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Stratifying the Utility of Transthoracic Echocardiography for Ischemic Stroke Using a Risk Score.
Neel D Jani1, Haley Basinger2, Ann M Jones2
1Department of Neurology, University of Wisconsin, Madison, Wisconsin, USA, njani@uwhealth.org.
A new risk score, AL2OHA, identifies acute ischemic stroke patients who will benefit from inpatient transthoracic echocardiography (TTE). This tool aids in secondary prevention and streamlines patient discharge by predicting positive findings.
Area of Science:
- Neurology
- Cardiology
- Medical Informatics
Background:
- Inpatient transthoracic echocardiography (TTE) is crucial for secondary prevention in acute ischemic stroke but can delay patient discharge.
- A need exists for a tool to identify patients most likely to benefit from TTE during hospitalization.
Purpose of the Study:
- To develop and validate a risk score to predict the likelihood of positive findings on inpatient transthoracic echocardiography (TTE) for patients with acute ischemic stroke or transient ischemic attack (TIA).
Main Methods:
- A logistic regression model was developed using a training dataset of 874 patients with acute ischemic stroke/TIA who underwent TTE.
- The model, AL2OHA, was simplified with limited variables and coefficients.
- External validation was performed using a separate dataset of 200 stroke patients.
Main Results:
- The AL2OHA model, comprising six variables (atrial fibrillation, large artery atherosclerosis, large vessel occlusion, obesity, prior antihypertensive medication, and age group), demonstrated good predictive performance.
- The area under the receiver operator characteristic curve (AUC) was 0.78 on the training data and 0.73 on the validation data.
- The model effectively stratified patients based on their risk of positive TTE findings, with higher scores correlating to increased likelihood.
Conclusions:
- The AL2OHA risk score is a valuable clinical tool for stratifying patients admitted for acute ischemic stroke/TIA.
- It helps determine which patients are most likely to benefit from an inpatient TTE, potentially optimizing resource utilization and patient care.
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