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Pettersson A, Graff RE, Ursin G, Santos Silva ID, McCormack V, Baglietto L, Vachon C, Bakker MF, Giles GG, Chia KS, Czene K, Eriksson L, Hall P, Hartman M, Warren RML, Hislop G, Chiarelli AM, Hopper JL, Krishnan K, Li J, Li Q, Pagano I, Rosner BA, Wong CS, Scott C, Stone J, Maskarinec G, Boyd NF, van Gils CH, Tamimi RM. Mammographic density phenotypes and risk of breast cancer: a meta-analysis. J Natl Cancer Inst 2014; 106:dju078. [PMID: 24816206 PMCID: PMC4568991 DOI: 10.1093/jnci/dju078] [Citation(s) in RCA: 240] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2013] [Revised: 02/03/2014] [Accepted: 02/24/2014] [Indexed: 01/14/2023] Open
Abstract
BACKGROUND Fibroglandular breast tissue appears dense on mammogram, whereas fat appears nondense. It is unclear whether absolute or percentage dense area more strongly predicts breast cancer risk and whether absolute nondense area is independently associated with risk. METHODS We conducted a meta-analysis of 13 case-control studies providing results from logistic regressions for associations between one standard deviation (SD) increments in mammographic density phenotypes and breast cancer risk. We used random-effects models to calculate pooled odds ratios and 95% confidence intervals (CIs). All tests were two-sided with P less than .05 considered to be statistically significant. RESULTS Among premenopausal women (n = 1776 case patients; n = 2834 control subjects), summary odds ratios were 1.37 (95% CI = 1.29 to 1.47) for absolute dense area, 0.78 (95% CI = 0.71 to 0.86) for absolute nondense area, and 1.52 (95% CI = 1.39 to 1.66) for percentage dense area when pooling estimates adjusted for age, body mass index, and parity. Corresponding odds ratios among postmenopausal women (n = 6643 case patients; n = 11187 control subjects) were 1.38 (95% CI = 1.31 to 1.44), 0.79 (95% CI = 0.73 to 0.85), and 1.53 (95% CI = 1.44 to 1.64). After additional adjustment for absolute dense area, associations between absolute nondense area and breast cancer became attenuated or null in several studies and summary odds ratios became 0.82 (95% CI = 0.71 to 0.94; P heterogeneity = .02) for premenopausal and 0.85 (95% CI = 0.75 to 0.96; P heterogeneity < .01) for postmenopausal women. CONCLUSIONS The results suggest that percentage dense area is a stronger breast cancer risk factor than absolute dense area. Absolute nondense area was inversely associated with breast cancer risk, but it is unclear whether the association is independent of absolute dense area.
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Affiliation(s)
- Andreas Pettersson
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Rebecca E Graff
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Giske Ursin
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Isabel Dos Santos Silva
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Valerie McCormack
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Laura Baglietto
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Celine Vachon
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Marije F Bakker
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Graham G Giles
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Kee Seng Chia
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Kamila Czene
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Louise Eriksson
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Per Hall
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Mikael Hartman
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Ruth M L Warren
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Greg Hislop
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Anna M Chiarelli
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - John L Hopper
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Kavitha Krishnan
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Jingmei Li
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Qing Li
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Ian Pagano
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Bernard A Rosner
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Chia Siong Wong
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Christopher Scott
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Jennifer Stone
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Gertraud Maskarinec
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Norman F Boyd
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Carla H van Gils
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
| | - Rulla M Tamimi
- Affiliations of authors: Department of Epidemiology (AP, REG, RMT), and Department of Biostatistics (BAR), Harvard School of Public Health, Boston, MA; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway (GU); Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (GU); Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK (IdSS); Section of Environment and Radiation, International Agency for Research on Cancer, Lyon, France (VM); Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia (LB, GGG, KK); Centre for Molecular, Environmental, Genetic and Analytical Epidemiology, University of Melbourne, Melbourne, Australia (LB, GGG, JLH, KK, JS); Division of Epidemiology (CV) and Division of Biomedical Statistics and Informatics (CS), Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands (MFB, CHvG); Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia (GGG); Saw Swee Hock School of Public Health (KSC, MH, CSW), and Department of Surgery, Yong Loo Lin School of Medicine (MH), National University of Singapore, National University Health System, Singapore, Singapore; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (KC, LE, PH, MH); Department of Radiology, Addenbrooke's Hospital, Cambridge, UK (RMLW); School of Population and Public Health, University of British Columbia, Vancouver, BC , Canada (GH); Prevention and Cancer Control, Cancer Care, Toronto, ON, Canada (AMC); Human Genetics, Genome Institute of Singapore, Singapore, Singapore (JL); Campbell Family Institute for Breast Cancer Research, Ontario Cancer Institute, Toronto, ON, Canada (QL, NFB); University of Hawaii Cancer Center, Honolu
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Dai H, Yan Y, Wang P, Liu P, Cao Y, Xiong L, Luo Y, Pan T, Ma X, Wang J, Yang Z, Liu X, Chen C, Huang Y, Li Y, Wang Y, Hao X, Ye Z, Chen K. Distribution of mammographic density and its influential factors among Chinese women. Int J Epidemiol 2014; 43:1240-51. [PMID: 24639441 DOI: 10.1093/ije/dyu042] [Citation(s) in RCA: 65] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
BACKGROUND Mammographic density (MD) has not been systematically investigated among Chinese women. Breast cancer screening programmes provided detailed information on MD in a large number of asymptomatic women. METHODS In the Multi-modality Independent Screening Trial (MIST), we estimated the association between MD and its influential factors using logistic regression, adjusting for age, body mass index (BMI) and study area. Differences between Chinese and other ethnic groups with respect to MD were also explored with adjustment for age and BMI. RESULTS A total of 28 388 women aged 45 to 65 years, who had been screened by mammography, were enrolled in the study. Of these, 49.2% were categorized as having dense breasts (BI-RADS density 3 and 4) and 50.8% as fatty breasts (BI-RADS density 1 and 2). Postmenopausal status [odds ratio (OR) = 0.66; 95% confidence interval (CI): 0.62-0.70] and higher number of live births (OR = 0.56; 95% CI: 0.46-0.68) were inversely associated with MD, whereas prior benign breast disease (OR = 1.48; 95% CI: 1.40-1.56) and later age at first birth (OR = 1.17; 95% CI: 1.08-1.27) were positively associated with MD. In comparison with the data from the Breast Cancer Surveillance Consortium, we found that women in MIST were more likely to have fatty breasts than Americans (from the Breast Cancer Surveillance Consortium) in the older age group (≥50 years) but more likely to have dense breasts in the younger age group (<50 years). CONCLUSIONS This study suggests that several risk factors for breast cancer were associated with breast density in Chinese women. Information on the determinants of mammographic density may provide valuable insights into breast cancer aetiology.
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Affiliation(s)
- Hongji Dai
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, China
| | - Ye Yan
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, China
| | - Peishan Wang
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, China
| | - Peifang Liu
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, China
| | - Yali Cao
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, China
| | - Li Xiong
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, China
| | - Yahong Luo
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, China
| | - Tie Pan
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, China
| | - Xiangjun Ma
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, China
| | - Jie Wang
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, China
| | - Zhenhua Yang
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, China
| | - Xueou Liu
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, China
| | - Chuan Chen
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, China
| | - Yubei Huang
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, China
| | - Yi Li
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, China
| | - Yaogang Wang
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, China
| | - Xishan Hao
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, ChinaDepartment of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tian
| | - Zhaoxiang Ye
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, China
| | - Kexin Chen
- Department of Epidemiology and Biostatistics and Department of Breast Imaging, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Prevention and Cure Center of Breast Disease, Third Hospital of Nanchang, Nanchang, China, Department of Medical Image and Department of Cancer Prevention and Control, Liaoning Cancer Institute and Hospital, Shenyang, China, Center for Breast Disease, Haidian Maternal and Child Health Hospital, Beijing, China, Department of Radiology, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Key Laboratory of Breast Cancer Prevention and Therapy, Ministry of Education, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China, Department of Health Statistics, School of Public Health, Tianjin Medical University, Tianjin, China and Chinese Anti-Cancer Association, Tianjin, China
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