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Published on: July 20, 2022
Atrial Fibrillation Risk and Discrimination of Cardioembolic From Noncardioembolic Stroke
Shaan Khurshid1,2, Ludovic Trinquart3,4, Lu-Chen Weng2
1From the Division of Cardiology (S.K.), Massachusetts General Hospital, Boston.
Insights
Identifying atrial fibrillation (AF) risk in stroke patients is crucial. AF risk scores can help identify individuals with a low likelihood of cardioembolic stroke, aiding in treatment decisions.
Area of Science:
- Neurology
- Cardiology
- Medical Informatics
Background:
- Classifying stroke etiology as cardioembolic is challenging, as atrial fibrillation (AF) may not be detected at the time of stroke.
- Accurate cardioembolic stroke classification is vital for appropriate anticoagulation therapy.
- Developing tools to discriminate cardioembolic from noncardioembolic strokes can improve patient management.
Purpose of the Study:
- To assess and quantify the discriminative power of AF risk scores in classifying cardioembolic strokes.
- To evaluate the performance of CHA₂DS₂-VASc, CHS-AF, and EHR-AF scores in a real-world acute ischemic stroke population.
Main Methods:
- Cross-sectional analysis of a multi-institutional patient sample with acute ischemic stroke.
- Systematic adjudication of stroke subtype and examination of associations between AF risk scores and cardioembolic stroke.
- Logistic regression and calculation of C statistics to compare the discriminative ability of different AF risk scores.
Main Results:
- 323 out of 1431 (22.6%) ischemic stroke patients had cardioembolic stroke.
- All evaluated AF risk scores (CHA₂DS₂-VASc, CHS-AF, EHR-AF) were significantly associated with cardioembolic stroke.
- The Electronic Health Record-Based AF score (C index, 0.713) and CHS-AF score (C index, 0.695) demonstrated greater discrimination than CHA₂DS₂-VASc (C index, 0.651).
Conclusions:
- AF risk scores demonstrate moderate discrimination for cardioembolic stroke.
- These scores may be most valuable for identifying patients at low risk of cardioembolism.
- Further research is needed to enhance stroke subtype classification and improve outcomes in undifferentiated stroke.
Abstract:
Background and Purpose- Classification of stroke as cardioembolic in etiology can be challenging, particularly since the predominant cause, atrial fibrillation (AF), may not be present at the time of stroke. Efficient tools that discriminate cardioembolic from noncardioembolic strokes may improve care as anticoagulation is frequently indicated after cardioembolism. We sought to assess and quantify the discriminative power of AF risk as a classifier for cardioembolism in a real-world population of patients with acute ischemic stroke. Methods- We performed a cross-sectional analysis of a multi-institutional sample of patients with acute ischemic stroke. We systematically adjudicated stroke subtype and examined associations between AF risk using CHA2DS2-VASc, Cohorts for Heart and Aging Research in Genomic Epidemiology-AF score, and the recently developed Electronic Health Record-Based AF score, and cardioembolic stroke using logistic regression. We compared the ability of AF risk to discriminate cardioembolism by calculating C statistics and sensitivity/specificity cutoffs for cardioembolic stroke. Results- Of 1431 individuals with ischemic stroke (age, 65±15; 40% women), 323 (22.6%) had cardioembolism. AF risk was significantly associated with cardioembolism (CHA2DS2-VASc: odds ratio [OR] per SD, 1.69 [95% CI, 1.49-1.93]; Cohorts for Heart and Aging Research in Genomic Epidemiology-AF score: OR, 2.22 [95% CI, 1.90-2.60]; electronic Health Record-Based AF: OR, 2.55 [95% CI, 2.16-3.04]). Discrimination was greater for Cohorts for Heart and Aging Research in Genomic Epidemiology-AF score (C index, 0.695 [95% CI, 0.663-0.726]) and Electronic Health Record-Based AF score (0.713 [95% CI, 0.681-0.744]) versus CHA2DS2-VASc (C index, 0.651 [95% CI, 0.619-0.683]). Examination of AF scores across a range of thresholds indicated that AF risk may facilitate identification of individuals at low likelihood of cardioembolism (eg, negative likelihood ratios for Electronic Health Record-Based AF score ranged 0.31-0.10 at sensitivity thresholds 0.90-0.99). Conclusions- AF risk scores associate with cardioembolic stroke and exhibit moderate discrimination. Utilization of AF risk scores at the time of stroke may be most useful for identifying individuals at low probability of cardioembolism. Future analyses are warranted to assess whether stroke subtype classification can be enhanced to improve outcomes in undifferentiated stroke.
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