Multiple Biomarkers for the Prediction of First Major Cardiovascular Events and Death
Thomas J. Wang, M.D., Philimon Gona, Ph.D., Martin G. Larson, Sc.D., Geoffrey H. Tofler, M.D., Daniel Levy, M.D., Christopher Newton-Cheh, M.D., M.P.H., Paul F. Jacques, D.Sc., Nader Rifai, Ph.D., Jacob Selhub, Ph.D., Sander J. Robins, M.D., Emelia J. Benjamin, M.D., Sc.M., Ralph B. D'Agostino, Ph.D., and Ramachandran S. Vasan, M.D.
Background Few investigations have evaluated the incrementalusefulness of multiple biomarkers from distinct biologic pathwaysfor predicting the risk of cardiovascular events.
Methods We measured 10 biomarkers in 3209 participants attendinga routine examination cycle of the Framingham Heart Study: thelevels of C-reactive protein, B-type natriuretic peptide, N-terminalproatrial natriuretic peptide, aldosterone, renin, fibrinogen,D-dimer, plasminogen-activator inhibitor type 1, and homocysteine;and the urinary albumin-to-creatinine ratio.
Results During follow-up (median, 7.4 years), 207 participantsdied and 169 had a first major cardiovascular event. In Coxproportional-hazards models adjusting for conventional riskfactors, the following biomarkers most strongly predicted therisk of death (each biomarker is followed by the adjusted hazardratio per 1 SD increment in the log values): B-type natriureticpeptide level (1.40), C-reactive protein level (1.39), the urinaryalbumin-to-creatinine ratio (1.22), homocysteine level (1.20),and renin level (1.17). The biomarkers that most strongly predictedmajor cardiovascular events were B-type natriuretic peptidelevel (adjusted hazard ratio, 1.25 per 1 SD increment in thelog values) and the urinary albumin-to-creatinine ratio (1.20).Persons with "multimarker" scores (based on regression coefficientsof significant biomarkers) in the highest quintile as comparedwith those with scores in the lowest two quintiles had elevatedrisks of death (adjusted hazard ratio, 4.08; P<0.001) andmajor cardiovascular events (adjusted hazard ratio, 1.84; P=0.02).However, the addition of multimarker scores to conventionalrisk factors resulted in only small increases in the abilityto classify risk, as measured by the C statistic.
Conclusions For assessing risk in individual persons, the useof the 10 contemporary biomarkers that we studied adds onlymoderately to standard risk factors.
Source Information
From the Framingham Heart Study, Framingham, MA (T.J.W., P.G., M.G.L., D.L., C.N.-C., S.J.R., E.J.B., R.B.D., R.S.V.); the Division of Cardiology, Department of Medicine, Massachusetts General Hospital, Harvard Medical School (T.J.W., C.N.-C.), and the Department of Mathematics and Statistics, Boston University (P.G., M.G.L., R.B.D.) both in Boston; the Royal North Shore Hospital, Sydney (G.H.T.); the National Heart, Lung, and Blood Institute, Bethesda, MD (D.L.); and the Jean Mayer Department of Agriculture Human Nutrition Research Center on Aging, Tufts University (P.F.J., J.S.), the Department of Laboratory Medicine, Children's Hospital, Harvard Medical School (N.R.), and the Preventive Medicine and Cardiology Sections (D.L., E.J.B., R.S.V.) and the Division of Endocrinology, Nutrition, and Diabetes (S.J.R.), Boston Medical Center, Boston University School of Medicine all in Boston.
Address reprint requests to Dr. Wang at the Massachusetts General Hospital, Cardiology Division, GRB-800, 55 Fruit St., Boston, MA 02114, or at tjwang{at}partners.org.
Biomarkers for Prediction of Cardiovascular Events
Musunuru K., Blumenthal R. S., Ridker P. M, Cook N. R., Becker D. M., Mora S., Goff D. C. Jr., Fletcher R. H., Fletcher S. W., Mints G., Shah N. R., Hauswald M., Wang T. J., Larson M. G., Vasan R. S., Ware J. H.
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N Engl J Med 2007;
356:1472-1475, Apr 5, 2007.
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