Skip to main content

Advertisement

Log in

Probability of axillary lymph node metastasis when sentinel lymph node biopsy is negative in women with clinically node negative breast cancer: a bayesian approach

  • Published:
Breast Cancer Aims and scope Submit manuscript

Abstract

Background

Although sentinel lymph node biopsy (SLNB) is highly accurate in predicting axillary nodal status in patients with breast cancer, it has been shown that the procedure is associated with a few false negative results. The risk of leaving metastatic nodes behind in the axillary basin when SLNB is negative should be estimated for an individual patient if SLNB is performed to avoid conventional axillary lymph node dissection (ALND).

Methods

A retrospective analysis of 512 women with T1-3N0M0 breast cancer was conducted to derive a prevalence of nodal metastasis by T category as a pre-test (i.e., before SLNB) probability and to examine potential confounders on the relationship between T category and axillary nodal involvement. Probability of nodal metastasis when SLNB was negative was estimated by means of Bayes’ theorem which incorporated the pre-test probability and sensitivity and specificity of SLNB.

Results

Axillary nodal metastasis was observed in 6.1% of Tla-b, 25.1% of Tlc, 28.7% of T2, 35.0% of T3 tumors. Point estimates for the probability of nodal involvement when SLNB was negative ranged from 0.3–1.3% for Tla-b, 1.6–6.3% for Tlc, 2.0–7.5% for T2, and 2.6–9.7% for T3 tumors with representative sensitivities of 80%, 85%, 90% and 95%, respectively. The risk may be higher when the tumor involves the upper outer quadrant of the breast, while it may be lower for an underweight woman.

Conclusions

The probability of axillary lymph node metastasis when SLNB is negative can be estimated using a Bayesian approach. Presenting the probability to the patient may guide the decision of surgery without conventional ALND.

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.

Similar content being viewed by others

Abbreviations

SLNB:

Sentinel lymph node biopsy

ALND:

Axillary lymph node dissection

BMI:

Body mass index

References

  1. Fisher B, Jeong JH, Anderson B, Margolese RG, Deutsch M, Fisher ER, Jeong JH, Wolmark N: Twen ty-five-year follow-up of a randomized trial comparing radical mastectomy, total mastectomy, and total mastectomy followed by irradiation.N Engl J Med 347: 567–575, 2002.

    Article  PubMed  Google Scholar 

  2. Lin PP, Allison DC, Wainstock J, Miller KD, Dooley WC, Friedman N, Baker RR: Impact of axillary lymph node dissection on the therapy of breast cancer patients.J Clin Oncol 11: 1536–1544, 1993.

    PubMed  CAS  Google Scholar 

  3. Dees EC, Shulman LN, Souba WW, Smith BL: Does information from axillary dissection change treatment in clinically node-negative patients with breast cancer? An algorithm for assessment of impact of axillary dissection.Ann Surg 226: 279–287, 1997.

    Article  PubMed  CAS  Google Scholar 

  4. Reger V, Beito G, Jolly PC: Factors affecting the incidence of lymph node metastases in small cancers of the breast.Am J Surg 157: 501–502, 1989.

    Article  PubMed  CAS  Google Scholar 

  5. Noguchi M, Ohta N, Thomas M, Kitagawa H, Earashi M, Miyazaki I, Mizukami Y: A retrospective study on the clinical and biological prediction of axillary lymph node metastasis in breast cancer.Surg Today 23: 573- 579, 1993.

    Article  PubMed  CAS  Google Scholar 

  6. Ravdin PM, De Laurentiis M, Vendely T, Clark GM: Prediction of axillary lymph node status in breast cancer patients by use of prognostic indicators.J Natl Cancer Inst 86: 1771–1775, 1994.

    Article  PubMed  CAS  Google Scholar 

  7. Chadha M, Chabon AB, Friedmann P, Vikram B: Predictors of axillary lymph node metastases in patients with Tl breast cancer.Cancer 73: 350–353, 1994.

    Article  PubMed  CAS  Google Scholar 

  8. Ahlgren J, Stal O, Westman G, Arnesson L-G, and the South-East Sweden Breast Cancer Group: Prediction of axillary lymph node metastases in a screened breast cancer population.Acta Oncologica 33: 603–608, 1994.

    Article  PubMed  CAS  Google Scholar 

  9. Silverstein MJ, Gierson ED, Waisman JR, Colburn WJ, Gamagami P: Predicting axillary node positivity in patients with invasive carcinoma of the breast by using a combination of T category and palpability.J Am Coll Surg 180: 700–704, 1995.

    PubMed  CAS  Google Scholar 

  10. Giuliano AE, Barth AM, Spivack B, Beitsch PD, Evans SW: Incidence and predictors of axillary metastasis in Tl carcinoma of the breast.J Am Coll Surg 183: 185–189, 1996.

    PubMed  CAS  Google Scholar 

  11. De Laurentiis M, Gallo C, De Placido S, Perrone F, Pettinato G, Petrella G, Carlomagno C, Panico L, Deirio P, Bianco AR: A predictive index of axillary nodal involvement in operable breast cancer.Br J Cancer 73: 1241–1247, 1996.

    PubMed  Google Scholar 

  12. Fein D, Fowble B, Hanlon AL, Hooks MA, Hoffman JP, Sigurdson ER, Jardines LA, Eisenberg BL: Identification of women with T1-2 breast cancer at low risk of positive axillary nodes.J Surg Oncol 65: 34–39, 1997.

    Article  PubMed  CAS  Google Scholar 

  13. Shetty MR, Reiman Jr HM: Tumor size and axillary metastasis, correlative occurrence in 1244 cases of breast cancer between 1980 and 1995.Eur J Surg Oncol 23: 139–141, 1997.

    Article  PubMed  CAS  Google Scholar 

  14. Barth A, Craig PH, Silverstein MJ: Predictors of axillary lymph node metastases in patients with Tl breast carcinoma.Cancer 79: 1918–1922, 1997.

    Article  PubMed  CAS  Google Scholar 

  15. Olivotto IA, Jackson JSH, Mates D, Andersen S, Davidson W, Bryce CJ, Ragaz J: Prediction of axillary lymph node involvement of women with invasive breast carcinoma.Cancer 83: 948–955, 1998.

    Article  PubMed  CAS  Google Scholar 

  16. Gann PH, Colilla SA, Gapstur SM, Winchester DJ, Winchester DP: Factors associated with axillary lymph node metastasis from breast carcinoma.Cancer 86: 1511–1519, 1999.

    Article  PubMed  CAS  Google Scholar 

  17. Anan K, Mitsuyama S, Tamae K, Nishihara K, Iwashita T, Abe Y, Ihara T, Toyoshima S: Axillary lymph node metastases in patients with small carcinomas of the breast: Is accurate prediction possible?Eur J Surg 166: 610–615, 2000.

    Article  PubMed  CAS  Google Scholar 

  18. Mincey BA, Bammer T, Atkinson EJ, Perez EA: Role of axillary node dissection in patients with T1a and T1b breast cancer.Arch Surg 136: 779–782, 2001.

    Article  PubMed  CAS  Google Scholar 

  19. Choong PL, deSilva CJS, Dawkins HJS, Sterrett GF, Robbins P, Harvey JM, Papadimitriou J, Attikiouzel Y: Predicting axillary lymph node metastases in breast carcinoma patients.Breast Cancer Res Treat 37: 135- 149, 1996.

    Article  PubMed  CAS  Google Scholar 

  20. Naguib RNG, Adams AE, Home CHW, Angus B, Smith AF, Sherbet GV, Lennard TWJ: Prediction of nodal metastasis and prognosis in breast cancer: A neural model.Anticancer Res 17: 2735–2742, 1997.

    PubMed  CAS  Google Scholar 

  21. Marchevsky AM, Shah S, Patel S: Reasoning with uncertainty in pathology: Artificial neural networks and logistic regression as tools for prediction of lymph node status in breast cancer patients.Mod Pathol 12: 505–513, 1999.

    PubMed  CAS  Google Scholar 

  22. Cabanas RM: An approach for the treatment of penile carcinoma.Cancer 39: 456–466, 1977.

    Article  PubMed  CAS  Google Scholar 

  23. Morton DL, Wen DR, Wong JH, Economou JS, Cagle LA, Storm FK, Foshag LJ, Cochran AJ: Technical details of intraoperative lymphatic mapping for early stage melanoma.Arch Surg 127: 392–399, 1992.

    PubMed  CAS  Google Scholar 

  24. Davison SP, Clifton MS, Kauffman L, Minasian L: Sentinel node biopsy for the detection of head and neck melanoma.Ann Plast Surg 47: 206–211, 2001.

    Article  PubMed  CAS  Google Scholar 

  25. Krag DN, Weaver DL, Alex JC, Fairbank JT: Surgical resection and radiolocalization of the sentinel lymph node in breast cancer using a gamma probe.Surg Oncol 2: 335–339, 1993.

    Article  PubMed  CAS  Google Scholar 

  26. Giuliano AE, Kirgan DM, Guenther JM, Morton DL: Lymphatic mapping and sentinel lymphadenectomy for breast cancer.Ann Surg 220: 391–398, 1994.

    Article  PubMed  CAS  Google Scholar 

  27. Albertini JJ, Lyman GH, Cox C, Yeatman T, Balducci L, Ku N, Shivers S, Berman C, Wells K, Rapaport D, Shons A, Horton J, Greenberg H, Nicosia S, Clark R, Cantor A, Reintgen DS: Lymphatic mapping and sentinel node biopsy in the patient with breast cancer.JAMA 276: 1818–1822, 1996.

    Article  PubMed  CAS  Google Scholar 

  28. Veronesi U, Paganelli G, Galimberti V, Viale G, Zurrida S, Bedoni M, Costa A, de Cicco C, Geraghty JG, Luini A, Sacchini V, Veronesi P: Sentinel-node biopsy to avoid axillary dissection in breast cancer with clinically negative lymph-nodes.Lancet 349: 1864–1867, 1997.

    Article  PubMed  CAS  Google Scholar 

  29. Miltenburg DM, Miller C, Karamlou TB, Brunicardi FC: Meta-analysis of sentinel node biopsy in breast cancer.J Surg Res 84: 138–142, 1999.

    Article  PubMed  CAS  Google Scholar 

  30. Fraile M, Rull M, Julian FJ, Fuste F, Barnadas A, Llatjos M, Castella E, Gonzalez JR, Vallejos V, Alastrue A, Broggi MA: Sentinel node biopsy as a practical alternative to avoid axillary lymph node dissection in breast cancer patients: An approach to its validity.Ann Oncol 11: 701–705, 2000.

    Article  PubMed  CAS  Google Scholar 

  31. Noguchi M, Motomura K, Imoto S, Miyauchi M, Sato K, Iwata H, Ohta M, Kurosumi M, Tsugawa K: A multicenter validation study of sentinel lymph node biopsy by the Japanese Breast Cancer Society.Breast Cancer Res Treat 63: 31–40, 2000.

    Article  PubMed  CAS  Google Scholar 

  32. Veronesi U, Paganelli G, Viale G, Luini A, Zurrida S, Galimberti V, Intra M, Veronesi P, Robertson C, Maisonneuve P, Renne G, De Cicco C, De Lucia F, Gennari R: A randomized comparison of sentinelnode biopsy with routine axillary dissection in breast cancer.N Engl J Med 349: 546–553, 2003.

    Article  PubMed  Google Scholar 

  33. Cantin J, Scarth H, Levine M, Hugi M, for the Steering Committee on Clinical Practice Guidelines for the Care and Treatment of Breast Cancer: Clinical practice guidelines for the care and treatment of breast cancer: 13. Sentinel lymph node biopsy.CMAJ 165: 166–173, 2001.

    PubMed  CAS  Google Scholar 

  34. Krag D, Weaver D, Ashikaga T, Moffat F, Klimberg VS, Shriver C, Feldman S, Kusminsky R, Gadd M, Kuhn J, Harlow S, Beitsch P: The sentinel node in breast cancer: A multicenter validation study.N Engl J Med 339: 941–946, 1998.

    Article  PubMed  CAS  Google Scholar 

  35. Cox CE, Pendas S, Cox JM, Joseph E, Shons AR, Yeatman T, Ku NN, Lyman GH, Berman C, Haddad F, Reintgen DS: Guidelines for sentinel node biopsy and lymphatic mapping of patients with breast cancer.Ann Surg 227: 645–653, 1998.

    Article  PubMed  CAS  Google Scholar 

  36. Sobin LH, Wittekind C (Eds). TNM Classification of Malignant Tumors, 5th edition, John Wiley & Sons, New York, 1997.

    Google Scholar 

  37. Kleinbaum DG: Modeling strategy guidelines. In Logistic regression: A self-learning text. Kleinbaum DG, Springer-Verlag New York, pp l61–190, 1994.

    Google Scholar 

  38. SPSS 11.0 User’s Guides. Chicago: SPSS Inc.; 2001.

  39. Armitage P, Berry G: Bayes’ theorem. In Statistical Methods in Medical Research., Armitage P, Berry G., 3rd Ed., Blackwell, Oxford, pp71–77, 1994.

    Google Scholar 

  40. Noguchi M: Is it necessary to perform prospective randomized studies before sentinel node biopsy can replace routine axillary dissection?Breast Cancer 10: 179–187, 2003.

    Article  PubMed  Google Scholar 

  41. McMasters KM, Giuliano AE, Ross MI, Reintgen DS, Hunt KK, Byrd DR, Klimberg VS, Whitworth PW, Tafra LC, Edwards MJ: Sentinel lymph node biopsy for breast cancer - Not yet the standard of care.N Engl J Med 339: 990–995, 1998.

    Article  PubMed  CAS  Google Scholar 

  42. Hansen NM, Grube BJ, Giuliano AE: The time has come to change algorithm for the surgical management of early breast cancer.Arch Surg 137: 1131–1135, 2002.

    Article  PubMed  Google Scholar 

  43. Guenther JM, Hansen NM, DiFronzo LA, Giuliano AE, Collins JC, Grube BL, O’Connell TX: Axillary dissection is not required for all patients with breast cancer and positive sentinel nodes.Arch Surg 138: 52–56, 2003.

    Article  PubMed  Google Scholar 

  44. Schrenk P, Rieger R, Shamiyeh A, Wayand W: Mor bidity following sentinel lymph node biopsy versus axillary lymph node dissection for patients with breast carcinoma.Cancer 88: 608–614, 2000.

    Article  PubMed  CAS  Google Scholar 

  45. Blanchard K, Donohue JH, Reynolds C, Grant CS: Relapse and morbidity in patients undergoing sentinel lymph node biopsy alone or with axillary dissection for breast cancer.Arch Surg 138: 482–488, 2003.

    Article  PubMed  Google Scholar 

  46. Takei H, Suemasu K, Kurosumi M, Uchida K, Igarashi K, Ninomiya J, Naganuma R, Kusawake T, Sugamata N, Matsumoto H, Higashi Y: Sentinel lymph node biopsy without axillary dissection after an intraoperative negative histological investigation in 358 invasive breast cancer cases.Breast Cancer 9: 344- 348, 2002.

    Article  PubMed  Google Scholar 

  47. Schwartz GF, Giuliano AE, Veronesi U, and the Consensus Conference Committee: Proceedings of the Consensus Conference on the role of sentinel lymph node biopsy in carcinoma of the breast, April 19-22, 2001, Philadelphia, Pennsylvania.Cancer 94: 2542- 2551, 2002.

    Article  PubMed  Google Scholar 

  48. Bergström A, Pisani P, Tenet V, Wolk A, Adami H-O: Overweight as an avoidable cause of cancer in Europe.Int J Cancer 91: 421–430, 2001.

    Article  PubMed  Google Scholar 

  49. Singletary SE: Rating the risk factor for breast carcinoma.Ann Surg 237: 474–482, 2003.

    Article  PubMed  Google Scholar 

  50. Cui Y, Whiteman MK, Flaws JA, Langenberg P, Tkaczuk KH, Bush TL: Body mass and stage of breast cancer at diagnosis.Int J Cancer 98: 279–283, 2002.

    Article  PubMed  CAS  Google Scholar 

  51. Honda H, Ohi Y, Umekita Y, Takasaki T, Kuriwaki K, Ohyabu I, Yoshioka T, Yoshida A, Taguchi S, Ninomiya K, Akiba S, Nomura S, Sagara Y, Yoshida H: Obesity affects expression of progesterone receptors and node metastasis of mammary carcinomas in postmenopausal women without a family history.Pathol Int 49: 198–202, 1999.

    Article  PubMed  CAS  Google Scholar 

  52. Ryu SY, Kim CB, Nam CM, Park JK, Kim KS, Park J, Yoo Y, Cho KS: Is body mass index the prognostic factor in breast cancer? A meta-analysis.J Korean Med Sci 16: 610–614, 2001.

    PubMed  CAS  Google Scholar 

  53. Daling JR, Malone KE, Doody DR, Johnson LG, Gralow JR, Porter PL: Relation of body mass index to tumor makers and survival among young women with invasive ductal carcinoma.Cancer 92: 720–729, 2001.

    Article  PubMed  CAS  Google Scholar 

  54. Kyogoku S, Hirohata T, Takeshita S, Nomura S, Shigematsu T, Horie A: Survival of breast-cancer patients and body size indicators.Int J Cancer 46: 824- 831, 1990.

    Article  PubMed  CAS  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

About this article

Cite this article

Okamoto, T., Yamazaki, K., Kanbe, M. et al. Probability of axillary lymph node metastasis when sentinel lymph node biopsy is negative in women with clinically node negative breast cancer: a bayesian approach. Breast Cancer 12, 203–210 (2005). https://doi.org/10.2325/jbcs.12.203

Download citation

  • Received:

  • Accepted:

  • Issue Date:

  • DOI: https://doi.org/10.2325/jbcs.12.203

Key words

Navigation