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Circulation. 1998;97:1837-1847

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(Circulation. 1998;97:1837-1847.)
© 1998 American Heart Association, Inc.


Special Reports

Prediction of Coronary Heart Disease Using Risk Factor Categories

Peter W. F. Wilson, MD; Ralph B. D'Agostino, PhD; Daniel Levy, MD; Albert M. Belanger, BS; Halit Silbershatz, PhD; ; William B. Kannel, MD

From the Framingham Heart Study, National Heart, Lung, and Blood Institute, Framingham, Mass (P.W.F.W., D.L.); Boston University Mathematics Department, Boston, Mass (R.B.D., A.M.B., H.S.); and Framingham Heart Study, Boston University School of Medicine, Framingham, Mass (W.B.K.).

Background—The objective of this study was to examine the association of Joint National Committee (JNC-V) blood pressure and National Cholesterol Education Program (NCEP) cholesterol categories with coronary heart disease (CHD) risk, to incorporate them into coronary prediction algorithms, and to compare the discrimination properties of this approach with other noncategorical prediction functions.

Methods and Results—This work was designed as a prospective, single-center study in the setting of a community-based cohort. The patients were 2489 men and 2856 women 30 to 74 years old at baseline with 12 years of follow-up. During the 12 years of follow-up, a total of 383 men and 227 women developed CHD, which was significantly associated with categories of blood pressure, total cholesterol, LDL cholesterol, and HDL cholesterol (all P<.001). Sex-specific prediction equations were formulated to predict CHD risk according to age, diabetes, smoking, JNC-V blood pressure categories, and NCEP total cholesterol and LDL cholesterol categories. The accuracy of this categorical approach was found to be comparable to CHD prediction when the continuous variables themselves were used. After adjustment for other factors, {approx}28% of CHD events in men and 29% in women were attributable to blood pressure levels that exceeded high normal (>=130/85). The corresponding multivariable-adjusted attributable risk percent associated with elevated total cholesterol (>=200 mg/dL) was 27% in men and 34% in women.

Conclusions—Recommended guidelines of blood pressure, total cholesterol, and LDL cholesterol effectively predict CHD risk in a middle-aged white population sample. A simple coronary disease prediction algorithm was developed using categorical variables, which allows physicians to predict multivariate CHD risk in patients without overt CHD.


Key Words: coronary disease • prediction • hypertension • cholesterol




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Arch Intern MedHome page
A. G. Bertoni, D. E. Bonds, H. Chen, P. Hogan, L. Crago, E. Rosenberger, A. H. Barham, C. R. Clinch, and D. C. Goff Jr
Impact of a Multifaceted Intervention on Cholesterol Management in Primary Care Practices: Guideline Adherence for Heart Health Randomized Trial
Arch Intern Med, April 13, 2009; 169(7): 678 - 686.
[Abstract] [Full Text] [PDF]


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J Am Coll Cardiol ImgHome page
M. Hadamitzky, B. Freissmuth, T. Meyer, F. Hein, A. Kastrati, S. Martinoff, A. Schomig, and J. Hausleiter
Prognostic Value of Coronary Computed Tomographic Angiography for Prediction of Cardiac Events in Patients With Suspected Coronary Artery Disease
J. Am. Coll. Cardiol. Img., April 1, 2009; 2(4): 404 - 411.
[Abstract] [Full Text] [PDF]


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StrokeHome page
M. R. Skilton, A. Serusclat, L. M. Begg, P. Moulin, and F. Bonnet
Parity and Carotid Atherosclerosis in Men and Women: Insights Into the Roles of Childbearing and Child-Rearing
Stroke, April 1, 2009; 40(4): 1152 - 1157.
[Abstract] [Full Text] [PDF]


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ANN INTERN MEDHome page
U.S. Preventive Services Task Force
Aspirin for the Prevention of Cardiovascular Disease: U.S. Preventive Services Task Force Recommendation Statement
Ann Intern Med, March 17, 2009; 150(6): 396 - 404.
[Abstract] [Full Text] [PDF]


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HeartHome page
M. V Jelinek
Exercise: the neglected risk factor and the neglected treatment
Heart, March 15, 2009; 95(6): 441 - 441.
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J Am Coll CardiolHome page
D. S. Frankel, R. S. Vasan, R. B. D'Agostino Sr, E. J. Benjamin, D. Levy, T. J. Wang, and J. B. Meigs
Resistin, Adiponectin, and Risk of Heart Failure: The Framingham Offspring Study
J. Am. Coll. Cardiol., March 3, 2009; 53(9): 754 - 762.
[Abstract] [Full Text] [PDF]


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Menopause IntHome page
I. Lekander, F. Borgstrom, O. Strom, N. Zethraeus, and J. A Kanis
Cost-effectiveness of hormone replacement therapy for menopausal symptoms in the UK
Menopause Int, March 1, 2009; 15(1): 19 - 25.
[Abstract] [Full Text] [PDF]


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J Health PsycholHome page
S. E. Hampson, L. R. Goldberg, T. M. Vogt, T. A. Hillier, and J. P. Dubanoski
Using Physiological Dysregulation to Assess Global Health Status: Associations with Self-rated Health and Health Behaviors
J Health Psychol, March 1, 2009; 14(2): 232 - 241.
[Abstract] [PDF]


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LupusHome page
F Cacciapaglia, E. Zardi, G Coppolino, F Buzzulini, D Margiotta, L Arcarese, M Vadacca, A Amoroso, and A Afeltra
Stiffness parameters, intima-media thickness and early atherosclerosis in systemic lupus erythematosus patients
Lupus, March 1, 2009; 18(3): 249 - 256.
[Abstract] [PDF]


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AMERICAN JOURNAL OF LIFESTYLE MEDICINEHome page
J. Hopkins and M. Limacher
The Role of Aspirin in Cardiovascular Disease Prevention in Women
American Journal of Lifestyle Medicine, March 1, 2009; 3(2): 123 - 134.
[Abstract] [PDF]


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Br Med BullHome page
J. Stirrup, K. Wechalekar, A. Maenhout, and C. Anagnostopoulos
Cardiac radionuclide imaging in stable coronary artery disease and acute coronary syndromes
Br. Med. Bull., March 1, 2009; 89(1): 63 - 78.
[Abstract] [Full Text] [PDF]


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Mayo Clin Proc.Home page
A. Adolphe, L. S. Cook, and X. Huang
A Cross-sectional Study of Intima-Media Thickness, Ethnicity, Metabolic Syndrome, and Cardiovascular Risk in 2268 Study Participants
Mayo Clin. Proc., March 1, 2009; 84(3): 221 - 228.
[Abstract] [Full Text] [PDF]


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Mayo Clin Proc.Home page
S. J. Lester, M. F. Eleid, B. K. Khandheria, and R. T. Hurst
Carotid Intima-Media Thickness and Coronary Artery Calcium Score as Indications of Subclinical Atherosclerosis
Mayo Clin. Proc., March 1, 2009; 84(3): 229 - 233.
[Abstract] [Full Text] [PDF]


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J. Nutr.Home page
M. F. Engberink, J. M. Geleijnse, N. de Jong, H. A. Smit, F. J. Kok, and W. M. M. Verschuren
Dairy Intake, Blood Pressure, and Incident Hypertension in a General Dutch Population
J. Nutr., March 1, 2009; 139(3): 582 - 587.
[Abstract] [Full Text] [PDF]


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NeurologyHome page
B. Kuczynski, W. Jagust, H. C. Chui, and B. Reed
An inverse association of cardiovascular risk and frontal lobe glucose metabolism
Neurology, February 24, 2009; 72(8): 738 - 743.
[Abstract] [Full Text] [PDF]


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NeurologyHome page
S. A. Mullen, D. E. Crompton, P. W. Carney, I. Helbig, and S. F. Berkovic
A neurologist's guide to genome-wide association studies
Neurology, February 10, 2009; 72(6): 558 - 565.
[Abstract] [Full Text] [PDF]


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J Gerontol A Biol Sci Med SciHome page
A. M. Kulminski, K. G. Arbeev, I. V. Culminskaya, S. V. Ukraintseva, K. Christensen, and A. I. Yashin
Health-Related Phenotypes and Longevity in Danish Twins
J Gerontol A Biol Sci Med Sci, February 10, 2009; (2009) gln051v1.
[Abstract] [Full Text] [PDF]


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ANN INTERN MEDHome page
J. L. Warner
Risk Prediction Versus Diagnosis: Preserving Clinical Nuance in a Binary World
Ann Intern Med, February 3, 2009; 150(3): 222 - 222.
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J. Lipid Res.Home page
G. Silbernagel, G. Fauler, W. Renner, E. M. Landl, M. M. Hoffmann, B. R. Winkelmann, B. O. Boehm, and W. Marz
The relationships of cholesterol metabolism and plasma plant sterols with the severity of coronary artery disease
J. Lipid Res., February 1, 2009; 50(2): 334 - 341.
[Abstract] [Full Text] [PDF]


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J. Lipid Res.Home page
L. P. van der Zwan, T. Teerlink, J. M. Dekker, R. M. A. Henry, C. D. A. Stehouwer, C. Jakobs, R. J. Heine, and P. G. Scheffer
Circulating oxidized LDL: determinants and association with brachial flow-mediated dilation
J. Lipid Res., February 1, 2009; 50(2): 342 - 349.
[Abstract] [Full Text] [PDF]


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Circ Cardiovasc GenetHome page
J. P.A. Ioannidis
Prediction of Cardiovascular Disease Outcomes and Established Cardiovascular Risk Factors by Genome-Wide Association Markers
Circ Cardiovasc Genet, February 1, 2009; 2(1): 7 - 15.
[Abstract] [Full Text] [PDF]


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The Journal of RheumatologyHome page
M. NIKPOUR, D. D. GLADMAN, D. IBANEZ, I. N. BRUCE, R. J. BURNS, and M. B. UROWITZ
Myocardial Perfusion Imaging in Assessing Risk of Coronary Events in Patients with Systemic Lupus Erythematosus
J Rheumatol, February 1, 2009; 36(2): 288 - 294.
[Abstract] [Full Text] [PDF]


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Int J EpidemiolHome page
T. Shah, J. P Casas, J. A Cooper, I. Tzoulaki, R. Sofat, V. McCormack, L. Smeeth, J. E Deanfield, G. D Lowe, A. Rumley, et al.
Critical appraisal of CRP measurement for the prediction of coronary heart disease events: new data and systematic review of 31 prospective cohorts
Int. J. Epidemiol., February 1, 2009; 38(1): 217 - 231.
[Abstract] [Full Text] [PDF]


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Clin. Chem.Home page
NACB LMPG Committee Members, G. L. Myers, R. H.M. Christenson, M. Cushman, C. M. Ballantyne, G. R. Cooper, C. M. Pfeiffer, S. M. Grundy, D. R. Labarthe, D. Levy, et al.
National Academy of Clinical Biochemistry Laboratory Medicine Practice Guidelines: Emerging Biomarkers for Primary Prevention of Cardiovascular Disease
Clin. Chem., February 1, 2009; 55(2): 378 - 384.
[Abstract] [Full Text] [PDF]


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Clin. Chem.Home page
A. D. Hingorani, T. Shah, J. P. Casas, S. E. Humphries, and P. J. Talmud
C-Reactive Protein and Coronary Heart Disease: Predictive Test or Therapeutic Target?
Clin. Chem., February 1, 2009; 55(2): 239 - 255.
[Abstract] [Full Text] [PDF]


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CirculationHome page
WRITING GROUP MEMBERS, D. Lloyd-Jones, R. Adams, M. Carnethon, G. De Simone, T. B. Ferguson, K. Flegal, E. Ford, K. Furie, A. Go, et al.
Heart Disease and Stroke Statistics--2009 Update: A Report From the American Heart Association Statistics Committee and Stroke Statistics Subcommittee
Circulation, January 27, 2009; 119(3): e21 - e181.
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CirculationHome page
J. D. Berry, K. Liu, A. R. Folsom, C. E. Lewis, J. J. Carr, J. F. Polak, S. Shea, S. Sidney, D. H. O'Leary, C. Chan, et al.
Prevalence and Progression of Subclinical Atherosclerosis in Younger Adults With Low Short-Term but High Lifetime Estimated Risk For Cardiovascular Disease: The Coronary Artery Risk Development in Young Adults Study and Multi-Ethnic Study of Atherosclerosis
Circulation, January 27, 2009; 119(3): 382 - 389.
[Abstract] [Full Text] [PDF]


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J Am Coll CardiolHome page
G. Karthikeyan, K. K. Teo, S. Islam, M. J. McQueen, P. Pais, X. Wang, H. Sato, C. C. Lang, C. Sitthi-Amorn, M.R. Pandey, et al.
Lipid profile, plasma apolipoproteins, and risk of a first myocardial infarction among Asians: an analysis from the INTERHEART Study.
J. Am. Coll. Cardiol., January 20, 2009; 53(3): 244 - 253.
[Abstract] [Full Text] [PDF]