Skip to main content
Top
Published in: Cancer Causes & Control 3/2016

01-03-2016 | Original paper

Anthropometric factors, adult weight gain, and mammographic features

Authors: Ludivine Soguel, Caroline Diorio

Published in: Cancer Causes & Control | Issue 3/2016

Login to get access

Abstract

Purpose

To evaluate the association between anthropometric factors, weight gain during adulthood, and mammographic features among 1,435 women recruited at screening mammography.

Methods

Spearman’s partial coefficients were used to evaluate the correlation of anthropometric factors with mammographic features (percent density, absolute dense area, and non-dense area). Multivariate generalized linear models were used to evaluate the associations between weight change categories and mammographic features.

Results

Body mass index was inversely correlated with percent density (r = −0.49, p < 0.0001) or absolute dense area (r = −0.21, p < 0.0001) and positively correlated with absolute non-dense area (r = 0.69, p < 0.0001). However, body mass index was positively correlated with absolute dense area when adjusting for absolute non-dense area (r = 0.16, p < 0.0001). Similar results were observed for weight, waist circumference, and waist-to-hip ratio with mammographic features. Within increasing categories of weight change, percent density (p trend < 0.0001) and absolute dense area (p trend = 0.025) increased, while absolute non-dense area decreased (p trend < 0.0001). After stratification by the median of non-dense area, the positive association between weight gain and absolute dense area remained only among women with higher non-dense area.

Conclusions

Adiposity seems positively associated with both dense and non-dense areas following adjustment for each other. Our findings suggest a higher breast dense area among women who gained weight and that a minimum of breast fat may be needed to promote the proliferation of this fibroglandular tissue.
Literature
1.
go back to reference Huo CW, Chew GL, Britt KL et al (2014) Mammographic density: a review on the current understanding of its association with breast cancer. Breast Cancer Res Treat 144:479–502CrossRefPubMed Huo CW, Chew GL, Britt KL et al (2014) Mammographic density: a review on the current understanding of its association with breast cancer. Breast Cancer Res Treat 144:479–502CrossRefPubMed
2.
go back to reference McCormack VA, dos Santos Silva I (2006) Breast density and parenchymal patterns as markers of breast cancer risk: a meta-analysis. Cancer Epidemiol Biomark Prev 15:1159–1169CrossRef McCormack VA, dos Santos Silva I (2006) Breast density and parenchymal patterns as markers of breast cancer risk: a meta-analysis. Cancer Epidemiol Biomark Prev 15:1159–1169CrossRef
3.
go back to reference Trichopoulos D, Lagiou P, Adami HO (2005) Towards an integrated model for breast cancer etiology: the crucial role of the number of mammary tissue-specific stem cells. Breast Cancer Res 7:13–17PubMedCentralCrossRefPubMed Trichopoulos D, Lagiou P, Adami HO (2005) Towards an integrated model for breast cancer etiology: the crucial role of the number of mammary tissue-specific stem cells. Breast Cancer Res 7:13–17PubMedCentralCrossRefPubMed
5.
go back to reference Boyd N, Martin L, Gunasekara A et al (2009) Mammographic density and breast cancer risk: evaluation of a novel method of measuring breast tissue volumes. Cancer Epidemiol Biomark Prev 18:1754–1762CrossRef Boyd N, Martin L, Gunasekara A et al (2009) Mammographic density and breast cancer risk: evaluation of a novel method of measuring breast tissue volumes. Cancer Epidemiol Biomark Prev 18:1754–1762CrossRef
6.
go back to reference Kato I, Beinart C, Bleich A, Su S, Kim M, Toniolo PG (1995) A nested case–control study of mammographic patterns, breast volume, and breast cancer (New York City, NY, United States). Cancer Causes Control 6:431–438CrossRefPubMed Kato I, Beinart C, Bleich A, Su S, Kim M, Toniolo PG (1995) A nested case–control study of mammographic patterns, breast volume, and breast cancer (New York City, NY, United States). Cancer Causes Control 6:431–438CrossRefPubMed
7.
go back to reference Pettersson A, Graff RE, Ursin G, et al (2014) Mammographic density phenotypes and risk of breast cancer: a meta-analysis. J Natl Cancer Inst 106(5):1–11CrossRef Pettersson A, Graff RE, Ursin G, et al (2014) Mammographic density phenotypes and risk of breast cancer: a meta-analysis. J Natl Cancer Inst 106(5):1–11CrossRef
9.
go back to reference Boyd NF, Lockwood GA, Byng JW, Tritchler DL, Yaffe MJ (1998) Mammographic densities and breast cancer risk. Cancer Epidemiol Biomark Prev 7:1133–1144 Boyd NF, Lockwood GA, Byng JW, Tritchler DL, Yaffe MJ (1998) Mammographic densities and breast cancer risk. Cancer Epidemiol Biomark Prev 7:1133–1144
10.
go back to reference Pettersson A, Hankinson SE, Willett WC, Lagiou P, Trichopoulos D, Tamimi RM (2011) Nondense mammographic area and risk of breast cancer. Breast Cancer Res 13:R100PubMedCentralCrossRefPubMed Pettersson A, Hankinson SE, Willett WC, Lagiou P, Trichopoulos D, Tamimi RM (2011) Nondense mammographic area and risk of breast cancer. Breast Cancer Res 13:R100PubMedCentralCrossRefPubMed
11.
go back to reference Torres-Mejia G, De Stavola B, Allen DS et al (2005) Mammographic features and subsequent risk of breast cancer: a comparison of qualitative and quantitative evaluations in the Guernsey prospective studies. Cancer Epidemiol Biomark Prev 14:1052–1059CrossRef Torres-Mejia G, De Stavola B, Allen DS et al (2005) Mammographic features and subsequent risk of breast cancer: a comparison of qualitative and quantitative evaluations in the Guernsey prospective studies. Cancer Epidemiol Biomark Prev 14:1052–1059CrossRef
12.
go back to reference Stone J, Ding J, Warren RM, Duffy SW, Hopper JL (2010) Using mammographic density to predict breast cancer risk: dense area or percentage dense area. Breast Cancer Res 12:R97PubMedCentralCrossRefPubMed Stone J, Ding J, Warren RM, Duffy SW, Hopper JL (2010) Using mammographic density to predict breast cancer risk: dense area or percentage dense area. Breast Cancer Res 12:R97PubMedCentralCrossRefPubMed
13.
go back to reference Lokate M, Peeters PH, Peelen LM, Haars G, Veldhuis WB, van Gils CH (2011) Mammographic density and breast cancer risk: the role of the fat surrounding the fibroglandular tissue. Breast Cancer Res 13:R103PubMedCentralCrossRefPubMed Lokate M, Peeters PH, Peelen LM, Haars G, Veldhuis WB, van Gils CH (2011) Mammographic density and breast cancer risk: the role of the fat surrounding the fibroglandular tissue. Breast Cancer Res 13:R103PubMedCentralCrossRefPubMed
14.
go back to reference Quetelet A (1869) Physique sociale: ou, Essai sur le développement des facutlés de l’homme. C. Moquardt, Bruxelles Quetelet A (1869) Physique sociale: ou, Essai sur le développement des facutlés de l’homme. C. Moquardt, Bruxelles
15.
go back to reference World Cancer Research Fund, American Institute for Cancer Research (2010) Continuous Update Project Report. Food, Nutrition, Physical Activity, and the Prevention of Breast Cancer World Cancer Research Fund, American Institute for Cancer Research (2010) Continuous Update Project Report. Food, Nutrition, Physical Activity, and the Prevention of Breast Cancer
16.
go back to reference Anderson GL, Neuhouser ML (2012) Obesity and the risk for premenopausal and postmenopausal breast cancer. Cancer Prev Res (Phila) 5:515–521CrossRef Anderson GL, Neuhouser ML (2012) Obesity and the risk for premenopausal and postmenopausal breast cancer. Cancer Prev Res (Phila) 5:515–521CrossRef
17.
go back to reference Pierobon M, Frankenfeld CL (2013) Obesity as a risk factor for triple-negative breast cancers: a systematic review and meta-analysis. Breast Cancer Res Treat 137:307–314CrossRefPubMed Pierobon M, Frankenfeld CL (2013) Obesity as a risk factor for triple-negative breast cancers: a systematic review and meta-analysis. Breast Cancer Res Treat 137:307–314CrossRefPubMed
18.
go back to reference Cheraghi Z, Poorolajal J, Hashem T, Esmailnasab N, Doosti Irani A (2012) Effect of body mass index on breast cancer during premenopausal and postmenopausal periods: a meta-analysis. PLoS ONE 7:e51446PubMedCentralCrossRefPubMed Cheraghi Z, Poorolajal J, Hashem T, Esmailnasab N, Doosti Irani A (2012) Effect of body mass index on breast cancer during premenopausal and postmenopausal periods: a meta-analysis. PLoS ONE 7:e51446PubMedCentralCrossRefPubMed
19.
go back to reference Amadou A, Ferrari P, Muwonge R et al (2013) Overweight, obesity and risk of premenopausal breast cancer according to ethnicity: a systematic review and dose-response meta-analysis. Obes Rev 14:665–678CrossRefPubMed Amadou A, Ferrari P, Muwonge R et al (2013) Overweight, obesity and risk of premenopausal breast cancer according to ethnicity: a systematic review and dose-response meta-analysis. Obes Rev 14:665–678CrossRefPubMed
20.
go back to reference Emaus MJ, van Gils CH, Bakker MF et al (2014) Weight change in middle adulthood and breast cancer risk in the EPIC-PANACEA study. Int J Cancer 135:2887–2899CrossRefPubMed Emaus MJ, van Gils CH, Bakker MF et al (2014) Weight change in middle adulthood and breast cancer risk in the EPIC-PANACEA study. Int J Cancer 135:2887–2899CrossRefPubMed
22.
go back to reference Pollan M, Lope V, Miranda-Garcia J et al (2012) Adult weight gain, fat distribution and mammographic density in Spanish pre- and post-menopausal women (DDM-Spain). Breast Cancer Res Treat 134:823–838PubMedCentralCrossRefPubMed Pollan M, Lope V, Miranda-Garcia J et al (2012) Adult weight gain, fat distribution and mammographic density in Spanish pre- and post-menopausal women (DDM-Spain). Breast Cancer Res Treat 134:823–838PubMedCentralCrossRefPubMed
23.
go back to reference Samimi G, Colditz GA, Baer HJ, Tamimi RM (2008) Measures of energy balance and mammographic density in the Nurses’ Health Study. Breast Cancer Res Treat 109:113–122CrossRefPubMed Samimi G, Colditz GA, Baer HJ, Tamimi RM (2008) Measures of energy balance and mammographic density in the Nurses’ Health Study. Breast Cancer Res Treat 109:113–122CrossRefPubMed
24.
go back to reference Woolcott CG, Cook LS, Courneya KS et al (2011) Associations of overall and abdominal adiposity with area and volumetric mammographic measures among postmenopausal women. Int J Cancer 129:440–448CrossRefPubMed Woolcott CG, Cook LS, Courneya KS et al (2011) Associations of overall and abdominal adiposity with area and volumetric mammographic measures among postmenopausal women. Int J Cancer 129:440–448CrossRefPubMed
25.
go back to reference Stone J, Warren RM, Pinney E, Warwick J, Cuzick J (2009) Determinants of percentage and area measures of mammographic density. Am J Epidemiol 170:1571–1578CrossRefPubMed Stone J, Warren RM, Pinney E, Warwick J, Cuzick J (2009) Determinants of percentage and area measures of mammographic density. Am J Epidemiol 170:1571–1578CrossRefPubMed
26.
go back to reference Sung J, Song YM, Stone J, Lee K, Kim SY (2010) Association of body size measurements and mammographic density in Korean women: the Healthy Twin study. Cancer Epidemiol Biomark Prev 19:1523–1531CrossRef Sung J, Song YM, Stone J, Lee K, Kim SY (2010) Association of body size measurements and mammographic density in Korean women: the Healthy Twin study. Cancer Epidemiol Biomark Prev 19:1523–1531CrossRef
27.
go back to reference Haars G, van Noord PA, van Gils CH, Grobbee DE, Peeters PH (2005) Measurements of breast density: no ratio for a ratio. Cancer Epidemiol Biomark Prev 14:2634–2640CrossRef Haars G, van Noord PA, van Gils CH, Grobbee DE, Peeters PH (2005) Measurements of breast density: no ratio for a ratio. Cancer Epidemiol Biomark Prev 14:2634–2640CrossRef
28.
go back to reference Heng D, Gao F, Jong R et al (2004) Risk factors for breast cancer associated with mammographic features in Singaporean chinese women. Cancer Epidemiol Biomark Prev 13:1751–1758 Heng D, Gao F, Jong R et al (2004) Risk factors for breast cancer associated with mammographic features in Singaporean chinese women. Cancer Epidemiol Biomark Prev 13:1751–1758
29.
go back to reference Maskarinec G, Meng L, Ursin G (2001) Ethnic differences in mammographic densities. Int J Epidemiol 30:959–965CrossRefPubMed Maskarinec G, Meng L, Ursin G (2001) Ethnic differences in mammographic densities. Int J Epidemiol 30:959–965CrossRefPubMed
30.
go back to reference Boyd NF, Lockwood GA, Byng JW, Little LE, Yaffe MJ, Tritchler DL (1998) The relationship of anthropometric measures to radiological features of the breast in premenopausal women. Br J Cancer 78:1233–1238PubMedCentralCrossRefPubMed Boyd NF, Lockwood GA, Byng JW, Little LE, Yaffe MJ, Tritchler DL (1998) The relationship of anthropometric measures to radiological features of the breast in premenopausal women. Br J Cancer 78:1233–1238PubMedCentralCrossRefPubMed
31.
go back to reference Diorio C, Pollak M, Byrne C et al (2005) Insulin-like growth factor-I, IGF-binding protein-3, and mammographic breast density. Cancer Epidemiol Biomark Prev 14:1065–1073CrossRef Diorio C, Pollak M, Byrne C et al (2005) Insulin-like growth factor-I, IGF-binding protein-3, and mammographic breast density. Cancer Epidemiol Biomark Prev 14:1065–1073CrossRef
32.
go back to reference London SJ, Colditz GA, Stampfer MJ, Willett WC, Rosner B, Speizer FE (1989) Prospective study of relative weight, height, and risk of breast cancer. JAMA 262:2853–2858CrossRefPubMed London SJ, Colditz GA, Stampfer MJ, Willett WC, Rosner B, Speizer FE (1989) Prospective study of relative weight, height, and risk of breast cancer. JAMA 262:2853–2858CrossRefPubMed
33.
go back to reference Wolf AM, Hunter DJ, Colditz GA et al (1994) Reproducibility and validity of a self-administered physical activity questionnaire. Int J Epidemiol 23:991–999CrossRefPubMed Wolf AM, Hunter DJ, Colditz GA et al (1994) Reproducibility and validity of a self-administered physical activity questionnaire. Int J Epidemiol 23:991–999CrossRefPubMed
34.
go back to reference Caan BJ, Slattery ML, Potter J, Quesenberry CP Jr, Coates AO, Schaffer DM (1998) Comparison of the Block and the Willett self-administered semiquantitative food frequency questionnaires with an interviewer-administered dietary history. Am J Epidemiol 148:1137–1147CrossRefPubMed Caan BJ, Slattery ML, Potter J, Quesenberry CP Jr, Coates AO, Schaffer DM (1998) Comparison of the Block and the Willett self-administered semiquantitative food frequency questionnaires with an interviewer-administered dietary history. Am J Epidemiol 148:1137–1147CrossRefPubMed
35.
go back to reference Byng JW, Boyd NF, Fishell E, Jong RA, Yaffe MJ (1994) The quantitative analysis of mammographic densities. Phys Med Biol 39:1629–1638CrossRefPubMed Byng JW, Boyd NF, Fishell E, Jong RA, Yaffe MJ (1994) The quantitative analysis of mammographic densities. Phys Med Biol 39:1629–1638CrossRefPubMed
36.
go back to reference Ursin G, Ma H, Wu AH et al (2003) Mammographic density and breast cancer in three ethnic groups. Cancer Epidemiol Biomark Prev 12:332–338 Ursin G, Ma H, Wu AH et al (2003) Mammographic density and breast cancer in three ethnic groups. Cancer Epidemiol Biomark Prev 12:332–338
37.
go back to reference Razzaghi H, Troester MA, Gierach GL, Olshan AF, Yankaskas BC, Millikan RC (2012) Mammographic density and breast cancer risk in White and African American Women. Breast Cancer Res Treat 135:571–580PubMedCentralCrossRefPubMed Razzaghi H, Troester MA, Gierach GL, Olshan AF, Yankaskas BC, Millikan RC (2012) Mammographic density and breast cancer risk in White and African American Women. Breast Cancer Res Treat 135:571–580PubMedCentralCrossRefPubMed
38.
go back to reference Conroy SM, Woolcott CG, Koga KR et al (2012) Mammographic density and risk of breast cancer by adiposity: an analysis of four case–control studies. Int J Cancer 130:1915–1924PubMedCentralCrossRefPubMed Conroy SM, Woolcott CG, Koga KR et al (2012) Mammographic density and risk of breast cancer by adiposity: an analysis of four case–control studies. Int J Cancer 130:1915–1924PubMedCentralCrossRefPubMed
39.
go back to reference Boyd NF, Greenberg C, Lockwood G et al (1997) Effects at two years of a low-fat, high-carbohydrate diet on radiologic features of the breast: results from a randomized trial. Canadian Diet and Breast Cancer Prevention Study Group. J Natl Cancer Inst 89:488–496CrossRefPubMed Boyd NF, Greenberg C, Lockwood G et al (1997) Effects at two years of a low-fat, high-carbohydrate diet on radiologic features of the breast: results from a randomized trial. Canadian Diet and Breast Cancer Prevention Study Group. J Natl Cancer Inst 89:488–496CrossRefPubMed
41.
go back to reference Narvaez CJ, Matthews D, LaPorta E, Simmons KM, Beaudin S, Welsh J (2014) The impact of vitamin D in breast cancer: genomics, pathways, metabolism. Front Physiol 5:213PubMedCentralCrossRefPubMed Narvaez CJ, Matthews D, LaPorta E, Simmons KM, Beaudin S, Welsh J (2014) The impact of vitamin D in breast cancer: genomics, pathways, metabolism. Front Physiol 5:213PubMedCentralCrossRefPubMed
42.
go back to reference Wang YY, Lehuede C, Laurent V et al (2012) Adipose tissue and breast epithelial cells: a dangerous dynamic duo in breast cancer. Cancer Lett 324:142–151CrossRefPubMed Wang YY, Lehuede C, Laurent V et al (2012) Adipose tissue and breast epithelial cells: a dangerous dynamic duo in breast cancer. Cancer Lett 324:142–151CrossRefPubMed
43.
go back to reference Park J, Morley TS, Kim M, Clegg DJ, Scherer PE (2014) Obesity and cancer—mechanisms underlying tumour progression and recurrence. Nat Rev Endocrinol 10:455–465PubMedCentralCrossRefPubMed Park J, Morley TS, Kim M, Clegg DJ, Scherer PE (2014) Obesity and cancer—mechanisms underlying tumour progression and recurrence. Nat Rev Endocrinol 10:455–465PubMedCentralCrossRefPubMed
44.
go back to reference Perez-Hernandez AI, Catalan V, Gomez-Ambrosi J, Rodriguez A, Fruhbeck G (2014) Mechanisms linking excess adiposity and carcinogenesis promotion. Front Endocrinol (Lausanne) 5:65 Perez-Hernandez AI, Catalan V, Gomez-Ambrosi J, Rodriguez A, Fruhbeck G (2014) Mechanisms linking excess adiposity and carcinogenesis promotion. Front Endocrinol (Lausanne) 5:65
45.
go back to reference Vachon CM, Sasano H, Ghosh K et al (2011) Aromatase immunoreactivity is increased in mammographically dense regions of the breast. Breast Cancer Res Treat 125:243–252PubMedCentralCrossRefPubMed Vachon CM, Sasano H, Ghosh K et al (2011) Aromatase immunoreactivity is increased in mammographically dense regions of the breast. Breast Cancer Res Treat 125:243–252PubMedCentralCrossRefPubMed
46.
go back to reference Dahl AK, Reynolds CA (2013) Accuracy of recalled body weight: a study with 20-years of follow-up. Obesity (Silver Spring) 21:1293–1298CrossRef Dahl AK, Reynolds CA (2013) Accuracy of recalled body weight: a study with 20-years of follow-up. Obesity (Silver Spring) 21:1293–1298CrossRef
Metadata
Title
Anthropometric factors, adult weight gain, and mammographic features
Authors
Ludivine Soguel
Caroline Diorio
Publication date
01-03-2016
Publisher
Springer International Publishing
Published in
Cancer Causes & Control / Issue 3/2016
Print ISSN: 0957-5243
Electronic ISSN: 1573-7225
DOI
https://doi.org/10.1007/s10552-015-0706-1

Other articles of this Issue 3/2016

Cancer Causes & Control 3/2016 Go to the issue
Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine