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Published in: Breast Cancer Research 1/2014

Open Access 01-02-2014 | Research article

Tumor phenotype and breast density in distinct categories of interval cancer: results of population-based mammography screening in Spain

Authors: Laia Domingo, Dolores Salas, Raquel Zubizarreta, Marisa Baré, Garbiñe Sarriugarte, Teresa Barata, Josefa Ibáñez, Jordi Blanch, Montserrat Puig-Vives, Ana Belén Fernández, Xavier Castells, Maria Sala

Published in: Breast Cancer Research | Issue 1/2014

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Abstract

Introduction

Interval cancers are tumors arising after a negative screening episode and before the next screening invitation. They can be classified into true interval cancers, false-negatives, minimal-sign cancers, and occult tumors based on mammographic findings in screening and diagnostic mammograms. This study aimed to describe tumor-related characteristics and the association of breast density and tumor phenotype within four interval cancer categories.

Methods

We included 2,245 invasive tumors (1,297 screening-detected and 948 interval cancers) diagnosed from 2000 to 2009 among 645,764 women aged 45 to 69 who underwent biennial screening in Spain. Interval cancers were classified by a semi-informed retrospective review into true interval cancers (n = 455), false-negatives (n = 224), minimal-sign (n = 166), and occult tumors (n = 103). Breast density was evaluated using Boyd’s scale and was conflated into: <25%; 25 to 50%; 50 to 75%; >75%. Tumor-related information was obtained from cancer registries and clinical records. Tumor phenotype was defined as follows: luminal A: ER+/HER2- or PR+/HER2-; luminal B: ER+/HER2+ or PR+/HER2+; HER2: ER-/PR-/HER2+; triple-negative: ER-/PR-/HER2-. The association of tumor phenotype and breast density was assessed using a multinomial logistic regression model. Adjusted odds ratios (OR) and 95% confidence intervals (95% CI) were calculated. All statistical tests were two-sided.

Results

Forty-eight percent of interval cancers were true interval cancers and 23.6% false-negatives. True interval cancers were associated with HER2 and triple-negative phenotypes (OR = 1.91 (95% CI:1.22-2.96), OR = 2.07 (95% CI:1.42-3.01), respectively) and extremely dense breasts (>75%) (OR = 1.67 (95% CI:1.08-2.56)). However, among true interval cancers a higher proportion of triple-negative tumors was observed in predominantly fatty breasts (<25%) than in denser breasts (28.7%, 21.4%, 11.3% and 14.3%, respectively; <0.001). False-negatives and occult tumors had similar phenotypic characteristics to screening-detected cancers, extreme breast density being strongly associated with occult tumors (OR = 6.23 (95% CI:2.65-14.66)). Minimal-sign cancers were biologically close to true interval cancers but showed no association with breast density.

Conclusions

Our findings revealed that both the distribution of tumor phenotype and breast density play specific and independent roles in each category of interval cancer. Further research is needed to understand the biological basis of the overrepresentation of triple-negative phenotype among predominantly fatty breasts in true interval cancers.
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Literature
1.
go back to reference Perry N, Broeders M, de Wolf C, Törnberg C, Holland R, von Karsa L: European guidelines for quality assurance in breast cancer screening and diagnosis. 2006, Luxembourg: Office for Official Publications of the European Communities, 4 Perry N, Broeders M, de Wolf C, Törnberg C, Holland R, von Karsa L: European guidelines for quality assurance in breast cancer screening and diagnosis. 2006, Luxembourg: Office for Official Publications of the European Communities, 4
2.
go back to reference Houssami N, Irwig L, Ciatto S: Radiological surveillance of interval breast cancers in screening programmes. Lancet Oncol. 2006, 7: 259-265. 10.1016/S1470-2045(06)70617-9.CrossRefPubMed Houssami N, Irwig L, Ciatto S: Radiological surveillance of interval breast cancers in screening programmes. Lancet Oncol. 2006, 7: 259-265. 10.1016/S1470-2045(06)70617-9.CrossRefPubMed
3.
go back to reference Hofvind S, Geller B, Skaane P: Mammographic features and histopathological findings of interval breast cancers. Acta Radiol. 2008, 49: 975-981. 10.1080/02841850802403730.CrossRefPubMedPubMedCentral Hofvind S, Geller B, Skaane P: Mammographic features and histopathological findings of interval breast cancers. Acta Radiol. 2008, 49: 975-981. 10.1080/02841850802403730.CrossRefPubMedPubMedCentral
4.
go back to reference Domingo L, Sala M, Servitja S, Corominas JM, Ferrer F, Martinez J, Macia F, Quintana MJ, Albanell J, Castells X: Phenotypic characterization and risk factors for interval breast cancers in a population-based breast cancer screening program in Barcelona, Spain. Cancer Causes Control. 2010, 21: 1155-1164. 10.1007/s10552-010-9541-6.CrossRefPubMed Domingo L, Sala M, Servitja S, Corominas JM, Ferrer F, Martinez J, Macia F, Quintana MJ, Albanell J, Castells X: Phenotypic characterization and risk factors for interval breast cancers in a population-based breast cancer screening program in Barcelona, Spain. Cancer Causes Control. 2010, 21: 1155-1164. 10.1007/s10552-010-9541-6.CrossRefPubMed
5.
go back to reference Vitak B: Invasive interval cancers in the Ostergotland Mammographic Screening Programme: radiological analysis. Eur Radiol. 1998, 8: 639-646. 10.1007/s003300050452.CrossRefPubMed Vitak B: Invasive interval cancers in the Ostergotland Mammographic Screening Programme: radiological analysis. Eur Radiol. 1998, 8: 639-646. 10.1007/s003300050452.CrossRefPubMed
6.
go back to reference Bare M, Sentis M, Galceran J, Ameijide A, Andreu X, Ganau S, Tortajada L, Planas J: Interval breast cancers in a community screening programme: frequency, radiological classification and prognostic factors. Eur J Cancer Prev. 2008, 17: 414-421. 10.1097/CEJ.0b013e3282f75ef5.CrossRefPubMed Bare M, Sentis M, Galceran J, Ameijide A, Andreu X, Ganau S, Tortajada L, Planas J: Interval breast cancers in a community screening programme: frequency, radiological classification and prognostic factors. Eur J Cancer Prev. 2008, 17: 414-421. 10.1097/CEJ.0b013e3282f75ef5.CrossRefPubMed
7.
go back to reference Collett K, Stefansson IM, Eide J, Braaten A, Wang H, Eide GE, Thoresen SO, Foulkes WD, Akslen LA: A basal epithelial phenotype is more frequent in interval breast cancers compared with screen detected tumors. Cancer Epidemiol Biomarkers Prev. 2005, 14: 1108-1112. 10.1158/1055-9965.EPI-04-0394.CrossRefPubMed Collett K, Stefansson IM, Eide J, Braaten A, Wang H, Eide GE, Thoresen SO, Foulkes WD, Akslen LA: A basal epithelial phenotype is more frequent in interval breast cancers compared with screen detected tumors. Cancer Epidemiol Biomarkers Prev. 2005, 14: 1108-1112. 10.1158/1055-9965.EPI-04-0394.CrossRefPubMed
8.
go back to reference Kirsh VA, Chiarelli AM, Edwards SA, O’Malley FP, Shumak RS, Yaffe MJ, Boyd NF: Tumor characteristics associated with mammographic detection of breast cancer in the Ontario breast screening program. J Natl Cancer Inst. 2011, 103: 942-950. 10.1093/jnci/djr138.CrossRefPubMed Kirsh VA, Chiarelli AM, Edwards SA, O’Malley FP, Shumak RS, Yaffe MJ, Boyd NF: Tumor characteristics associated with mammographic detection of breast cancer in the Ontario breast screening program. J Natl Cancer Inst. 2011, 103: 942-950. 10.1093/jnci/djr138.CrossRefPubMed
9.
go back to reference Musolino A, Michiara M, Conti GM, Boggiani D, Zatelli M, Palleschi D, Bella MA, Sgargi P, Di Blasio B, Ardizzoni A: Human epidermal growth factor receptor 2 status and interval breast cancer in a population-based cancer registry study. J Clin Oncol. 2012, 30: 2362-2368. 10.1200/JCO.2011.37.6434.CrossRefPubMed Musolino A, Michiara M, Conti GM, Boggiani D, Zatelli M, Palleschi D, Bella MA, Sgargi P, Di Blasio B, Ardizzoni A: Human epidermal growth factor receptor 2 status and interval breast cancer in a population-based cancer registry study. J Clin Oncol. 2012, 30: 2362-2368. 10.1200/JCO.2011.37.6434.CrossRefPubMed
10.
go back to reference Caldarella A, Puliti D, Crocetti E, Bianchi S, Vezzosi V, Apicella P, Biancalani M, Giannini A, Urso C, Zolfanelli F, Paci E: Biological characteristics of interval cancers: a role for biomarkers in the breast cancer screening. J Cancer Res Clin Oncol. 2013, 139: 181-185. 10.1007/s00432-012-1304-1.CrossRefPubMed Caldarella A, Puliti D, Crocetti E, Bianchi S, Vezzosi V, Apicella P, Biancalani M, Giannini A, Urso C, Zolfanelli F, Paci E: Biological characteristics of interval cancers: a role for biomarkers in the breast cancer screening. J Cancer Res Clin Oncol. 2013, 139: 181-185. 10.1007/s00432-012-1304-1.CrossRefPubMed
12.
go back to reference Kerlikowske K, Grady D, Barclay J, Sickles EA, Ernster V: Effect of age, breast density, and family history on the sensitivity of first screening mammography. JAMA. 1996, 276: 33-38. 10.1001/jama.1996.03540010035027.CrossRefPubMed Kerlikowske K, Grady D, Barclay J, Sickles EA, Ernster V: Effect of age, breast density, and family history on the sensitivity of first screening mammography. JAMA. 1996, 276: 33-38. 10.1001/jama.1996.03540010035027.CrossRefPubMed
13.
go back to reference Mandelson MT, Oestreicher N, Porter PL, White D, Finder CA, Taplin SH, White E: Breast density as a predictor of mammographic detection: comparison of interval- and screen-detected cancers. J Natl Cancer Inst. 2000, 92: 1081-1087. 10.1093/jnci/92.13.1081.CrossRefPubMed Mandelson MT, Oestreicher N, Porter PL, White D, Finder CA, Taplin SH, White E: Breast density as a predictor of mammographic detection: comparison of interval- and screen-detected cancers. J Natl Cancer Inst. 2000, 92: 1081-1087. 10.1093/jnci/92.13.1081.CrossRefPubMed
14.
go back to reference Pollan M, Ascunce N, Ederra M, Murillo A, Erdozain N, Ales-Martinez JE, Pastor-Barriuso R: Mammographic density and risk of breast cancer according to tumor characteristics and mode of detection: a Spanish population-based case–control study. Breast Cancer Res. 2013, 15: R9-10.1186/bcr3380.CrossRefPubMedPubMedCentral Pollan M, Ascunce N, Ederra M, Murillo A, Erdozain N, Ales-Martinez JE, Pastor-Barriuso R: Mammographic density and risk of breast cancer according to tumor characteristics and mode of detection: a Spanish population-based case–control study. Breast Cancer Res. 2013, 15: R9-10.1186/bcr3380.CrossRefPubMedPubMedCentral
15.
go back to reference Boyd NF, Guo H, Martin LJ, Sun L, Stone J, Fishell E, Jong RA, Hislop G, Chiarelli A, Minkin S, Yaffe MJ: Mammographic density and the risk and detection of breast cancer. N Engl J Med. 2007, 356: 227-236. 10.1056/NEJMoa062790.CrossRefPubMed Boyd NF, Guo H, Martin LJ, Sun L, Stone J, Fishell E, Jong RA, Hislop G, Chiarelli A, Minkin S, Yaffe MJ: Mammographic density and the risk and detection of breast cancer. N Engl J Med. 2007, 356: 227-236. 10.1056/NEJMoa062790.CrossRefPubMed
16.
go back to reference Martin LJ, Boyd NF: Mammographic density. Potential mechanisms of breast cancer risk associated with mammographic density: hypotheses based on epidemiological evidence. Breast Cancer Res. 2008, 10: 201-10.1186/bcr1831.CrossRefPubMedPubMedCentral Martin LJ, Boyd NF: Mammographic density. Potential mechanisms of breast cancer risk associated with mammographic density: hypotheses based on epidemiological evidence. Breast Cancer Res. 2008, 10: 201-10.1186/bcr1831.CrossRefPubMedPubMedCentral
17.
go back to reference Eriksson L, Czene K, Rosenberg L, Humphreys K, Hall P: The influence of mammographic density on breast tumor characteristics. Breast Cancer Res Treat. 2012, 134: 859-866. 10.1007/s10549-012-2127-0.CrossRefPubMed Eriksson L, Czene K, Rosenberg L, Humphreys K, Hall P: The influence of mammographic density on breast tumor characteristics. Breast Cancer Res Treat. 2012, 134: 859-866. 10.1007/s10549-012-2127-0.CrossRefPubMed
18.
go back to reference Yaghjyan L, Colditz GA, Collins LC, Schnitt SJ, Rosner B, Vachon C, Tamimi RM: Mammographic breast density and subsequent risk of breast cancer in postmenopausal women according to tumor characteristics. J Natl Cancer Inst. 2011, 103: 1179-1189. 10.1093/jnci/djr225.CrossRefPubMedPubMedCentral Yaghjyan L, Colditz GA, Collins LC, Schnitt SJ, Rosner B, Vachon C, Tamimi RM: Mammographic breast density and subsequent risk of breast cancer in postmenopausal women according to tumor characteristics. J Natl Cancer Inst. 2011, 103: 1179-1189. 10.1093/jnci/djr225.CrossRefPubMedPubMedCentral
19.
go back to reference Ascunce N, Salas D, Zubizarreta R, Almazan R, Ibanez J, Ederra M: Cancer screening in Spain. Ann Oncol. 2010, 21: iii43-iii51.CrossRefPubMed Ascunce N, Salas D, Zubizarreta R, Almazan R, Ibanez J, Ederra M: Cancer screening in Spain. Ann Oncol. 2010, 21: iii43-iii51.CrossRefPubMed
20.
go back to reference American College of Radiology (ACR): Breast Imaging Reporting and Data System Atlas (BI-RADS®Atlas). 2003, Reston, VA: American College of Radiology (ACR) American College of Radiology (ACR): Breast Imaging Reporting and Data System Atlas (BI-RADS®Atlas). 2003, Reston, VA: American College of Radiology (ACR)
21.
go back to reference Boyd NF, Byng JW, Jong RA, Fishell EK, Little LE, Miller AB, Lockwood GA, Tritchler DL, Yaffe MJ: Quantitative classification of mammographic densities and breast cancer risk: results from the Canadian National Breast Screening Study. J Natl Cancer Inst. 1995, 87: 670-675. 10.1093/jnci/87.9.670.CrossRefPubMed Boyd NF, Byng JW, Jong RA, Fishell EK, Little LE, Miller AB, Lockwood GA, Tritchler DL, Yaffe MJ: Quantitative classification of mammographic densities and breast cancer risk: results from the Canadian National Breast Screening Study. J Natl Cancer Inst. 1995, 87: 670-675. 10.1093/jnci/87.9.670.CrossRefPubMed
22.
go back to reference Boyd NF, Lockwood GA, Byng JW, Tritchler DL, Yaffe MJ: Mammographic densities and breast cancer risk. Cancer Epidemiol Biomarkers Prev. 1998, 7: 1133-1144.PubMed Boyd NF, Lockwood GA, Byng JW, Tritchler DL, Yaffe MJ: Mammographic densities and breast cancer risk. Cancer Epidemiol Biomarkers Prev. 1998, 7: 1133-1144.PubMed
23.
go back to reference Hammond ME, Hayes DF, Dowsett M, Allred DC, Hagerty KL, Badve S, Fitzgibbons PL, Francis G, Goldstein NS, Hayes M, Hicks DG, Lester S, Love R, Mangu PB, McShane L, Miller K, Osborne CK, Paik S, Perlmutter J, Rhodes A, Sasano H, Schwartz JN, Sweep FC, Taube S, Torlakovic EE, Valenstein P, Viale G, Visscher D, Wheeler T, Williams RB, et al: American Society of Clinical Oncology/College of American Pathologists guideline recommendations for immunohistochemical testing of estrogen and progesterone receptors in breast cancer (unabridged version). Arch Pathol Lab Med. 2010, 134: e48-e72.PubMed Hammond ME, Hayes DF, Dowsett M, Allred DC, Hagerty KL, Badve S, Fitzgibbons PL, Francis G, Goldstein NS, Hayes M, Hicks DG, Lester S, Love R, Mangu PB, McShane L, Miller K, Osborne CK, Paik S, Perlmutter J, Rhodes A, Sasano H, Schwartz JN, Sweep FC, Taube S, Torlakovic EE, Valenstein P, Viale G, Visscher D, Wheeler T, Williams RB, et al: American Society of Clinical Oncology/College of American Pathologists guideline recommendations for immunohistochemical testing of estrogen and progesterone receptors in breast cancer (unabridged version). Arch Pathol Lab Med. 2010, 134: e48-e72.PubMed
24.
go back to reference Wheeler TM, Hayes DF, Van DV, Wolff AC, Hammond ME, Schwartz JN, Hagerty KL, Allred DC, Cote RJ, Dowsett M, Fitzgibbons PL, Hanna WM, Langer A, McShane LM, Paik S, Pegram MD, Perez EA, Press MF, Rhodes A, Sturgeon C, Taube SE, Tubbs R, Vance GH: American Society of Clinical Oncology/College of American Pathologists guideline recommendations for human epidermal growth factor receptor 2 testing in breast cancer. Arch Pathol Lab Med. 2007, 131: 18-43.PubMed Wheeler TM, Hayes DF, Van DV, Wolff AC, Hammond ME, Schwartz JN, Hagerty KL, Allred DC, Cote RJ, Dowsett M, Fitzgibbons PL, Hanna WM, Langer A, McShane LM, Paik S, Pegram MD, Perez EA, Press MF, Rhodes A, Sturgeon C, Taube SE, Tubbs R, Vance GH: American Society of Clinical Oncology/College of American Pathologists guideline recommendations for human epidermal growth factor receptor 2 testing in breast cancer. Arch Pathol Lab Med. 2007, 131: 18-43.PubMed
25.
go back to reference Elston CW, Ellis IO: Pathological prognostic factors in breast cancer. I. The value of histological grade in breast cancer: experience from a large study with long-term follow-up. Histopathology. 1991, 19: 403-410. 10.1111/j.1365-2559.1991.tb00229.x.CrossRefPubMed Elston CW, Ellis IO: Pathological prognostic factors in breast cancer. I. The value of histological grade in breast cancer: experience from a large study with long-term follow-up. Histopathology. 1991, 19: 403-410. 10.1111/j.1365-2559.1991.tb00229.x.CrossRefPubMed
26.
go back to reference Goldhirsch A, Wood WC, Coates AS, Gelber RD, Thurlimann B, Senn HJ: Strategies for subtypes–dealing with the diversity of breast cancer: highlights of the St. Gallen International Expert Consensus on the Primary Therapy of Early Breast Cancer 2011. Ann Oncol. 2011, 22: 1736-1747. 10.1093/annonc/mdr304.CrossRefPubMedPubMedCentral Goldhirsch A, Wood WC, Coates AS, Gelber RD, Thurlimann B, Senn HJ: Strategies for subtypes–dealing with the diversity of breast cancer: highlights of the St. Gallen International Expert Consensus on the Primary Therapy of Early Breast Cancer 2011. Ann Oncol. 2011, 22: 1736-1747. 10.1093/annonc/mdr304.CrossRefPubMedPubMedCentral
27.
go back to reference Agresti A: An Introduction to Categorical Data Analysis. 2007, New York: Willey, 2CrossRef Agresti A: An Introduction to Categorical Data Analysis. 2007, New York: Willey, 2CrossRef
28.
go back to reference Ciatto S, Catarzi S, Lamberini MP, Risso G, Saguatti G, Abbattista T, Martinelli F, Houssami N: Interval breast cancers in screening: the effect of mammography review method on classification. Breast. 2007, 16: 646-652. 10.1016/j.breast.2007.05.010.CrossRefPubMed Ciatto S, Catarzi S, Lamberini MP, Risso G, Saguatti G, Abbattista T, Martinelli F, Houssami N: Interval breast cancers in screening: the effect of mammography review method on classification. Breast. 2007, 16: 646-652. 10.1016/j.breast.2007.05.010.CrossRefPubMed
29.
go back to reference Rayson D, Payne JI, Abdolell M, Barnes PJ, MacIntosh RF, Foley T, Younis T, Burns A, Caines J: Comparison of clinical-pathologic characteristics and outcomes of true interval and screen-detected invasive breast cancer among participants of a Canadian breast screening program: a nested case–control study. Clin Breast Cancer. 2011, 11: 27-32. 10.3816/CBC.2011.n.005.CrossRefPubMed Rayson D, Payne JI, Abdolell M, Barnes PJ, MacIntosh RF, Foley T, Younis T, Burns A, Caines J: Comparison of clinical-pathologic characteristics and outcomes of true interval and screen-detected invasive breast cancer among participants of a Canadian breast screening program: a nested case–control study. Clin Breast Cancer. 2011, 11: 27-32. 10.3816/CBC.2011.n.005.CrossRefPubMed
30.
go back to reference Crosier M, Scott D, Wilson RG, Griffiths CD, May FE, Westley BR: Differences in Ki67 and c-erbB2 expression between screen-detected and true interval breast cancers. Clin Cancer Res. 1999, 5: 2682-2688.PubMed Crosier M, Scott D, Wilson RG, Griffiths CD, May FE, Westley BR: Differences in Ki67 and c-erbB2 expression between screen-detected and true interval breast cancers. Clin Cancer Res. 1999, 5: 2682-2688.PubMed
31.
go back to reference Payne JI, Caines JS, Gallant J, Foley TJ: A review of interval breast cancers diagnosed among participants of the Nova Scotia Breast Screening Program. Radiology. 2013, 266: 96-103. 10.1148/radiol.12102348.CrossRefPubMed Payne JI, Caines JS, Gallant J, Foley TJ: A review of interval breast cancers diagnosed among participants of the Nova Scotia Breast Screening Program. Radiology. 2013, 266: 96-103. 10.1148/radiol.12102348.CrossRefPubMed
32.
go back to reference Vitak B, Olsen KE, Manson JC, Arnesson LG, Stal O: Tumour characteristics and survival in patients with invasive interval breast cancer classified according to mammographic findings at the latest screening: a comparison of true interval and missed interval cancers. Eur Radiol. 1999, 9: 460-469. 10.1007/s003300050693.CrossRefPubMed Vitak B, Olsen KE, Manson JC, Arnesson LG, Stal O: Tumour characteristics and survival in patients with invasive interval breast cancer classified according to mammographic findings at the latest screening: a comparison of true interval and missed interval cancers. Eur Radiol. 1999, 9: 460-469. 10.1007/s003300050693.CrossRefPubMed
33.
go back to reference Conroy SM, Pagano I, Kolonel LN, Maskarinec G: Mammographic density and hormone receptor expression in breast cancer: the Multiethnic Cohort Study. Cancer Epidemiol. 2011, 35: 448-452. 10.1016/j.canep.2010.11.011.CrossRefPubMedPubMedCentral Conroy SM, Pagano I, Kolonel LN, Maskarinec G: Mammographic density and hormone receptor expression in breast cancer: the Multiethnic Cohort Study. Cancer Epidemiol. 2011, 35: 448-452. 10.1016/j.canep.2010.11.011.CrossRefPubMedPubMedCentral
34.
go back to reference Ding J, Warren R, Girling A, Thompson D, Easton D: Mammographic density, estrogen receptor status and other breast cancer tumor characteristics. Breast J. 2010, 16: 279-289. 10.1111/j.1524-4741.2010.00907.x.CrossRefPubMed Ding J, Warren R, Girling A, Thompson D, Easton D: Mammographic density, estrogen receptor status and other breast cancer tumor characteristics. Breast J. 2010, 16: 279-289. 10.1111/j.1524-4741.2010.00907.x.CrossRefPubMed
35.
go back to reference Guo YP, Martin LJ, Hanna W, Banerjee D, Miller N, Fishell E, Khokha R, Boyd NF: Growth factors and stromal matrix proteins associated with mammographic densities. Cancer Epidemiol Biomarkers Prev. 2001, 10: 243-248.PubMed Guo YP, Martin LJ, Hanna W, Banerjee D, Miller N, Fishell E, Khokha R, Boyd NF: Growth factors and stromal matrix proteins associated with mammographic densities. Cancer Epidemiol Biomarkers Prev. 2001, 10: 243-248.PubMed
36.
go back to reference Yang XR, Chang-Claude J, Goode EL, Couch FJ, Nevanlinna H, Milne RL, Gaudet M, Schmidt MK, Broeks A, Cox A, Fasching PA, Hein R, Spurdle AB, Blows F, Driver K, Flesch-Janys D, Heinz J, Sinn P, Vrieling A, Heikkinen T, Aittomaki K, Heikkila P, Blomqvist C, Lissowska J, Peplonska B, Chanock S, Figueroa J, Brinton L, Hall P, Czene K, et al: Associations of breast cancer risk factors with tumor subtypes: a pooled analysis from the Breast Cancer Association Consortium studies. J Natl Cancer Inst. 2011, 103: 250-263. 10.1093/jnci/djq526.CrossRefPubMed Yang XR, Chang-Claude J, Goode EL, Couch FJ, Nevanlinna H, Milne RL, Gaudet M, Schmidt MK, Broeks A, Cox A, Fasching PA, Hein R, Spurdle AB, Blows F, Driver K, Flesch-Janys D, Heinz J, Sinn P, Vrieling A, Heikkinen T, Aittomaki K, Heikkila P, Blomqvist C, Lissowska J, Peplonska B, Chanock S, Figueroa J, Brinton L, Hall P, Czene K, et al: Associations of breast cancer risk factors with tumor subtypes: a pooled analysis from the Breast Cancer Association Consortium studies. J Natl Cancer Inst. 2011, 103: 250-263. 10.1093/jnci/djq526.CrossRefPubMed
37.
go back to reference Ciatto S, Visioli C, Paci E, Zappa M: Breast density as a determinant of interval cancer at mammographic screening. Br J Cancer. 2004, 90: 393-396. 10.1038/sj.bjc.6601548.CrossRefPubMedPubMedCentral Ciatto S, Visioli C, Paci E, Zappa M: Breast density as a determinant of interval cancer at mammographic screening. Br J Cancer. 2004, 90: 393-396. 10.1038/sj.bjc.6601548.CrossRefPubMedPubMedCentral
38.
go back to reference Schousboe JT, Kerlikowske K, Loh A, Cummings SR: Personalizing mammography by breast density and other risk factors for breast cancer: analysis of health benefits and cost-effectiveness. Ann Intern Med. 2011, 155: 10-20. 10.7326/0003-4819-155-1-201107050-00003.CrossRefPubMedPubMedCentral Schousboe JT, Kerlikowske K, Loh A, Cummings SR: Personalizing mammography by breast density and other risk factors for breast cancer: analysis of health benefits and cost-effectiveness. Ann Intern Med. 2011, 155: 10-20. 10.7326/0003-4819-155-1-201107050-00003.CrossRefPubMedPubMedCentral
Metadata
Title
Tumor phenotype and breast density in distinct categories of interval cancer: results of population-based mammography screening in Spain
Authors
Laia Domingo
Dolores Salas
Raquel Zubizarreta
Marisa Baré
Garbiñe Sarriugarte
Teresa Barata
Josefa Ibáñez
Jordi Blanch
Montserrat Puig-Vives
Ana Belén Fernández
Xavier Castells
Maria Sala
Publication date
01-02-2014
Publisher
BioMed Central
Published in
Breast Cancer Research / Issue 1/2014
Electronic ISSN: 1465-542X
DOI
https://doi.org/10.1186/bcr3595

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