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Validation of the CHADS2 clinical prediction rule to predict ischaemic stroke. A systematic review and meta-analysis
Claire Keogh1, Emma Wallace, Ciara Dillon
1HRB Centre for Primary Care Research, Department of General Practice, Royal College of Surgeons in Ireland, 123 St Stephens Green, Dublin 2, Republic of Ireland. clairekeogh@rcsi.ie
Insights
The CHADS2 score shows limited clinical utility for predicting ischemic stroke in non-valvular atrial fibrillation patients. Further validation is recommended due to high heterogeneity and methodological differences in studies.
Area of Science:
- Cardiology
- Neurology
- Evidence-based Medicine
Background:
- Non-valvular atrial fibrillation increases ischemic stroke risk.
- The CHADS2 score is used to predict this annual risk.
- Previous studies suggest varying predictive accuracy of the CHADS2 score.
Purpose of the Study:
- To systematically review and meta-analyze the predictive value of the CHADS2 score for ischemic stroke in non-valvular atrial fibrillation.
- To assess the diagnostic accuracy and calibration of the CHADS2 score.
Main Methods:
- Systematic literature search from 2001 to October 2010.
- Meta-analysis of eight datasets (n=2815) using random effects model.
- Analysis of discrimination (sensitivity, specificity, c-statistic) and calibration.
Main Results:
- Cut-points showed variable sensitivity and specificity (e.g., ≥1: 92% sensitivity, 12% specificity; ≥4: 33% sensitivity, 96% specificity).
- Pooled c-statistics were moderate (classic: 0.63, revised: 0.60).
- Calibration analysis showed no significant difference between predicted and observed strokes, but high heterogeneity was noted.
Conclusions:
- The CHADS2 score demonstrates minimal clinical utility in predicting ischemic stroke across risk strata.
- High heterogeneity and methodological differences necessitate cautious interpretation of results.
- Further validation of the CHADS2 score is warranted.
Abstract:
The CHADS2 predicts annual risk of ischaemic stroke in non-valvular atrial fibrillation. This systematic review and meta-analysis aims to determine the predictive value of CHADS2. The literature was systematically searched from 2001 to October 2010. Data was pooled and analysed using discrimination and calibration statistical measures, using a random effects model. Eight data sets (n = 2815) were included. The diagnostic accuracy suggested a cut-point of ≥ 1 has higher sensitivity (92%) than specificity (12%) and a cut-point of ≥ 4 has higher specificity (96%) than sensitivity (33%). Lower summary estimates were observed for cut-points ≥ 2 (sensitivity 79%, specificity 42%) and ≥ 3 (specificity 77%, sensitivity 50%). There was insufficient data to analyse cut-points ≥ 5 or ≥ 6. Moderate pooled c statistic values were identified for the classic (0.63, 95% CI 0.52-0.75) and revised (0.60, 95% CI 0.43-0.72) view of stratification of the CHADS2. Calibration analysis indicated no significant difference between the predicted and observed strokes across the three risk strata for the classic or revised view. All results were associated with high heterogeneity, and conclusions should be made cautiously. In conclusion, the pooled c statistic and calibration analysis suggests minimal clinical utility of both the classic and revised view of the CHADS2 in predicting ischaemic stroke across all risk strata. Due to high heterogeneity across studies and low event rates across all risk strata, the results should be interpreted cautiously. Further validation of CHADS2 should perhaps be undertaken, given the methodological differences between many of the available validation studies and the original CHADS2 derivation study.
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