breast Cancer Res Treat 134, 1115–1123 (2012). https://doi.org/10.1007/s10549-012-2124-3

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10549-012-2124-3

Keywords

Navigation