Multiple biomarkers for the prediction of first major cardiovascular events and death.

BACKGROUND Few investigations have evaluated the incremental usefulness of multiple biomarkers from distinct biologic pathways for predicting the risk of cardiovascular events. METHODS We measured 10 biomarkers in 3209 participants attending a routine examination cycle of the Framingham Heart Study: the levels of C-reactive protein, B-type natriuretic peptide, N-terminal pro-atrial 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 participants died and 169 had a first major cardiovascular event. In Cox proportional-hazards models adjusting for conventional risk factors, the following biomarkers most strongly predicted the risk of death (each biomarker is followed by the adjusted hazard ratio per 1 SD increment in the log values): B-type natriuretic peptide level (1.40), C-reactive protein level (1.39), the urinary albumin-to-creatinine ratio (1.22), homocysteine level (1.20), and renin level (1.17). The biomarkers that most strongly predicted major cardiovascular events were B-type natriuretic peptide level (adjusted hazard ratio, 1.25 per 1 SD increment in the log values) and the urinary albumin-to-creatinine ratio (1.20). Persons with "multimarker" scores (based on regression coefficients of significant biomarkers) in the highest quintile as compared with those with scores in the lowest two quintiles had elevated risks of death (adjusted hazard ratio, 4.08; P<0.001) and major cardiovascular events (adjusted hazard ratio, 1.84; P=0.02). However, the addition of multimarker scores to conventional risk factors resulted in only small increases in the ability to classify risk, as measured by the C statistic. CONCLUSIONS For assessing risk in individual persons, the use of the 10 contemporary biomarkers that we studied adds only moderately to standard risk factors.

[1]  B. Gersh Multiple Biomarkers for the Prediction of First Major Cardiovascular Events and Death , 2008 .

[2]  J. Ware The limitations of risk factors as prognostic tools. , 2006, The New England journal of medicine.

[3]  S. Yusuf,et al.  Comparative Impact of Multiple Biomarkers and N-Terminal Pro-Brain Natriuretic Peptide in the Context of Conventional Risk Factors for the Prediction of Recurrent Cardiovascular Events in the Heart Outcomes Prevention Evaluation (HOPE) Study , 2006, Circulation.

[4]  Eric Boerwinkle,et al.  An assessment of incremental coronary risk prediction using C-reactive protein and other novel risk markers: the atherosclerosis risk in communities study. , 2006, Archives of internal medicine.

[5]  M. Pencina,et al.  C-reactive protein and risk of cardiovascular disease in men and women from the Framingham Heart Study. , 2005, Archives of internal medicine.

[6]  P. Greenland,et al.  When is a new prediction marker useful? A consideration of lipoprotein-associated phospholipase A2 and C-reactive protein for stroke risk. , 2005, Archives of internal medicine.

[7]  H Tunstall-Pedoe,et al.  Plasma fibrinogen level and the risk of major cardiovascular diseases and nonvascular mortality: an individual participant meta-analysis. , 2005, JAMA.

[8]  B. Howard,et al.  C-Reactive Protein as a Predictor of Cardiovascular Risk in a Population With a High Prevalence of Diabetes: The Strong Heart Study , 2005, Circulation.

[9]  J. Polak,et al.  C-Reactive Protein and the 10-Year Incidence of Coronary Heart Disease in Older Men and Women: The Cardiovascular Health Study , 2005, Circulation.

[10]  P. Hildebrandt,et al.  N-terminal pro-brain natriuretic peptide, C-reactive protein, and urinary albumin levels as predictors of mortality and cardiovascular events in older adults. , 2005, JAMA.

[11]  L. Køber,et al.  N-terminal pro-B-type natriuretic peptide and long-term mortality in stable coronary heart disease. , 2005, The New England journal of medicine.

[12]  C. Meisinger,et al.  Lipoprotein-Associated Phospholipase A2 Adds to Risk Prediction of Incident Coronary Events by C-Reactive Protein in Apparently Healthy Middle-Aged Men From the General Population: Results From the 14-Year Follow-Up of a Large Cohort From Southern Germany , 2004, Circulation.

[13]  M. Pencina,et al.  Overall C as a measure of discrimination in survival analysis: model specific population value and confidence interval estimation , 2004, Statistics in medicine.

[14]  P. Ridker,et al.  Established and emerging plasma biomarkers in the prediction of first atherothrombotic events. , 2004, Circulation.

[15]  M. Pepe,et al.  Limitations of the odds ratio in gauging the performance of a diagnostic, prognostic, or screening marker. , 2004, American journal of epidemiology.

[16]  Vilmundur Gudnason,et al.  C-reactive protein and other circulating markers of inflammation in the prediction of coronary heart disease. , 2004, The New England journal of medicine.

[17]  J. Geleijnse,et al.  Plasminogen activator inhibitor-type 1: its plasma determinants and relation with cardiovascular risk , 2004, Thrombosis and Haemostasis.

[18]  Daniel Levy,et al.  Plasma natriuretic peptide levels and the risk of cardiovascular events and death. , 2004, The New England journal of medicine.

[19]  A. Dyer,et al.  Major risk factors as antecedents of fatal and nonfatal coronary heart disease events. , 2003, JAMA.

[20]  S. Haffner,et al.  Inflammation in the Prediabetic State Is Related to Increased Insulin Resistance Rather Than Decreased Insulin Secretion , 2003, Circulation.

[21]  A. Dyer,et al.  Major Risk Factors as Antecedents of Fatal and Nonfatal Coronary Heart Disease Events , 2003 .

[22]  Eric J Topol,et al.  Prevalence of conventional risk factors in patients with coronary heart disease. , 2003, JAMA.

[23]  S. Cummings,et al.  The relation of C-reactive protein levels to total and cardiovascular mortality in older U.S. women. , 2003, The American journal of medicine.

[24]  Gary L Myers,et al.  Markers of inflammation and cardiovascular disease: application to clinical and public health practice: A statement for healthcare professionals from the Centers for Disease Control and Prevention and the American Heart Association. , 2003, Circulation.

[25]  A. Mangoni,et al.  Homocysteine and cardiovascular disease: current evidence and future prospects. , 2002, The American journal of medicine.

[26]  Ose,et al.  Comparison of C-reactive protein and low-density lipoprotein cholesterol levels in the prediction of first cardiovascular events* , 2002 .

[27]  R. Beaglehole,et al.  The real contribution of the major risk factors to the coronary epidemics: time to end the "only-50%" myth. , 2001, Archives of internal medicine.

[28]  S. Yusuf,et al.  Albuminuria and risk of cardiovascular events, death, and heart failure in diabetic and nondiabetic individuals. , 2001, JAMA.

[29]  S. Vollset,et al.  Plasma total homocysteine and cardiovascular and noncardiovascular mortality: the Hordaland Homocysteine Study. , 2001, The American journal of clinical nutrition.

[30]  J. Danesh,et al.  Fibrin D-Dimer and Coronary Heart Disease: Prospective Study and Meta-Analysis , 2001, Circulation.

[31]  L. Bouter,et al.  Follow-Up of the Hoorn Study Hyperhomocysteinemia Increases Risk of Death , Especially in Type 2 Diabetes : 5-Year , 2000 .

[32]  H. Cohen,et al.  Associations of elevated interleukin-6 and C-reactive protein levels with mortality in the elderly. , 1999, The American journal of medicine.

[33]  A. Sharrett,et al.  Fibrinolytic activation markers predict myocardial infarction in the elderly. The Cardiovascular Health Study. , 1999, Arteriosclerosis, thrombosis, and vascular biology.

[34]  L. Weinehall,et al.  High plasminogen activator inhibitor and tissue plasminogen activator levels in plasma precede a first acute myocardial infarction in both men and women: evidence for the fibrinolytic system as an independent primary risk factor. , 1998, Circulation.

[35]  D. Levy,et al.  Prediction of coronary heart disease using risk factor categories. , 1998, Circulation.

[36]  S. Vollset,et al.  Plasma homocysteine levels and mortality in patients with coronary artery disease. , 1997, The New England journal of medicine.

[37]  J. Laragh,et al.  Plasma renin activity: a risk factor for myocardial infarction in hypertensive patients. , 1997, American journal of hypertension.

[38]  J. Laragh,et al.  Association of the renin-sodium profile with the risk of myocardial infarction in patients with hypertension. , 1991, The New England journal of medicine.

[39]  S. Rahimtoola,et al.  Impaired fibrinolysis in coronary artery disease. , 1988, American heart journal.

[40]  R. Levy,et al.  Estimation of the concentration of low-density lipoprotein cholesterol in plasma, without use of the preparative ultracentrifuge. , 1972, Clinical chemistry.

[41]  D.,et al.  Regression Models and Life-Tables , 2022 .