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Development of a risk score for atrial fibrillation (Framingham Heart Study): a community-based cohort study.

Publication ,  Journal Article
Schnabel, RB; Sullivan, LM; Levy, D; Pencina, MJ; Massaro, JM; D'Agostino, RB; Newton-Cheh, C; Yamamoto, JF; Magnani, JW; Tadros, TM; Wang, TJ ...
Published in: Lancet
February 28, 2009

BACKGROUND: Atrial fibrillation contributes to substantial increases in morbidity and mortality. We aimed to develop a risk score to predict individuals' absolute risk of developing the condition, and to provide a framework for researchers to assess new risk markers. METHODS: We assessed 4764 participants in the Framingham Heart Study from 8044 examinations (55% women, 45-95 years of age) undertaken between June, 1968, and September, 1987. Thereafter, participants were monitored for the first event of atrial fibrillation for a maximum of 10 years. Multivariable Cox regression identified clinical risk factors associated with development of atrial fibrillation in 10 years. Secondary analyses incorporated routine echocardiographic measurements (5152 participants, 7156 examinations) to reclassify the risk of atrial fibrillation and to assess whether these measurements improved risk prediction. FINDINGS: 457 (10%) of the 4764 participants developed atrial fibrillation. Age, sex, body-mass index, systolic blood pressure, treatment for hypertension, PR interval, clinically significant cardiac murmur, and heart failure were associated with atrial fibrillation and incorporated in a risk score (p<0.05, except body-mass index p=0.08), clinical model C statistic 0.78 (95% CI 0.76-0.80). Risk of atrial fibrillation in 10 years varied with age: more than 15% risk was recorded in 53 (1%) participants younger than 65 years, compared with 783 (27%) older than 65 years. Additional incorporation of echocardiographic measurements to enhance the risk prediction model only slightly improved the C statistic from 0.78 (95% CI 0.75-0.80) to 0.79 (0.77-0.82), p=0.005. Echocardiographic measurements did not improve risk reclassification (p=0.18). INTERPRETATION: From clinical factors readily accessible in primary care, our risk score could help to identify risk of atrial fibrillation for individuals in the community, assess technologies or markers for improvement of risk prediction, and target high-risk individuals for preventive measures.

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Published In

Lancet

DOI

EISSN

1474-547X

Publication Date

February 28, 2009

Volume

373

Issue

9665

Start / End Page

739 / 745

Location

England

Related Subject Headings

  • Ultrasonography
  • Sex Factors
  • Risk Factors
  • Proportional Hazards Models
  • Middle Aged
  • Male
  • Longitudinal Studies
  • Hypertension
  • Humans
  • Heart Murmurs
 

Citation

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Schnabel, R. B., Sullivan, L. M., Levy, D., Pencina, M. J., Massaro, J. M., D’Agostino, R. B., … Benjamin, E. J. (2009). Development of a risk score for atrial fibrillation (Framingham Heart Study): a community-based cohort study. Lancet, 373(9665), 739–745. https://doi.org/10.1016/S0140-6736(09)60443-8
Schnabel, Renate B., Lisa M. Sullivan, Daniel Levy, Michael J. Pencina, Joseph M. Massaro, Ralph B. D’Agostino, Christopher Newton-Cheh, et al. “Development of a risk score for atrial fibrillation (Framingham Heart Study): a community-based cohort study.Lancet 373, no. 9665 (February 28, 2009): 739–45. https://doi.org/10.1016/S0140-6736(09)60443-8.
Schnabel RB, Sullivan LM, Levy D, Pencina MJ, Massaro JM, D’Agostino RB, et al. Development of a risk score for atrial fibrillation (Framingham Heart Study): a community-based cohort study. Lancet. 2009 Feb 28;373(9665):739–45.
Schnabel, Renate B., et al. “Development of a risk score for atrial fibrillation (Framingham Heart Study): a community-based cohort study.Lancet, vol. 373, no. 9665, Feb. 2009, pp. 739–45. Pubmed, doi:10.1016/S0140-6736(09)60443-8.
Schnabel RB, Sullivan LM, Levy D, Pencina MJ, Massaro JM, D’Agostino RB, Newton-Cheh C, Yamamoto JF, Magnani JW, Tadros TM, Kannel WB, Wang TJ, Ellinor PT, Wolf PA, Vasan RS, Benjamin EJ. Development of a risk score for atrial fibrillation (Framingham Heart Study): a community-based cohort study. Lancet. 2009 Feb 28;373(9665):739–745.
Journal cover image

Published In

Lancet

DOI

EISSN

1474-547X

Publication Date

February 28, 2009

Volume

373

Issue

9665

Start / End Page

739 / 745

Location

England

Related Subject Headings

  • Ultrasonography
  • Sex Factors
  • Risk Factors
  • Proportional Hazards Models
  • Middle Aged
  • Male
  • Longitudinal Studies
  • Hypertension
  • Humans
  • Heart Murmurs