Abstract
Numerous prognostic and predictive tools have been developed to help guide breast cancer counseling on outcomes, treatment decisions, and toxicity. Key prognostic and predictive factors remain estrogen and progesterone status as well as HER2 overexpression. Prognostic tools include Adjuvant! Online, which incorporates validated clinical prognostic factors to provide survival data, as well as Oncotype DX, which uses a 21 gene assay to derive a prognostic recurrence score and is also predictive for chemotherapy response, and Mammaprint, a 70 gene assay. Predictive tools including nomograms have been developed to help with many breast cancer clinical scenarios, including ductal carcinoma in situ, risk of sentinel node positivity, risk of non-sentinel node positivity in the setting of positive sentinel node, risk of brain metastases, and others. Tools to help predict toxicity have been developed, but are currently more sophisticated at predicting toxicity from systemic therapy than radiation therapy. These individualized decision making tools continue to advance breast cancer care and should be incorporated into patient discussions and decision making on validation.
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References
Albain KS, Barlow WE, Shak S et al (2010) Prognostic and predictive value of the 21-gene recurrence score assay in postmenopausal women with node-positive, oestrogen-receptor-positive breast cancer on chemotherapy: a retrospective analysis of a randomised trial. Lancet Oncol 11:55–65
American Joint Committee on Cancer (2002) Breast. AJCC cancer staging manual, 6th edn. Springer, New York, pp 221–240
American Joint Committee on Cancer (2009) Breast. AJCC cancer staging manual, 7th edn. Springer, New York, pp 345–376
Anderson BO, Calhoun KE, Rosen EL (2006) Evolving concepts in the management of lobular neoplasia. J Natl Compr Canc Netw 4:511–522
Bevilacqua JL, Kattan MW, Fey JV et al (2007) Doctor, what are my chances of having a positive sentinel node? a validated nomogram for risk estimation. J Clin Oncol 25:3670–3679
Borg A, Tandon AK, Sigurdsson H et al (1990) HER-2/neu amplification predicts poor survival in node-positive breast cancer. Cancer Res 50:4332–4337
Buchholz TA, Katz A, Strom EA et al (2002) Pathologic tumor size and lymph node status predict for different rates of locoregional recurrence after mastectomy for breast cancer patients treated with neoadjuvant versus adjuvant chemotherapy. Int J Radiat Oncol Biol Phys 53:880–888
Cabanes PA, Salmon RJ, Vilcoq JR et al (1992) Value of axillary dissection in addition to lumpectomy and radiotherapy in early breast cancer. Lancet 339:1245–1248
Carlson RW, McCormick B et al (2013) NCCN clinical practice guidelines in oncology: breast cancer. National comprehensive cancer network. NCCN.org, Version 1.2013
Carter CL, Allen C, Henson DE (1989) Relation of tumor size, lymph node status, and survival in 24,740 breast cancer cases. Cancer 63:181–187
Chang S, Parker SL, Pham T et al (1998) Inflammatory breast cancer incidence and survival. The surveillance epidemiology and end results (SEER) program of the national cancer institute, 1975–1992. Cancer 82:2366–2372
Cote RJ, Peterson HF, Chaiwun B et al (1999) Role of immunohistochemical detection of lymph node metastases in management of breast cancer. Int Breast Cancer Study Group Lancet 354:896–900
Cristofanilli M, Buzdar AU, Hortobagyi GN (2003) Update on the management of inflammatory breast cancer. Oncologist 8:141–148
Crowe JP Jr, Gordon NH, Hubay CA et al (1991) Estrogen receptor determination and long term survival of patients with carcinoma of the breast. Surg Gynecol Obstet. 173:273–278
Dent DM (1996) Axillary lymphadenectomy for breast cancer. Arch Surg 131:1125–1127
Dowsett M, Cuzick J, Wale C et al (2010) Prediction of risk of distant recurrence using the 21-gene recurrence score in node-negative and node-positive postmenopausal breast cancer patients treated with anastrozole or tamoxifen: a transatac study. J Clin Oncol 28:1829–1834
Edge SE, Byrd DR, Compton CC et al (2009) AJCC cancer staging manual, 7th edn. Springer, New York
Esteva FJ, Sahin AA, Cristofanilli M et al (2005) Prognostic role of a multigene reverse transcriptase-PCR assay in patients with node-negative breast cancer not receiving adjuvant systemic therapy. Clin Cancer Res 11:3315–3319
Extermann M, Chen H, Cantor AB et al (2002) Predictors of tolerance to chemotherapy in older cancer patients: a prospective pilot study. Eur J Cancer 38:1466–1473
Extermann M, Bonetti M, Sledge GW et al (2004) MAX2—a convenient index to estimate the average per patient risk for chemotherapy toxicity; validation in ECOG trials. Eur J Cancer 40:1193–1198
Extermann M, Boler I, Reich R et al (2010) The CRASH score (chemotherapy risk assessment scale for high-age patients): design and validation. 2010 ASCO annual meeting. Chicago, IL (Abstract 9000)
Freedman GM, Fowble BL, Hanlon A et al (1999) Patients with early stage invasive cancer with close or positive margins treated with conservative surgery and radiation have an increased risk of breast recurrence that is delayed by adjuvant systemic therapy. Int J Radiat Oncol Biol Phys 44:1005–1015
Freedman GM, Hanlon AL, Fowble BL et al (2002) Recursive partitioning identifies patients at high and low risk for ipsilateral tumor recurrence after breast conserving surgery and radiation. J Clin Oncol 20:4015–4021
Gagliardi G, Constine L, Moiseenko V et al (2010) Radiation dose-volume effects in the heart. Int J Radiat Oncol Biol Phys 76:S77–S85
Gann PH, Colilla SA, Gapstur SM et al (1999) Factors associated with axillary lymph node metastasis from breast carcinoma: descriptive and predictive analyses. Cancer 86:1511–1519
Gebski V, Lagleva M, Keech A et al (2006) Survival effects of postmastectomy adjuvant radiation therapy using biologically equivalent doses: A clinical perspective. J Natl Cancer Inst 98:26–38
Graesslin O, Abdulkarim BS, Coutant C et al (2010) Nomogram to predict subsequent brain metastasis in patients with metastatic breast cancer. J Clin Oncol 28:2032–2037
Graham MV, Purdy JA, Emami B et al (1999) Clinical dose-volume histogram analysis for pneumonitis after 3D treatment for non-small cell lung cancer (NSCLC). Int J Radiat Oncol Biol Phys 45:323–329
Haagensen CD, Bodian C, Haagensen DE Jr (1981) Breast carcinoma. Risk and detection. Diseases of the breast, 2nd edn. WB Saunders, Philadelphia
Harvey JM, Clark GM, Osborne CK et al (1999) Estrogen receptor status by immunohistochemistry is superior to the ligand-binding assay for predicting response to adjuvant endocrine therapy in breast cancer. J Clin Oncol 17:1474–1481
Holbro T, Civenni G, Hanes NE (2003) The ErbB receptors and their role in cancer progression. Exp Cell Res 284:99–110
Holscher T, Bentzen S, Baumann M (2006) Influence of connective tissue diseases on the expression of radiation side effects: a systematic review. Radiother Oncol 78:123–130
Houssami N, Ciatto S, Macaskill P et al (2008) Accuracy and surgical impact of magnetic resonance imaging in breast cancer staging: systematic review and meta-analysis in detection of multifocal and multicentric cancer. J Clin Oncol 26:3248–3258
Howat JMT, Harris M, Swindell R et al (1985) The effect of oestrogen and progesterone receptors on recurrence and survival in patients with carcinoma of the breast. Br J Cancer 51:262–270
Hughes LL, Wang M, Page DL et al (2009) Local excision alone without irradiation for ductal carcinoma in situ of the breast: a trial of the eastern cooperative oncology group. J Clin Oncol 27:5319–5324
Jackson JS, Olivotto IA, Wai MD et al (2000) A decision analysis of the effect of avoiding axillary lymph node dissection in low risk women with invasive breast carcinoma. Cancer 88:1852–1862
Jatoi I, Hilsenbeck SG, Clark GM et al (1999) Significance of axillary lymph node metastasis in primary breast cancer. J Clin Oncol 17:2334–2340
Kattan M (2001) Expert systems in medicine. In: Smelser NJ, Baltes PB (eds) International encyclopedia of the social and behavioral sciences. Pergamon, Oxford, pp 5135–5139
Lee LA, Silverstein MJ, Chung CT et al (2006) Breast cancer-specific mortality after invasive local recurrence in patients with ductal carcinoma-in situ of the breast. Am J Surg 192:416–419
Liao Z, Strom EA, Buzdar AU et al (2000) Locoregional irradiation for inflammatory breast cancer: effectiveness of dose escalation in decreasing recurrence. Int J Radiat Oncol Biol Phys 47:1191–1200
Linderholm BK, Hellborg H, Johansson U et al (2009) Significantly higher levels of vascular endothelial growth factor (VEGF) and shorter survival times for patients with primary operable triple-negative breast cancer. Ann Oncol 10:1639–1646
Liu S, Chia SK, Mehl E et al (2010) Progesterone receptor is a significant factor associated with clinical outcomes and effect of adjuvant tamoxifen therapy in breast cancer patients. Breast Cancer Res Treat 119:53–61
MacDonald HR, Silverstein MJ, Mabry H et al (2005) Local control in ductal carcinoma in situ treated by excision alone: incremental benefit of larger margins. Am J Surg 190:521–525
Macmillan RD, Purushotham AD, Mallon E et al (1997) Tumor bed positivity predicts outcome after breast conserving surgery. Br J Surg 84:1559–1562
Maibenco DC, Weiss LK, Pawlish KS et al (1999) Axillary lymph node metastases associated with small invasive breast carcinomas. Cancer 85:1530–1536
Mamounas EP, Tang G, Fisher B et al (2010) Association between the 21-gene recurrence score assay and risk of locoregional recurrence in node-negative, estrogen receptor-positive breast cancer: results from NSABP B-14 and NSABP B-20. J Clin Oncol 28:1677–1683
Marks LB (1994) The pulmonary effects of thoracic radiation. Oncology 8:89–106
Mittra I (1993) Axillary lymph node metastasis in breast cancer: prognostic indicator or lead-time bias? Eur J Cancer 29:300–302
Moore MP, Kinne DW (1997) Axillary lymphadenectomy: a diagnostic and therapeutic procedure. J Surg Oncol 66:2–6
Morrow M, Harris JR, Schnitt SJ (2012) Surgical margins in lumpectomy for breast cancer—bigger is not better. N Engl J Med 367:79–82
Mustafa IA, Cole B, Wanebo HJ et al (1997) The impact of histopathology on nodal metastases in minimal breast cancer. Arch Surg 132:384–390
Naik AM, Fey J, Gemignani M et al (2004) The risk of axillary relapse after sentinel lymph node biopsy for breast cancer is comparable with that of axillary lymph node dissection: a follow-up study of 4008 procedures. Ann Surg 240:462–468
Nielsen HM, Overgaard M, Grau C et al (2006) Study of failure pattern among high-risk breast cancer patients with or without postmastectomy radiotherapy in addition to adjuvant systemic therapy: long-term results from the danish breast cancer cooperative group DBCG 82 b and c randomized studies. J Clin Oncol 24:2268–2275
Olivotto IA, Bajdik CD, Ravdin PM et al (2005) Population-based validation of the prognostic model ADJUVANT! for early breast cancer. J Clin Oncol 23:2716–2722
Paik S, Hazan R, Fisher ER et al (1990) Pathologic findings from the national surgical adjuvant breast and bowel project: prognostic significance of erbB-2 protein overexpression in primary breast cancer. J Clin Oncol 8:103–112
Paik S, Shak S, Tang G et al (2004) A multigene assay to predict recurrence of tamoxifen-treated, node-negative breast cancer. N Engl J Med 351:2817–2826
Pater JL, Mores D, Loeb M (1981) Survival after recurrence of breast cancer. Can Med Assoc J 124:1591–1595
Peoples GE, Gurney JM, Hueman MT et al (2005) Clinical trial results of a HER2/neu (E75) vaccine to prevent recurrence in high-risk breast cancer patients. J Clin Oncol 23:7536–7545
Rahusen FD, Torrenga H, van Diest PJ et al (2001) Predictive factors for metastatic involvement of nonsentinel nodes in patients with breast cancer. Arch Surg 136:1059–1063
Rakha EA, El-Sayed AE, Green AR et al (2007) Prognostic markers in triple negative breast cancer. Cancer 109:25–32
Ravdin PM, Siminoff LA, Davis GJ et al (2001) Computer program to assist in making decisions about adjuvant therapy for women with early breast cancer. J Clin Oncol 19:980–991
Rivadeneira DE, Simmons RM, Christos PJ et al (2000) Predictive factors associated with axillary lymph node metastases in T1a and T1b breast carcinomas: analysis in more than 900 patients. J Am Coll Surg 191:1–6
Romond EH, Perez EA, Bryant J et al (2005) Trastuzumab plus adjuvant chemotherapy for operable HER2-positive breast cancer. N Engl J Med 353:1673–1684
Rudloff U, Jacks LM, Goldberg JI et al (2010) Nomogram for predicting the risk of local recurrence after breast-conserving surgery for ductal carcinoma in situ. J Clin Oncol 28:3762–3769
Shek LL, Godolphin W, Spinelli JJ et al (1987) Oestrogen receptors, nodes and stage as predictors of post-recurrence survival in 457 breast cancer patients. Br J Cancer 56:825–829
Shek LL, Godolphin W (1989) Survival with breast cancer: the importance of estrogen receptor quantity. Eur J Cancer Clin Oncol 25:243–250
Siegel R, Naishadham D, Jemal A (2012) Cancer statistics, 2012. CA Cancer J Clin 62:10–29
Slamon DJ, Clark GM, Wong SG et al (1987) Human breast cancer: correlation of recurrence and survival with amplification of the HER2/neu oncogene. Science 287:177–182
Solin LJ, Orel SG, Hwang WT et al (2008) Relationship of breast magnetic resonance imaging to outcome after breast-conservation treatment with radiation for women with early-stage invasive breast carcinoma or ductal carcinoma in situ. J Clin Oncol 26:386–391
Solin L, Gray R, Baehner F et al (2011) A quantitative multigene RT-PCR assay for predicting recurrence risk after surgical excision alone without irradiation for ductal carcinoma in situ (DCIS): a prospective validation study of the DCIS Score from ECOG E5194. In: Presented at: 34th annual san antonio breast cancer symposium, San Antonio, TX, 6–10 Dec 2011 (Abstract S4-6)
Specht MC, Kattan MW, Gonen M et al (2005) Predicting nonsentinel node status after positive sentinel node biopsy for breast cancer: clinicians versus nomogram. Ann Surg Oncol 8:654–659
Speirs V, Kerin MJ (2008) Prognostic significance of oestrogen receptor beta in breast cancer. Br J Surg 87:405–409
Teng S, Dupont E, McCann C et al (2000) Do cytokeratin-positive-only sentinel lymph nodes warrant complete axillary lymph node dissection in patients with invasive breast cancer? Am Surg 66:574–578
Turner RR, Chu KU, Qi K et al (2000) Pathologic features associated with nonsentinel lymph node metastases in patients with metastatic breast carcinoma in a sentinel lymph node. Cancer 89:574–581
Van der Vijver MJ, He YD, V’ant Veer LJ et al (2002) A gene-expression signature as a predictor of survival in breast cancer. N Engl J Med 347:1999–2009
Van Zee KJ, Manasseh DM, Bevilacqua JL et al (2003) A nomogram for predicting the likelihood of additional nodal metastases in breast cancer patients with a positive sentinel node biopsy. Ann Surg Oncol 10:1140–1151
Veronesi U, Paganelli G, Viale G et al (2003) A randomized comparison of sentinel-node biopsy with routine axillary dissection in breast cancer. N Engl J Med 349:546–553
Wapnir IL, Dignam JJ, Fisher B et al (2011) Long-term outcomes of invasive ipsilateral breast tumor recurrences after lumpectomy in NSABP B-17 and B-24 randomized clinical trials for DCIS. J Natl Cancer Inst 103:478–488
Wong SL, Edwards MJ, Chao C et al (2001) Predicting the status of the non-sentinel axillary nodes. Arch Surg 136:563–568
Yamamoto T, Ikawa S, Akiyama T et al (1986) Similarity of protein encoded by the human c-erb-B-2 gene to epidermal growth factor receptor. Nature 319:230–234
Zhou P, Recht A (2004) Young age and outcome for women with early stage invasive breast cancer. Cancer 101:1264–1274
Zujewski JA, Kamin L (2008) Trial assessing individualized options for treatment for breast cancer: the TAILORx trial. Future Oncol 4:603–610
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Fisher, C.M., Rabinovitch, R.A. (2013). Breast Cancer. In: Nieder, C., Gaspar, L. (eds) Decision Tools for Radiation Oncology. Medical Radiology(). Springer, Berlin, Heidelberg. https://doi.org/10.1007/174_2013_876
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