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Published in: Breast Cancer Research 6/2013

Open Access 01-12-2013 | Research article

Mammographic density and risk of breast cancer by age and tumor characteristics

Authors: Kimberly A Bertrand, Rulla M Tamimi, Christopher G Scott, Matthew R Jensen, V Shane Pankratz, Daniel Visscher, Aaron Norman, Fergus Couch, John Shepherd, Bo Fan, Yunn-Yi Chen, Lin Ma, Andrew H Beck, Steven R Cummings, Karla Kerlikowske, Celine M Vachon

Published in: Breast Cancer Research | Issue 6/2013

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Abstract

Introduction

Understanding whether mammographic density (MD) is associated with all breast tumor subtypes and whether the strength of association varies by age is important for utilizing MD in risk models.

Methods

Data were pooled from six studies including 3414 women with breast cancer and 7199 without who underwent screening mammography. Percent MD was assessed from digitized film-screen mammograms using a computer-assisted threshold technique. We used polytomous logistic regression to calculate breast cancer odds according to tumor type, histopathological characteristics, and receptor (estrogen receptor (ER), progesterone receptor (PR), human epidermal growth factor receptor (HER2)) status by age (<55, 55–64, and ≥65 years).

Results

MD was positively associated with risk of invasive tumors across all ages, with a two-fold increased risk for high (>51%) versus average density (11-25%). Women ages <55 years with high MD had stronger increased risk of ductal carcinoma in situ (DCIS) compared to women ages 55–64 and ≥65 years (Page-interaction = 0.02). Among all ages, MD had a stronger association with large (>2.1 cm) versus small tumors and positive versus negative lymph node status (P’s < 0.01). For women ages <55 years, there was a stronger association of MD with ER-negative breast cancer than ER-positive tumors compared to women ages 55–64 and ≥65 years (Page-interaction = 0.04). MD was positively associated with both HER2-negative and HER2-positive tumors within each age group.

Conclusion

MD is strongly associated with all breast cancer subtypes, but particularly tumors of large size and positive lymph nodes across all ages, and ER-negative status among women ages <55 years, suggesting high MD may play an important role in tumor aggressiveness, especially in younger women.
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Literature
1.
go back to reference McCormack VA, dos Santos SI: Breast density and parenchymal patterns as markers of breast cancer risk: a meta-analysis. Cancer Epidemiol Biomarkers Prev. 2006, 15: 1159-1169.CrossRefPubMed McCormack VA, dos Santos SI: Breast density and parenchymal patterns as markers of breast cancer risk: a meta-analysis. Cancer Epidemiol Biomarkers Prev. 2006, 15: 1159-1169.CrossRefPubMed
2.
go back to reference Colditz GA, Rosner BA, Chen WY, Holmes MD, Hankinson SE: Risk factors for breast cancer according to estrogen and progesterone receptor status. J Natl Cancer Inst. 2004, 96: 218-228.CrossRefPubMed Colditz GA, Rosner BA, Chen WY, Holmes MD, Hankinson SE: Risk factors for breast cancer according to estrogen and progesterone receptor status. J Natl Cancer Inst. 2004, 96: 218-228.CrossRefPubMed
3.
go back to reference Rusiecki JA, Holford TR, Zahm SH, Zheng T: Breast cancer risk factors according to joint estrogen receptor and progesterone receptor status. Cancer Detect Prev. 2005, 29: 419-426.CrossRefPubMed Rusiecki JA, Holford TR, Zahm SH, Zheng T: Breast cancer risk factors according to joint estrogen receptor and progesterone receptor status. Cancer Detect Prev. 2005, 29: 419-426.CrossRefPubMed
4.
go back to reference Yasui Y, Potter JD: The shape of age-incidence curves of female breast cancer by hormone-receptor status. Cancer Causes Control. 1999, 10: 431-437.CrossRefPubMed Yasui Y, Potter JD: The shape of age-incidence curves of female breast cancer by hormone-receptor status. Cancer Causes Control. 1999, 10: 431-437.CrossRefPubMed
5.
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, Aittomäki K, Heikkilä 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.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, Aittomäki K, Heikkilä 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.CrossRefPubMed
6.
go back to reference Turkoz FP, Solak M, Petekkaya I, Keskin O, Kertmen N, Sarici F, Arik Z, Babacan T, Ozisik Y, Altundag K: Association between common risk factors and molecular subtypes in breast cancer patients. Breast. 2012, 22: 344-350.CrossRefPubMed Turkoz FP, Solak M, Petekkaya I, Keskin O, Kertmen N, Sarici F, Arik Z, Babacan T, Ozisik Y, Altundag K: Association between common risk factors and molecular subtypes in breast cancer patients. Breast. 2012, 22: 344-350.CrossRefPubMed
7.
go back to reference Sala E, Solomon L, Warren R, McCann J, Duffy S, Luben R, Day N: Size, node status and grade of breast tumours: association with mammographic parenchymal patterns. Eur Radiol. 2000, 10: 157-161.CrossRefPubMed Sala E, Solomon L, Warren R, McCann J, Duffy S, Luben R, Day N: Size, node status and grade of breast tumours: association with mammographic parenchymal patterns. Eur Radiol. 2000, 10: 157-161.CrossRefPubMed
8.
go back to reference Roubidoux MA, Bailey JE, Wray LA, Helvie MA: Invasive cancers detected after breast cancer screening yielded a negative result: relationship of mammographic density to tumor prognostic factors. Radiology. 2004, 230: 42-48.CrossRefPubMed Roubidoux MA, Bailey JE, Wray LA, Helvie MA: Invasive cancers detected after breast cancer screening yielded a negative result: relationship of mammographic density to tumor prognostic factors. Radiology. 2004, 230: 42-48.CrossRefPubMed
9.
go back to reference Aiello EJ, Buist DS, White E, Porter PL: Association between mammographic breast density and breast cancer tumor characteristics. Cancer Epidemiol Biomarkers Prev. 2005, 14: 662-668.CrossRefPubMed Aiello EJ, Buist DS, White E, Porter PL: Association between mammographic breast density and breast cancer tumor characteristics. Cancer Epidemiol Biomarkers Prev. 2005, 14: 662-668.CrossRefPubMed
10.
go back to reference Ghosh K, Brandt KR, Sellers TA, Reynolds C, Scott CG, Maloney SD, Carston MJ, Pankratz VS, Vachon CM: Association of mammographic density with the pathology of subsequent breast cancer among postmenopausal women. Cancer Epidemiol Biomarkers Prev. 2008, 17: 872-879.CrossRefPubMedPubMedCentral Ghosh K, Brandt KR, Sellers TA, Reynolds C, Scott CG, Maloney SD, Carston MJ, Pankratz VS, Vachon CM: Association of mammographic density with the pathology of subsequent breast cancer among postmenopausal women. Cancer Epidemiol Biomarkers Prev. 2008, 17: 872-879.CrossRefPubMedPubMedCentral
11.
go back to reference Ma H, Luo J, Press MF, Wang Y, Bernstein L, Ursin G: Is there a difference in the association between percent mammographic density and subtypes of breast cancer? Luminal A and triple-negative breast cancer. Cancer Epidemiol Biomarkers Prev. 2009, 18: 479-485.CrossRefPubMed Ma H, Luo J, Press MF, Wang Y, Bernstein L, Ursin G: Is there a difference in the association between percent mammographic density and subtypes of breast cancer? Luminal A and triple-negative breast cancer. Cancer Epidemiol Biomarkers Prev. 2009, 18: 479-485.CrossRefPubMed
12.
go back to reference Phipps AI, Li CI, Kerlikowske K, Barlow WE, Buist DS: Risk factors for ductal, lobular, and mixed ductal-lobular breast cancer in a screening population. Cancer Epidemiol Biomarkers Prev. 2010, 19: 1643-1654.CrossRefPubMedPubMedCentral Phipps AI, Li CI, Kerlikowske K, Barlow WE, Buist DS: Risk factors for ductal, lobular, and mixed ductal-lobular breast cancer in a screening population. Cancer Epidemiol Biomarkers Prev. 2010, 19: 1643-1654.CrossRefPubMedPubMedCentral
13.
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.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.CrossRefPubMed
14.
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.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.CrossRefPubMedPubMedCentral
15.
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.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.CrossRefPubMedPubMedCentral
16.
go back to reference Heusinger K, Jud SM, Haberle L, Hack CC, Adamietz BR, Meier-Meitinger M, Lux MP, Wittenberg T, Wagner F, Loehberg CR, Uder M, Hartmann A, Schulz-Wendtland R, Beckmann MW, Fasching PA: Association of mammographic density with hormone receptors in invasive breast cancers: results from a case-only study. Int J Cancer. 2012, 131: 2643-2649.CrossRefPubMed Heusinger K, Jud SM, Haberle L, Hack CC, Adamietz BR, Meier-Meitinger M, Lux MP, Wittenberg T, Wagner F, Loehberg CR, Uder M, Hartmann A, Schulz-Wendtland R, Beckmann MW, Fasching PA: Association of mammographic density with hormone receptors in invasive breast cancers: results from a case-only study. Int J Cancer. 2012, 131: 2643-2649.CrossRefPubMed
17.
go back to reference Phipps AI, Buist DS, Malone KE, Barlow WE, Porter PL, Kerlikowske K, O’Meara ES, Li CI: Breast density, body mass index, and risk of tumor marker-defined subtypes of breast cancer. Ann Epidemiol. 2012, 22: 340-348.CrossRefPubMedPubMedCentral Phipps AI, Buist DS, Malone KE, Barlow WE, Porter PL, Kerlikowske K, O’Meara ES, Li CI: Breast density, body mass index, and risk of tumor marker-defined subtypes of breast cancer. Ann Epidemiol. 2012, 22: 340-348.CrossRefPubMedPubMedCentral
18.
go back to reference Eriksson L, Hall P, Czene K, Dos Santos SI, McCormack V, Bergh J, Bjohle J, Ploner A: Mammographic density and molecular subtypes of breast cancer. Br J Cancer. 2012, 107: 18-23.CrossRefPubMedPubMedCentral Eriksson L, Hall P, Czene K, Dos Santos SI, McCormack V, Bergh J, Bjohle J, Ploner A: Mammographic density and molecular subtypes of breast cancer. Br J Cancer. 2012, 107: 18-23.CrossRefPubMedPubMedCentral
19.
go back to reference Antoni S, Sasco AJ, Dos Santos SI, McCormack V: Is mammographic density differentially associated with breast cancer according to receptor status? A meta-analysis. Breast Cancer Res Treat. 2013, 137: 337-347.CrossRefPubMed Antoni S, Sasco AJ, Dos Santos SI, McCormack V: Is mammographic density differentially associated with breast cancer according to receptor status? A meta-analysis. Breast Cancer Res Treat. 2013, 137: 337-347.CrossRefPubMed
20.
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-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-CrossRefPubMedPubMedCentral
21.
go back to reference Gill JK, Maskarinec G, Pagano I, Kolonel LN: The association of mammographic density with ductal carcinoma in situ of the breast: the Multiethnic Cohort. Breast Cancer Res. 2006, 8: R30-CrossRefPubMedPubMedCentral Gill JK, Maskarinec G, Pagano I, Kolonel LN: The association of mammographic density with ductal carcinoma in situ of the breast: the Multiethnic Cohort. Breast Cancer Res. 2006, 8: R30-CrossRefPubMedPubMedCentral
22.
go back to reference Porter GJ, Evans AJ, Cornford EJ, Burrell HC, James JJ, Lee AH, Chakrabarti J: Influence of mammographic parenchymal pattern in screening-detected and interval invasive breast cancers on pathologic features, mammographic features, and patient survival. AJR Am J Roentgenol. 2007, 188: 676-683.CrossRefPubMed Porter GJ, Evans AJ, Cornford EJ, Burrell HC, James JJ, Lee AH, Chakrabarti J: Influence of mammographic parenchymal pattern in screening-detected and interval invasive breast cancers on pathologic features, mammographic features, and patient survival. AJR Am J Roentgenol. 2007, 188: 676-683.CrossRefPubMed
23.
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.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.CrossRefPubMed
24.
go back to reference Anderson WF, Chen BE, Brinton LA, Devesa SS: Qualitative age interactions (or effect modification) suggest different cancer pathways for early-onset and late-onset breast cancers. Cancer Causes Control. 2007, 18: 1187-1198.CrossRefPubMed Anderson WF, Chen BE, Brinton LA, Devesa SS: Qualitative age interactions (or effect modification) suggest different cancer pathways for early-onset and late-onset breast cancers. Cancer Causes Control. 2007, 18: 1187-1198.CrossRefPubMed
25.
27.
go back to reference Heine JJ, Scott CG, Sellers TA, Brandt KR, Serie DJ, Wu FF, Morton MJ, Schueler BA, Couch FJ, Olson JE, Pankratz VS, Vachon CM: A novel automated mammographic density measure and breast cancer risk. J Natl Cancer Inst. 2012, 104: 1028-1037.CrossRefPubMedPubMedCentral Heine JJ, Scott CG, Sellers TA, Brandt KR, Serie DJ, Wu FF, Morton MJ, Schueler BA, Couch FJ, Olson JE, Pankratz VS, Vachon CM: A novel automated mammographic density measure and breast cancer risk. J Natl Cancer Inst. 2012, 104: 1028-1037.CrossRefPubMedPubMedCentral
28.
go back to reference Olson JE, Sellers TA, Scott CG, Schueler BA, Brandt KR, Serie DJ, Jensen MR, Wu FF, Morton MJ, Heine JJ, Couch FJ, Pankratz VS, Vachon CM: The influence of mammogram acquisition on the mammographic density and breast cancer association in the Mayo Mammography Health Study Cohort. Breast Cancer Res. 2012, 14: R147-CrossRefPubMedPubMedCentral Olson JE, Sellers TA, Scott CG, Schueler BA, Brandt KR, Serie DJ, Jensen MR, Wu FF, Morton MJ, Heine JJ, Couch FJ, Pankratz VS, Vachon CM: The influence of mammogram acquisition on the mammographic density and breast cancer association in the Mayo Mammography Health Study Cohort. Breast Cancer Res. 2012, 14: R147-CrossRefPubMedPubMedCentral
29.
go back to reference Kelemen LE, Couch FJ, Ahmed S, Dunning AM, Pharoah PD, Easton DF, Fredericksen ZS, Vierkant RA, Pankratz VS, Goode EL, Scott CG, Rider DN, Wang X, Cerhan JR, Vachon CM: Genetic variation in stromal proteins decorin and lumican with breast cancer: investigations in two case–control studies. Breast Cancer Res. 2008, 10: R98-CrossRefPubMedPubMedCentral Kelemen LE, Couch FJ, Ahmed S, Dunning AM, Pharoah PD, Easton DF, Fredericksen ZS, Vierkant RA, Pankratz VS, Goode EL, Scott CG, Rider DN, Wang X, Cerhan JR, Vachon CM: Genetic variation in stromal proteins decorin and lumican with breast cancer: investigations in two case–control studies. Breast Cancer Res. 2008, 10: R98-CrossRefPubMedPubMedCentral
30.
go back to reference Wang X, Goode EL, Fredericksen ZS, Vierkant RA, Pankratz VS, Liu-Mares W, Rider DN, Vachon CM, Cerhan JR, Olson JE, Couch FJ: Association of genetic variation in genes implicated in the beta-catenin destruction complex with risk of breast cancer. Cancer Epidemiol Biomarkers Prev. 2008, 17: 2101-2108.CrossRefPubMedPubMedCentral Wang X, Goode EL, Fredericksen ZS, Vierkant RA, Pankratz VS, Liu-Mares W, Rider DN, Vachon CM, Cerhan JR, Olson JE, Couch FJ: Association of genetic variation in genes implicated in the beta-catenin destruction complex with risk of breast cancer. Cancer Epidemiol Biomarkers Prev. 2008, 17: 2101-2108.CrossRefPubMedPubMedCentral
31.
go back to reference Tamimi RM, Hankinson SE, Colditz GA, Byrne C: Endogenous sex hormone levels and mammographic density among postmenopausal women. Cancer Epidemiol Biomarkers Prev. 2005, 14: 2641-2647.CrossRefPubMed Tamimi RM, Hankinson SE, Colditz GA, Byrne C: Endogenous sex hormone levels and mammographic density among postmenopausal women. Cancer Epidemiol Biomarkers Prev. 2005, 14: 2641-2647.CrossRefPubMed
32.
go back to reference Tworoger SS, Sluss P, Hankinson SE: Association between plasma prolactin concentrations and risk of breast cancer among predominately premenopausal women. Cancer Res. 2006, 66: 2476-2482.CrossRefPubMed Tworoger SS, Sluss P, Hankinson SE: Association between plasma prolactin concentrations and risk of breast cancer among predominately premenopausal women. Cancer Res. 2006, 66: 2476-2482.CrossRefPubMed
33.
go back to reference Colditz GA, Hankinson SE: The Nurses’ Health Study: lifestyle and health among women. Nat Rev Cancer. 2005, 5: 388-396.CrossRefPubMed Colditz GA, Hankinson SE: The Nurses’ Health Study: lifestyle and health among women. Nat Rev Cancer. 2005, 5: 388-396.CrossRefPubMed
34.
go back to reference Vachon CM, Brandt KR, Ghosh K, Scott CG, Maloney SD, Carston MJ, Pankratz VS, Sellers TA: Mammographic breast density as a general marker of breast cancer risk. Cancer Epidemiol Biomarkers Prev. 2007, 16: 43-49.CrossRefPubMed Vachon CM, Brandt KR, Ghosh K, Scott CG, Maloney SD, Carston MJ, Pankratz VS, Sellers TA: Mammographic breast density as a general marker of breast cancer risk. Cancer Epidemiol Biomarkers Prev. 2007, 16: 43-49.CrossRefPubMed
35.
go back to reference Kerlikowske K, Carney PA, Geller B, Mandelson MT, Taplin SH, Malvin K, Ernster V, Urban N, Cutter G, Rosenberg R, Ballard-Barbash R: Performance of screening mammography among women with and without a first-degree relative with breast cancer. Ann Intern Med. 2000, 133: 855-863.CrossRefPubMed Kerlikowske K, Carney PA, Geller B, Mandelson MT, Taplin SH, Malvin K, Ernster V, Urban N, Cutter G, Rosenberg R, Ballard-Barbash R: Performance of screening mammography among women with and without a first-degree relative with breast cancer. Ann Intern Med. 2000, 133: 855-863.CrossRefPubMed
36.
go back to reference Kerlikowske K, Shepherd J, Creasman J, Tice JA, Ziv E, Cummings SR: Are breast density and bone mineral density independent risk factors for breast cancer?. J Natl Cancer Inst. 2005, 97: 368-374.CrossRefPubMed Kerlikowske K, Shepherd J, Creasman J, Tice JA, Ziv E, Cummings SR: Are breast density and bone mineral density independent risk factors for breast cancer?. J Natl Cancer Inst. 2005, 97: 368-374.CrossRefPubMed
37.
go back to reference Ziv E, Tice J, Smith-Bindman R, Shepherd J, Cummings S, Kerlikowske K: Mammographic density and estrogen receptor status of breast cancer. Cancer Epidemiol Biomarkers Prev. 2004, 13: 2090-2095.PubMed Ziv E, Tice J, Smith-Bindman R, Shepherd J, Cummings S, Kerlikowske K: Mammographic density and estrogen receptor status of breast cancer. Cancer Epidemiol Biomarkers Prev. 2004, 13: 2090-2095.PubMed
38.
go back to reference Byng JW, Boyd NF, Fishell E, Jong RA, Yaffe MJ: Automated analysis of mammographic densities. Phys Med Biol. 1996, 41 (5): 909-923.CrossRefPubMed Byng JW, Boyd NF, Fishell E, Jong RA, Yaffe MJ: Automated analysis of mammographic densities. Phys Med Biol. 1996, 41 (5): 909-923.CrossRefPubMed
39.
go back to reference Shepherd JA, Kerlikowske K, Ma L, Duewer F, Fan B, Wang J, Malkov S, Vittinghoff E, Cummings SR: Volume of mammographic density and risk of breast cancer. Cancer Epidemiol Biomarkers Prev. 2011, 20: 1473-1482.CrossRefPubMedPubMedCentral Shepherd JA, Kerlikowske K, Ma L, Duewer F, Fan B, Wang J, Malkov S, Vittinghoff E, Cummings SR: Volume of mammographic density and risk of breast cancer. Cancer Epidemiol Biomarkers Prev. 2011, 20: 1473-1482.CrossRefPubMedPubMedCentral
40.
go back to reference Byrne C, Colditz GA, Willett WC, Speizer FE, Pollak M, Hankinson SE: Plasma insulin-like growth factor (IGF) I, IGF-binding protein 3, and mammographic density. Cancer Res. 2000, 60: 3744-3748.PubMed Byrne C, Colditz GA, Willett WC, Speizer FE, Pollak M, Hankinson SE: Plasma insulin-like growth factor (IGF) I, IGF-binding protein 3, and mammographic density. Cancer Res. 2000, 60: 3744-3748.PubMed
41.
go back to reference Benichou J, Byrne C, Capece LA, Carroll LE, Hurt-Mullen K, Pee DY, Salane M, Schairer C, Gail MH: Secular stability and reliability of measurements of the percentage of dense tissue on mammograms. Cancer Detect Prev. 2003, 27: 266-274.CrossRefPubMed Benichou J, Byrne C, Capece LA, Carroll LE, Hurt-Mullen K, Pee DY, Salane M, Schairer C, Gail MH: Secular stability and reliability of measurements of the percentage of dense tissue on mammograms. Cancer Detect Prev. 2003, 27: 266-274.CrossRefPubMed
43.
go back to reference Prevrhal S, Shepherd JA, Smith-Bindman R, Cummings SR, Kerlikowske K: Accuracy of mammographic breast density analysis: results of formal operator training. Cancer Epidemiol Biomarkers Prev. 2002, 11: 1389-1393.PubMed Prevrhal S, Shepherd JA, Smith-Bindman R, Cummings SR, Kerlikowske K: Accuracy of mammographic breast density analysis: results of formal operator training. Cancer Epidemiol Biomarkers Prev. 2002, 11: 1389-1393.PubMed
44.
go back to reference Tamimi RM, Baer HJ, Marotti J, Galan M, Galaburda L, Fu Y, Deitz AC, Connolly JL, Schnitt SJ, Colditz GA, Collins LC: Comparison of molecular phenotypes of ductal carcinoma in situ and invasive breast cancer. Breast Cancer Res. 2008, 10: R67-CrossRefPubMedPubMedCentral Tamimi RM, Baer HJ, Marotti J, Galan M, Galaburda L, Fu Y, Deitz AC, Connolly JL, Schnitt SJ, Colditz GA, Collins LC: Comparison of molecular phenotypes of ductal carcinoma in situ and invasive breast cancer. Breast Cancer Res. 2008, 10: R67-CrossRefPubMedPubMedCentral
45.
go back to reference Tice JA, Cummings SR, Smith-Bindman R, Ichikawa L, Barlow WE, Kerlikowske K: Using clinical factors and mammographic breast density to estimate breast cancer risk: development and validation of a new predictive model. Ann Intern Med. 2008, 148: 337-347.CrossRefPubMedPubMedCentral Tice JA, Cummings SR, Smith-Bindman R, Ichikawa L, Barlow WE, Kerlikowske K: Using clinical factors and mammographic breast density to estimate breast cancer risk: development and validation of a new predictive model. Ann Intern Med. 2008, 148: 337-347.CrossRefPubMedPubMedCentral
46.
go back to reference Chen JH, Hsu FT, Shih HN, Hsu CC, Chang D, Nie K, Nalcioglu O, Su MY: Does breast density show difference in patients with estrogen receptor-positive and estrogen receptor-negative breast cancer measured on MRI?. Ann Oncol. 2009, 20: 1447-1449.CrossRefPubMedPubMedCentral Chen JH, Hsu FT, Shih HN, Hsu CC, Chang D, Nie K, Nalcioglu O, Su MY: Does breast density show difference in patients with estrogen receptor-positive and estrogen receptor-negative breast cancer measured on MRI?. Ann Oncol. 2009, 20: 1447-1449.CrossRefPubMedPubMedCentral
47.
go back to reference Yang WT, Dryden M, Broglio K, Gilcrease M, Dawood S, Dempsey PJ, Valero V, Hortobagyi G, Atchley D, Arun B: Mammographic features of triple receptor-negative primary breast cancers in young premenopausal women. Breast Cancer Res Treat. 2008, 111: 405-410.CrossRefPubMed Yang WT, Dryden M, Broglio K, Gilcrease M, Dawood S, Dempsey PJ, Valero V, Hortobagyi G, Atchley D, Arun B: Mammographic features of triple receptor-negative primary breast cancers in young premenopausal women. Breast Cancer Res Treat. 2008, 111: 405-410.CrossRefPubMed
48.
go back to reference Reinier KS, Vacek PM, Geller BM: Risk factors for breast carcinoma in situ versus invasive breast cancer in a prospective study of pre- and post-menopausal women. Breast Cancer Res Treat. 2007, 103: 343-348.CrossRefPubMed Reinier KS, Vacek PM, Geller BM: Risk factors for breast carcinoma in situ versus invasive breast cancer in a prospective study of pre- and post-menopausal women. Breast Cancer Res Treat. 2007, 103: 343-348.CrossRefPubMed
49.
go back to reference Kerlikowske K, Cook AJ, Buist DS, Cummings SR, Vachon C, Vacek P, Miglioretti DL: Breast cancer risk by breast density, menopause, and postmenopausal hormone therapy use. J Clin Oncol. 2010, 28: 3830-3837.CrossRefPubMedPubMedCentral Kerlikowske K, Cook AJ, Buist DS, Cummings SR, Vachon C, Vacek P, Miglioretti DL: Breast cancer risk by breast density, menopause, and postmenopausal hormone therapy use. J Clin Oncol. 2010, 28: 3830-3837.CrossRefPubMedPubMedCentral
50.
go back to reference Cuzick J, Warwick J, Pinney E, Duffy SW, Cawthorn S, Howell A, Forbes JF, Warren RM: Tamoxifen-induced reduction in mammographic density and breast cancer risk reduction: a nested case–control study. J Natl Cancer Inst. 2011, 103: 744-752.CrossRefPubMed Cuzick J, Warwick J, Pinney E, Duffy SW, Cawthorn S, Howell A, Forbes JF, Warren RM: Tamoxifen-induced reduction in mammographic density and breast cancer risk reduction: a nested case–control study. J Natl Cancer Inst. 2011, 103: 744-752.CrossRefPubMed
Metadata
Title
Mammographic density and risk of breast cancer by age and tumor characteristics
Authors
Kimberly A Bertrand
Rulla M Tamimi
Christopher G Scott
Matthew R Jensen
V Shane Pankratz
Daniel Visscher
Aaron Norman
Fergus Couch
John Shepherd
Bo Fan
Yunn-Yi Chen
Lin Ma
Andrew H Beck
Steven R Cummings
Karla Kerlikowske
Celine M Vachon
Publication date
01-12-2013
Publisher
BioMed Central
Published in
Breast Cancer Research / Issue 6/2013
Electronic ISSN: 1465-542X
DOI
https://doi.org/10.1186/bcr3570

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