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Cancer Epidemiology, Biomarkers & Prevention
Cancer Epidemiology, Biomarkers & Prevention

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Research Articles

Automated Measurement of Volumetric Mammographic Density: A Tool for Widespread Breast Cancer Risk Assessment

Judith S. Brand, Kamila Czene, John A. Shepherd, Karin Leifland, Boel Heddson, Ann Sundbom, Mikael Eriksson, Jingmei Li, Keith Humphreys and Per Hall
Judith S. Brand
Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.
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  • For correspondence: judith.brand@ki.se
Kamila Czene
Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.
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John A. Shepherd
Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.Department of Radiology and Biomedical Imaging, UCSF School of Medicine, University of California, San Francisco, California.
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Karin Leifland
Unilabs Mammography, St Görans Hospital, Stockholm, Sweden.
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Boel Heddson
Unilabs Mammography, Helsingborg Hospital, Helsingborg, Sweden.
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Ann Sundbom
Breast Cancer/Mammography Unit, Södersjukhuset AB, Stockholm, Sweden.
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Mikael Eriksson
Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.
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Jingmei Li
Human Genetics, Genome Institute of Singapore, Singapore, Singapore.
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Keith Humphreys
Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.
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Per Hall
Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.
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DOI: 10.1158/1055-9965.EPI-13-1219 Published September 2014
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Article Information

Volume 23, Issue 9, pp. 1764-1772

DOI 
https://doi.org/10.1158/1055-9965.EPI-13-1219
PubMed 
25012995

Published By 
American Association for Cancer Research
Print ISSN 
1055-9965
Online ISSN 
1538-7755
History 
  • Received November 25, 2013
  • Revision received June 11, 2014
  • Accepted June 13, 2014
  • Published first July 10, 2014.

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  • Previous version (July 10, 2014 - 05:55).
  • Previous version (August 13, 2014 - 10:45).
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©2014 American Association for Cancer Research.

Author Information

  1. Judith S. Brand1,*,
  2. Kamila Czene1,
  3. John A. Shepherd1,2,
  4. Karin Leifland3,
  5. Boel Heddson4,
  6. Ann Sundbom5,
  7. Mikael Eriksson1,
  8. Jingmei Li6,
  9. Keith Humphreys1, and
  10. Per Hall1
  1. 1Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.
  2. 2Department of Radiology and Biomedical Imaging, UCSF School of Medicine, University of California, San Francisco, California.
  3. 3Unilabs Mammography, St Görans Hospital, Stockholm, Sweden.
  4. 4Unilabs Mammography, Helsingborg Hospital, Helsingborg, Sweden.
  5. 5Breast Cancer/Mammography Unit, Södersjukhuset AB, Stockholm, Sweden.
  6. 6Human Genetics, Genome Institute of Singapore, Singapore, Singapore.
  1. ↵*Corresponding Author:
    Judith S. Brand, Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Nobels Väg 12A, 171 77 Stockholm, Sweden. Phone: 0046-8-524-82352; Fax: 0046-8-314-975; E-mail: judith.brand{at}ki.se
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Cancer Epidemiology Biomarkers & Prevention: 23 (9)
September 2014
Volume 23, Issue 9
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Automated Measurement of Volumetric Mammographic Density: A Tool for Widespread Breast Cancer Risk Assessment
Judith S. Brand, Kamila Czene, John A. Shepherd, Karin Leifland, Boel Heddson, Ann Sundbom, Mikael Eriksson, Jingmei Li, Keith Humphreys and Per Hall
Cancer Epidemiol Biomarkers Prev September 1 2014 (23) (9) 1764-1772; DOI: 10.1158/1055-9965.EPI-13-1219

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Automated Measurement of Volumetric Mammographic Density: A Tool for Widespread Breast Cancer Risk Assessment
Judith S. Brand, Kamila Czene, John A. Shepherd, Karin Leifland, Boel Heddson, Ann Sundbom, Mikael Eriksson, Jingmei Li, Keith Humphreys and Per Hall
Cancer Epidemiol Biomarkers Prev September 1 2014 (23) (9) 1764-1772; DOI: 10.1158/1055-9965.EPI-13-1219
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