@article {5878, title = {Simple risk model predicts incidence of atrial fibrillation in a racially and geographically diverse population: the CHARGE-AF consortium.}, journal = {J Am Heart Assoc}, volume = {2}, year = {2013}, month = {2013 Mar 18}, pages = {e000102}, abstract = {

BACKGROUND: Tools for the prediction of atrial fibrillation (AF) may identify high-risk individuals more likely to benefit from preventive interventions and serve as a benchmark to test novel putative risk factors.

METHODS AND RESULTS: Individual-level data from 3 large cohorts in the United States (Atherosclerosis Risk in Communities [ARIC] study, the Cardiovascular Health Study [CHS], and the Framingham Heart Study [FHS]), including 18 556 men and women aged 46 to 94 years (19\% African Americans, 81\% whites) were pooled to derive predictive models for AF using clinical variables. Validation of the derived models was performed in 7672 participants from the Age, Gene and Environment-Reykjavik study (AGES) and the Rotterdam Study (RS). The analysis included 1186 incident AF cases in the derivation cohorts and 585 in the validation cohorts. A simple 5-year predictive model including the variables age, race, height, weight, systolic and diastolic blood pressure, current smoking, use of antihypertensive medication, diabetes, and history of myocardial infarction and heart failure had good discrimination (C-statistic, 0.765; 95\% CI, 0.748 to 0.781). Addition of variables from the electrocardiogram did not improve the overall model discrimination (C-statistic, 0.767; 95\% CI, 0.750 to 0.783; categorical net reclassification improvement, -0.0032; 95\% CI, -0.0178 to 0.0113). In the validation cohorts, discrimination was acceptable (AGES C-statistic, 0.664; 95\% CI, 0.632 to 0.697 and RS C-statistic, 0.705; 95\% CI, 0.664 to 0.747) and calibration was adequate.

CONCLUSION: A risk model including variables readily available in primary care settings adequately predicted AF in diverse populations from the United States and Europe.

}, keywords = {African Americans, Age Factors, Aged, Aged, 80 and over, Atrial Fibrillation, Cohort Studies, Diabetes Mellitus, European Continental Ancestry Group, Female, Heart Failure, Humans, Hypertension, Iceland, Incidence, Male, Middle Aged, Myocardial Infarction, Netherlands, Proportional Hazards Models, Risk Assessment, Smoking, United States}, issn = {2047-9980}, doi = {10.1161/JAHA.112.000102}, author = {Alonso, Alvaro and Krijthe, Bouwe P and Aspelund, Thor and Stepas, Katherine A and Pencina, Michael J and Moser, Carlee B and Sinner, Moritz F and Sotoodehnia, Nona and Fontes, Jo{\~a}o D and Janssens, A Cecile J W and Kronmal, Richard A and Magnani, Jared W and Witteman, Jacqueline C and Chamberlain, Alanna M and Lubitz, Steven A and Schnabel, Renate B and Agarwal, Sunil K and McManus, David D and Ellinor, Patrick T and Larson, Martin G and Burke, Gregory L and Launer, Lenore J and Hofman, Albert and Levy, Daniel and Gottdiener, John S and K{\"a}{\"a}b, Stefan and Couper, David and Harris, Tamara B and Soliman, Elsayed Z and Stricker, Bruno H C and Gudnason, Vilmundur and Heckbert, Susan R and Benjamin, Emelia J} } @article {6601, title = {B-type natriuretic peptide and C-reactive protein in the prediction of atrial fibrillation risk: the CHARGE-AF Consortium of community-based cohort studies.}, journal = {Europace}, volume = {16}, year = {2014}, month = {2014 Oct}, pages = {1426-33}, abstract = {

AIMS: B-type natriuretic peptide (BNP) and C-reactive protein (CRP) predict atrial fibrillation (AF) risk. However, their risk stratification abilities in the broad community remain uncertain. We sought to improve risk stratification for AF using biomarker information.

METHODS AND RESULTS: We ascertained AF incidence in 18 556 Whites and African Americans from the Atherosclerosis Risk in Communities Study (ARIC, n=10 675), Cardiovascular Health Study (CHS, n = 5043), and Framingham Heart Study (FHS, n = 2838), followed for 5 years (prediction horizon). We added BNP (ARIC/CHS: N-terminal pro-B-type natriuretic peptide; FHS: BNP), CRP, or both to a previously reported AF risk score, and assessed model calibration and predictive ability [C-statistic, integrated discrimination improvement (IDI), and net reclassification improvement (NRI)]. We replicated models in two independent European cohorts: Age, Gene/Environment Susceptibility Reykjavik Study (AGES), n = 4467; Rotterdam Study (RS), n = 3203. B-type natriuretic peptide and CRP were significantly associated with AF incidence (n = 1186): hazard ratio per 1-SD ln-transformed biomarker 1.66 [95\% confidence interval (CI), 1.56-1.76], P < 0.0001 and 1.18 (95\% CI, 1.11-1.25), P < 0.0001, respectively. Model calibration was sufficient (BNP, χ(2) = 17.0; CRP, χ(2) = 10.5; BNP and CRP, χ(2) = 13.1). B-type natriuretic peptide improved the C-statistic from 0.765 to 0.790, yielded an IDI of 0.027 (95\% CI, 0.022-0.032), a relative IDI of 41.5\%, and a continuous NRI of 0.389 (95\% CI, 0.322-0.455). The predictive ability of CRP was limited (C-statistic increment 0.003). B-type natriuretic peptide consistently improved prediction in AGES and RS.

CONCLUSION: B-type natriuretic peptide, not CRP, substantially improved AF risk prediction beyond clinical factors in an independently replicated, heterogeneous population. B-type natriuretic peptide may serve as a benchmark to evaluate novel putative AF risk biomarkers.

}, keywords = {Aged, Atrial Fibrillation, Biomarkers, C-Reactive Protein, Europe, Female, Humans, Incidence, Male, Natriuretic Peptide, Brain, Peptide Fragments, Predictive Value of Tests, Risk Assessment, Risk Factors, United States}, issn = {1532-2092}, doi = {10.1093/europace/euu175}, author = {Sinner, Moritz F and Stepas, Katherine A and Moser, Carlee B and Krijthe, Bouwe P and Aspelund, Thor and Sotoodehnia, Nona and Fontes, Jo{\~a}o D and Janssens, A Cecile J W and Kronmal, Richard A and Magnani, Jared W and Witteman, Jacqueline C and Chamberlain, Alanna M and Lubitz, Steven A and Schnabel, Renate B and Vasan, Ramachandran S and Wang, Thomas J and Agarwal, Sunil K and McManus, David D and Franco, Oscar H and Yin, Xiaoyan and Larson, Martin G and Burke, Gregory L and Launer, Lenore J and Hofman, Albert and Levy, Daniel and Gottdiener, John S and K{\"a}{\"a}b, Stefan and Couper, David and Harris, Tamara B and Astor, Brad C and Ballantyne, Christie M and Hoogeveen, Ron C and Arai, Andrew E and Soliman, Elsayed Z and Ellinor, Patrick T and Stricker, Bruno H C and Gudnason, Vilmundur and Heckbert, Susan R and Pencina, Michael J and Benjamin, Emelia J and Alonso, Alvaro} }