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American Journal of Epidemiology Vol. 122, No. 5: 904-914
Copyright © 1985 by The Johns Hopkins University School of Hygiene and Public Health


research-article

ESTIMATING THE POPULATION ATTRIBUTABLE RISK FOR MULTIPLE RISK FACTORS USING CASE-CONTROL DATA

PAOLO BRUZZI1, SYLVAN B. GREEN2 3, DAVID P. BYAR2,, LOUISE A. BRINTON4 and CATHERINE SCHAIRER4

1Istituto Scientifico Tumori Genova, Italy
2Biometry Branch, National Cancer Institute, National Institutes of Health Bethesda, MD 20205
4Environmental Epidemiology Branch, National Cancer Institute NIH, Bethesda, MD

Rprint requests to Dr.David P.Byar

A straightforward and unified approach is presented for the calculation of the population attributable risk per cent (etiologic fraction) in the general muftivariate setting, with emphasis on using data from case-control studies. The summary attributable risk for multiple factors can be estimated, with or without adjustment for other (confounding) risk factors. The relation of this approach to procedures in the literature is discussed. Given values of the relative risks for various combinations of factors, all that is required is the distribution of these factors among the cases only. The required information can often be estimated solely from case-control data, and in some situations relative risk estimates from one population can be applied to calculation of attributable risk for another population. The authors emphasize the benefits to be obtained from logistic regression models, so that risks need not be estimated separately in a large number of strata, some of which may contain inadequate numbers of individuals. This approach allows incorporation of important interactions between factors, but does not require that all possible interactions be included. The approach is illustrated with data on four risk factors from a pair-matched case-control study of participants in a multicenter breast cancer screening project.

breast neoplasms; epidemiologic methods; risk; statistics


3Present address: Section on Medical Statistics, National Eye Institute, NIH, Bethesda, MD.


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J. M. Barros-Dios, M. A. Barreiro, A. Ruano-Ravina, and A. Figueiras
Exposure to Residential Radon and Lung Cancer in Spain: A Population-based Case-Control Study
Am. J. Epidemiol., September 15, 2002; 156(6): 548 - 555.
[Abstract] [Full Text] [PDF]


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Arch OphthalmolHome page
M. C. Leske, S.-Y. Wu, B. Nemesure, A. Hennis, and for the Barbados Eye Studies Group
Incident Open-Angle Glaucoma and Blood Pressure
Arch Ophthalmol, July 1, 2002; 120(7): 954 - 959.
[Abstract] [Full Text] [PDF]


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Arch Intern MedHome page
J. A. Heit, W. M. O'Fallon, T. M. Petterson, C. M. Lohse, M. D. Silverstein, D. N. Mohr, and L. J. Melton III
Relative Impact of Risk Factors for Deep Vein Thrombosis and Pulmonary Embolism: A Population-Based Study
Arch Intern Med, June 10, 2002; 162(11): 1245 - 1248.
[Abstract] [Full Text] [PDF]


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Am. J. Public HealthHome page
K. A. Page-Shafer, B. Cahoon-Young, J. D. Klausner, S. Morrow, F. Molitor, J. Ruiz, and W. McFarland
Hepatitis C Virus Infection in Young, Low-Income Women: The Role of Sexually Transmitted Infection as a Potential Cofactor for HCV Infection
Am J Public Health, April 1, 2002; 92(4): 670 - 676.
[Abstract] [Full Text] [PDF]


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J. Epidemiol. Community HealthHome page
K-J Lui
Interval estimation of the attributable risk in case-control studies with matched pairs
J Epidemiol Community Health, December 1, 2001; 55(12): 885 - 890.
[Abstract] [Full Text] [PDF]


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Arch OphthalmolHome page
C. A. McCarty, B. N. Mukesh, C. L. Fu, P. Mitchell, J. J. Wang, and H. R. Taylor
Risk Factors for Age-Related Maculopathy: The Visual Impairment Project
Arch Ophthalmol, October 1, 2001; 119(10): 1455 - 1462.
[Abstract] [Full Text] [PDF]


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Am J EpidemiolHome page
C. Luxemburger, R. McGready, A. Kham, L. Morison, T. Cho, T. Chongsuphajaisiddhi, N. J. White, and F. Nosten
Effects of Malaria during Pregnancy on Infant Mortality in an Area of Low Malaria Transmission
Am. J. Epidemiol., September 1, 2001; 154(5): 459 - 465.
[Abstract] [Full Text] [PDF]


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Int J EpidemiolHome page
Y. Mao, J. Hu, A.-M. Ugnat, R. Semenciw, and S. Fincham
Socioeconomic status and lung cancer risk in Canada
Int. J. Epidemiol., August 1, 2001; 30(4): 809 - 817.
[Abstract] [Full Text] [PDF]


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J. Epidemiol. Community HealthHome page
J A Hanley
A heuristic approach to the formulas for population attributable fraction
J Epidemiol Community Health, July 1, 2001; 55(7): 508 - 514.
[Abstract] [Full Text] [PDF]


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Br. J. PsychiatryHome page
C. B. PEDERSEN and P. B. MORTENSEN
Family history, place and season of birth as risk factors for schizophrenia in Denmark: a replication and reanalysis
The British Journal of Psychiatry, July 1, 2001; 179(1): 46 - 52.
[Abstract] [Full Text] [PDF]


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Stat Methods Med ResHome page
G. E. Eide and I. Heuch
Attributable fractions: fundamental concepts and their visualization
Statistical Methods in Medical Research, June 1, 2001; 10(3): 159 - 193.
[Abstract] [PDF]


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Stat Methods Med ResHome page
J. Benichou
A review of adjusted estimators of attributable risk
Statistical Methods in Medical Research, June 1, 2001; 10(3): 195 - 216.
[Abstract] [PDF]


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Stat Methods Med ResHome page
W Uter and A Pfahlberg
The application of methods to quantify attributable risk in medical practice
Statistical Methods in Medical Research, June 1, 2001; 10(3): 231 - 237.
[Abstract] [PDF]


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Am J EpidemiolHome page
D. R. Urbach, L. D. Marrett, R. Kung, and M. M. Cohen
Association of Perforation of the Appendix with Female Tubal Infertility
Am. J. Epidemiol., March 15, 2001; 153(6): 566 - 571.
[Abstract] [Full Text] [PDF]


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JAMAHome page
A. Koch, M. Melbye, P. Sorensen, P. Homoe, H. O. Madsen, K. Molbak, C. H. Hansen, L. H. Andersen, G. W. Hahn, and P. Garred
Acute Respiratory Tract Infections and Mannose-Binding Lectin Insufficiency During Early Childhood
JAMA, March 14, 2001; 285(10): 1316 - 1321.
[Abstract] [Full Text] [PDF]


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CarcinogenesisHome page
A. Yokoyama, T. Muramatsu, T. Omori, T. Yokoyama, S. Matsushita, S. Higuchi, K. Maruyama, and H. Ishii
Alcohol and aldehyde dehydrogenase gene polymorphisms and oropharyngolaryngeal, esophageal and stomach cancers in Japanese alcoholics
Carcinogenesis, March 1, 2001; 22(3): 433 - 439.
[Abstract] [Full Text] [PDF]


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Diabetes CareHome page
M. Belfiglio, G. De Berardis, M. Franciosi, D. Cavaliere, B. Di Nardo, S. Greenfield, S. H. Kaplan, F. Pellegrini, M. Sacco, G. Tognoni, et al.
The Relationship Between Physicians' Self-Reported Target Fasting Blood Glucose Levels and Metabolic Control in Type 2 Diabetes: The QuED Study Group--Quality of care and outcomes in type 2 diabetes
Diabetes Care, March 1, 2001; 24(3): 423 - 429.
[Abstract] [Full Text]


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Sex. Transm. Infect.Home page
J Todd, K Munguti, H Grosskurth, J Mngara, J Changalucha, P Mayaud, F Mosha, A Gavyole, D Mabey, and R Hayes
Risk factors for active syphilis and TPHA seroconversion in a rural African population
Sex Transm Inf, February 1, 2001; 77(1): 37 - 45.
[Abstract] [Full Text] [PDF]


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Am J EpidemiolHome page
L. Morris Brown, R. Hoover, D. Silverman, D. Baris, R. Hayes, G. M. Swanson, J. Schoenberg, R. Greenberg, J. Liff, A. Schwartz, et al.
Excess Incidence of Squamous Cell Esophageal Cancer among US Black Men: Role of Social Class and Other Risk Factors
Am. J. Epidemiol., January 15, 2001; 153(2): 114 - 122.
[Abstract] [Full Text] [PDF]


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Stat Methods Med ResHome page
E. B Claus
Risk models in genetic epidemiology
Statistical Methods in Medical Research, December 1, 2000; 9(6): 589 - 601.
[Abstract] [PDF]


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Cancer Epidemiol. Biomarkers Prev.Home page
A. W. Hsing, J. Deng, I. A. Sesterhenn, F. K. Mostofi, F. Z. Stanczyk, J. Benichou, T. Xie, and Y.-T. Gao
Body Size and Prostate Cancer: A Population-based Case-Control Study in China
Cancer Epidemiol. Biomarkers Prev., December 1, 2000; 9(12): 1335 - 1341.
[Abstract] [Full Text]


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IOVSHome page
C. A. McCarty, M. B. Nanjan, and H. R. Taylor
Attributable Risk Estimates for Cataract to Prioritize Medical and Public Health Action
Invest. Ophthalmol. Vis. Sci., November 1, 2000; 41(12): 3720 - 3725.
[Abstract] [Full Text]


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Am J EpidemiolHome page
R. Q. Ivers, R. Norton, R. G. Cumming, M. Butler, and A. J. Campbell
Visual Impairment and Hip Fracture
Am. J. Epidemiol., October 1, 2000; 152(7): 633 - 639.
[Abstract] [Full Text] [PDF]


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Am J EpidemiolHome page
A. M. Malarcher, J. Schulman, L. A. Epstein, M. J. Thun, P. Mowery, B. Pierce, L. Escobedo, and G. A. Giovino
Methodological Issues in Estimating Smoking-attributable Mortality in the United States
Am. J. Epidemiol., September 15, 2000; 152(6): 573 - 584.
[Abstract] [Full Text] [PDF]


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ANN INTERN MEDHome page
B. L. Herwaldt, K. R. de Arroyave, J. M. Roberts, and D. D. Juranek
A Multiyear Prospective Study of the Risk Factors for and Incidence of Diarrheal Illness in a Cohort of Peace Corps Volunteers in Guatemala
Ann Intern Med, June 20, 2000; 132(12): 982 - 988.
[Abstract] [Full Text] [PDF]


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Journal of the American Dental AssociationHome page
D. G. PENDRYS
RISK OF ENAMEL FLUOROSIS IN NONFLUORIDATED AND OPTIMALLY FLUORIDATED POPULATIONS: CONSIDERATIONS FOR THE DENTAL PROFESSIONAL
J Am Dent Assoc, June 1, 2000; 131(6): 746 - 755.
[Abstract] [Full Text] [PDF]


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Occup. Environ. Med.Home page
M.-E. Parent, J. Siemiatycki, and L. Fritschi
Workplace exposures and oesophageal cancer
Occup. Environ. Med., May 1, 2000; 57(5): 325 - 334.
[Abstract] [Full Text] [PDF]



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