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Published in: Breast Cancer Research and Treatment 2/2010

01-01-2010 | Preclinical Study

Proliferative genes dominate malignancy-risk gene signature in histologically-normal breast tissue

Authors: Dung-Tsa Chen, Aejaz Nasir, Aedin Culhane, Chinnambally Venkataramu, William Fulp, Renee Rubio, Tao Wang, Deepak Agrawal, Susan M. McCarthy, Mike Gruidl, Gregory Bloom, Tove Anderson, Joe White, John Quackenbush, Timothy Yeatman

Published in: Breast Cancer Research and Treatment | Issue 2/2010

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Abstact

Historical data have indicated the potential for the histologically-normal breast to harbor pre-malignant changes at the molecular level. We postulated that a histologically-normal tissue with “tumor-like” gene expression pattern might harbor substantial risk for future cancer development. Genes associated with these high-risk tissues were considered to be “malignancy-risk genes”. From a total of 90 breast cancer patients, we collected a set of 143 histologically-normal breast tissues derived from patients harboring breast cancer who underwent curative mastectomy, as well as a set of 42 invasive ductal carcinomas (IDC) of various histologic grades. All samples were assessed for global gene expression differences using microarray analysis. For the purpose of this study we defined normal breast tissue to include histologically normal and benign lesions. Here we report the discovery of a “malignancy-risk” gene signature that may portend risk of breast cancer development in benign, but molecularly-abnormal, breast tissue. Pathway analysis showed that the malignancy-risk signature had a dramatic enrichment for genes with proliferative function, but appears to be independent of ER, PR, and HER2 status. The signature was validated by RT-PCR, with a high correlation (Pearson correlation = 0.95 with P < 0.0001) with microarray data. These results suggest a predictive role for the malignancy-risk signature in normal breast tissue. Proliferative biology dominates the earliest stages of tumor development.
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Literature
1.
go back to reference Berry DA, Cronin KA, Plevritis SK, Fryback DG, Clarke L, Zelen M et al (2005) Effect of screening and adjuvant therapy on mortality from breast cancer. N Engl J Med 353(17):1784–1792. doi:10.1056/NEJMoa050518 CrossRefPubMed Berry DA, Cronin KA, Plevritis SK, Fryback DG, Clarke L, Zelen M et al (2005) Effect of screening and adjuvant therapy on mortality from breast cancer. N Engl J Med 353(17):1784–1792. doi:10.​1056/​NEJMoa050518 CrossRefPubMed
3.
go back to reference Lewis CM, Cler LR, Bu DW, Zochbauer-Muller S, Milchgrub S, Naftalis EZ et al (2005) Promoter hypermethylation in benign breast epithelium in relation to predicted breast cancer risk. Clin Cancer Res 11(1):166–172PubMed Lewis CM, Cler LR, Bu DW, Zochbauer-Muller S, Milchgrub S, Naftalis EZ et al (2005) Promoter hypermethylation in benign breast epithelium in relation to predicted breast cancer risk. Clin Cancer Res 11(1):166–172PubMed
5.
go back to reference Fredriksson I, Liljegren G, Palm-Sjovall M, Arnesson LG, Emdin SO, Fornander T et al (2003) Risk factors for local recurrence after breast-conserving surgery. Br J Surg 90(9):1093–1102. doi:10.1002/bjs.4206 CrossRefPubMed Fredriksson I, Liljegren G, Palm-Sjovall M, Arnesson LG, Emdin SO, Fornander T et al (2003) Risk factors for local recurrence after breast-conserving surgery. Br J Surg 90(9):1093–1102. doi:10.​1002/​bjs.​4206 CrossRefPubMed
7.
go back to reference Botti C, Pescatore B, Mottolese M, Sciarretta F, Greco C, Di Filippo F et al (2000) Incidence of chromosomes 1 and 17 aneusomy in breast cancer and adjacent tissue: an interphase cytogenetic study. J Am Coll Surg 190(5):530–539. doi:10.1016/S1072-7515(00)00252-0 CrossRefPubMed Botti C, Pescatore B, Mottolese M, Sciarretta F, Greco C, Di Filippo F et al (2000) Incidence of chromosomes 1 and 17 aneusomy in breast cancer and adjacent tissue: an interphase cytogenetic study. J Am Coll Surg 190(5):530–539. doi:10.​1016/​S1072-7515(00)00252-0 CrossRefPubMed
8.
go back to reference Larson PS, de las Morenas A, Bennett SR, Cupples LA, Rosenberg CL (2002) Loss of heterozygosity or allele imbalance in histologically normal breast epithelium is distinct from loss of heterozygosity or allele imbalance in co-existing carcinomas. Am J Pathol 161(1):283–290PubMed Larson PS, de las Morenas A, Bennett SR, Cupples LA, Rosenberg CL (2002) Loss of heterozygosity or allele imbalance in histologically normal breast epithelium is distinct from loss of heterozygosity or allele imbalance in co-existing carcinomas. Am J Pathol 161(1):283–290PubMed
9.
go back to reference Li Z, Moore DH, Meng ZH, Ljung BM, Gray JW, Dairkee SH (2002) Increased risk of local recurrence is associated with allelic loss in normal lobules of breast cancer patients. Cancer Res 62(4):1000–1003PubMed Li Z, Moore DH, Meng ZH, Ljung BM, Gray JW, Dairkee SH (2002) Increased risk of local recurrence is associated with allelic loss in normal lobules of breast cancer patients. Cancer Res 62(4):1000–1003PubMed
10.
go back to reference Schnitt SJ, Morrow M (1999) Lobular carcinoma in situ: current concepts and controversies. Semin Diagn Pathol 16(3):209–223PubMed Schnitt SJ, Morrow M (1999) Lobular carcinoma in situ: current concepts and controversies. Semin Diagn Pathol 16(3):209–223PubMed
11.
go back to reference Fitzgibbons PL, DE Henson, Hutter RV (1998) Benign breast changes and the risk for subsequent breast cancer: an update of the 1985 consensus statement. Cancer Committee of the College of American Pathologists. Arch Pathol Lab Med 122(12):1053–1055PubMed Fitzgibbons PL, DE Henson, Hutter RV (1998) Benign breast changes and the risk for subsequent breast cancer: an update of the 1985 consensus statement. Cancer Committee of the College of American Pathologists. Arch Pathol Lab Med 122(12):1053–1055PubMed
12.
go back to reference Wapnir IL, Anderson SJ, Mamounas EP, Geyer CE Jr, Jeong JH, Tan-Chiu E et al (2006) Prognosis after ipsilateral breast tumor recurrence and locoregional recurrences in five National Surgical Adjuvant Breast and Bowel Project node-positive adjuvant breast cancer trials. J Clin Oncol 24(13):2028–2037. doi:10.1200/JCO.2005.04.3273 CrossRefPubMed Wapnir IL, Anderson SJ, Mamounas EP, Geyer CE Jr, Jeong JH, Tan-Chiu E et al (2006) Prognosis after ipsilateral breast tumor recurrence and locoregional recurrences in five National Surgical Adjuvant Breast and Bowel Project node-positive adjuvant breast cancer trials. J Clin Oncol 24(13):2028–2037. doi:10.​1200/​JCO.​2005.​04.​3273 CrossRefPubMed
13.
go back to reference Wapnir I, Anderson SEM, Mamounas E et al (2005) Survival after IBTR in NSABP Node Negative Protocols B-13, B-14, B-19, B-20 and B-23. J Clin Oncol 23:8s (suppl; abstr 517) Wapnir I, Anderson SEM, Mamounas E et al (2005) Survival after IBTR in NSABP Node Negative Protocols B-13, B-14, B-19, B-20 and B-23. J Clin Oncol 23:8s (suppl; abstr 517)
14.
go back to reference Carter SL, Eklund AC, Kohane IS, Harris LN, Szallasi Z (2006) A signature of chromosomal instability inferred from gene expression profiles predicts clinical outcome in multiple human cancers. Nat Genet 38(9):1043–1048. doi:10.1038/ng1861 CrossRefPubMed Carter SL, Eklund AC, Kohane IS, Harris LN, Szallasi Z (2006) A signature of chromosomal instability inferred from gene expression profiles predicts clinical outcome in multiple human cancers. Nat Genet 38(9):1043–1048. doi:10.​1038/​ng1861 CrossRefPubMed
15.
go back to reference Chang HY, Nuyten DS, Sneddon JB, Hastie T, Tibshirani R, Sorlie T et al (2005) Robustness, scalability, and integration of a wound-response gene expression signature in predicting breast cancer survival. Proc Natl Acad Sci USA 102(10):3738–3743. doi:10.1073/pnas.0409462102 CrossRefPubMed Chang HY, Nuyten DS, Sneddon JB, Hastie T, Tibshirani R, Sorlie T et al (2005) Robustness, scalability, and integration of a wound-response gene expression signature in predicting breast cancer survival. Proc Natl Acad Sci USA 102(10):3738–3743. doi:10.​1073/​pnas.​0409462102 CrossRefPubMed
16.
go back to reference Finak G, Bertos N, Pepin F, Sadekova S, Souleimanova M, Zhao H et al (2008) Stromal gene expression predicts clinical outcome in breast cancer. Nat Med 14(5):518–527. doi:10.1038/nm1764 CrossRefPubMed Finak G, Bertos N, Pepin F, Sadekova S, Souleimanova M, Zhao H et al (2008) Stromal gene expression predicts clinical outcome in breast cancer. Nat Med 14(5):518–527. doi:10.​1038/​nm1764 CrossRefPubMed
20.
go back to reference Paik S, Shak S, Tang G, Kim C, Baker J, Cronin M et al (2004) A multigene assay to predict recurrence of tamoxifen-treated, node-negative breast cancer. N Engl J Med 351(27):2817–2826. doi:10.1056/NEJMoa041588 CrossRefPubMed Paik S, Shak S, Tang G, Kim C, Baker J, Cronin M et al (2004) A multigene assay to predict recurrence of tamoxifen-treated, node-negative breast cancer. N Engl J Med 351(27):2817–2826. doi:10.​1056/​NEJMoa041588 CrossRefPubMed
22.
go back to reference Sorlie T, Perou CM, Tibshirani R, Aas T, Geisler S, Johnsen H et al (2001) Gene expression patterns of breast carcinomas distinguish tumor subclasses with clinical implications. Proc Natl Acad Sci USA 98(19):10869–10874. doi:10.1073/pnas.191367098 CrossRefPubMed Sorlie T, Perou CM, Tibshirani R, Aas T, Geisler S, Johnsen H et al (2001) Gene expression patterns of breast carcinomas distinguish tumor subclasses with clinical implications. Proc Natl Acad Sci USA 98(19):10869–10874. doi:10.​1073/​pnas.​191367098 CrossRefPubMed
23.
go back to reference van de Vijver MJ, He YD, van ‘t Veer LJ, Dai H, Hart AAM, Voskuil DW et al (2002) A gene-expression signature as a predictor of survival in breast cancer. N Engl J Med 347(25):1999–2009. doi:10.1056/NEJMoa021967 CrossRefPubMed van de Vijver MJ, He YD, van ‘t Veer LJ, Dai H, Hart AAM, Voskuil DW et al (2002) A gene-expression signature as a predictor of survival in breast cancer. N Engl J Med 347(25):1999–2009. doi:10.​1056/​NEJMoa021967 CrossRefPubMed
24.
go back to reference Wang Y, Klijn JG, Zhang Y, Sieuwerts AM, Look MP, Yang F et al (2005) Gene-expression profiles to predict distant metastasis of lymph-node-negative primary breast cancer. Lancet 365(9460):671–679PubMed Wang Y, Klijn JG, Zhang Y, Sieuwerts AM, Look MP, Yang F et al (2005) Gene-expression profiles to predict distant metastasis of lymph-node-negative primary breast cancer. Lancet 365(9460):671–679PubMed
25.
go back to reference Shah VI, Raju U, Chitale D, Deshpande V, Gregory N, Strand V (2003) False-negative core needle biopsies of the breast—an analysis of clinical, radiologic, and pathologic findings in 27 consecutive cases of missed breast cancer. Cancer 97(8):1824–1831. doi:10.1002/cncr.11278 CrossRefPubMed Shah VI, Raju U, Chitale D, Deshpande V, Gregory N, Strand V (2003) False-negative core needle biopsies of the breast—an analysis of clinical, radiologic, and pathologic findings in 27 consecutive cases of missed breast cancer. Cancer 97(8):1824–1831. doi:10.​1002/​cncr.​11278 CrossRefPubMed
27.
go back to reference Irizarry RA, Bolstad BM, Collin F, Cope LM, Hobbs B, Speed TP (2003) Summaries of Affymetrix GeneChip probe level data. Nucleic Acids Res 31(4):e15CrossRefPubMed Irizarry RA, Bolstad BM, Collin F, Cope LM, Hobbs B, Speed TP (2003) Summaries of Affymetrix GeneChip probe level data. Nucleic Acids Res 31(4):e15CrossRefPubMed
29.
go back to reference Miller RG (1981) Simultaneous statistical inference, 2nd edn. Springer-Verlag, New York, NY Miller RG (1981) Simultaneous statistical inference, 2nd edn. Springer-Verlag, New York, NY
30.
go back to reference Whitfield ML, Sherlock G, Saldanha AJ, Murray JI, Ball CA, Alexander KE et al (2002) Identification of genes periodically expressed in the human cell cycle and their expression in tumors. Mol Biol Cell 13(6):1977–2000. doi:10.1091/mbc.02-02-0030 CrossRefPubMed Whitfield ML, Sherlock G, Saldanha AJ, Murray JI, Ball CA, Alexander KE et al (2002) Identification of genes periodically expressed in the human cell cycle and their expression in tumors. Mol Biol Cell 13(6):1977–2000. doi:10.​1091/​mbc.​02-02-0030 CrossRefPubMed
31.
go back to reference Poola I, DeWitty RL, Marshalleck JJ, Bhatnagar R, Abraham J, Leffall LD (2005) Identification of MMP-1 as a putative breast cancer predictive marker by global gene expression analysis. Nat Med 11(5):481–483. doi:10.1038/nm1243 CrossRefPubMed Poola I, DeWitty RL, Marshalleck JJ, Bhatnagar R, Abraham J, Leffall LD (2005) Identification of MMP-1 as a putative breast cancer predictive marker by global gene expression analysis. Nat Med 11(5):481–483. doi:10.​1038/​nm1243 CrossRefPubMed
32.
go back to reference Rosenwald A, Wright G, Wiestner A, Chan WC, Connors JM, Campo E et al (2003) The proliferation gene expression signature is a quantitative integrator of oncogenic events that predicts survival in mantle cell lymphoma. Cancer Cell 3(2):185–197. doi:10.1016/S1535-6108(03)00028-X CrossRefPubMed Rosenwald A, Wright G, Wiestner A, Chan WC, Connors JM, Campo E et al (2003) The proliferation gene expression signature is a quantitative integrator of oncogenic events that predicts survival in mantle cell lymphoma. Cancer Cell 3(2):185–197. doi:10.​1016/​S1535-6108(03)00028-X CrossRefPubMed
35.
go back to reference Tripathi A, King C, de la Morenas A, Perry VK, Burke B, Antoine GA et al (2008) Gene expression abnormalities in histologically normal breast epithelium of breast cancer patients. Int J Cancer 122(7):1557–1566. doi:10.1002/ijc.23267 CrossRefPubMed Tripathi A, King C, de la Morenas A, Perry VK, Burke B, Antoine GA et al (2008) Gene expression abnormalities in histologically normal breast epithelium of breast cancer patients. Int J Cancer 122(7):1557–1566. doi:10.​1002/​ijc.​23267 CrossRefPubMed
Metadata
Title
Proliferative genes dominate malignancy-risk gene signature in histologically-normal breast tissue
Authors
Dung-Tsa Chen
Aejaz Nasir
Aedin Culhane
Chinnambally Venkataramu
William Fulp
Renee Rubio
Tao Wang
Deepak Agrawal
Susan M. McCarthy
Mike Gruidl
Gregory Bloom
Tove Anderson
Joe White
John Quackenbush
Timothy Yeatman
Publication date
01-01-2010
Publisher
Springer US
Published in
Breast Cancer Research and Treatment / Issue 2/2010
Print ISSN: 0167-6806
Electronic ISSN: 1573-7217
DOI
https://doi.org/10.1007/s10549-009-0344-y

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