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Published on: February 28, 2012
New score for predicting thromboembolic events in patients with atrial fibrillation using direct oral anticoagulants
Fuxin Ma1,2, Jiana Chen2, Sijie Chang2
1School of Pharmacy, Fujian Medical University, Fuzhou.
Insights
Identifying risk factors for thromboembolism in atrial fibrillation patients on direct oral anticoagulants (DOACs) is crucial. The Alfalfa-TE risk score, using heavy drinking, hypertension, prior stroke/TIA, and in-hospital stroke, effectively predicts these events.
Area of Science:
- Cardiology
- Neurology
- Pharmacology
Background:
- Thrombotic events in atrial fibrillation patients on direct oral anticoagulants (DOACs) require better risk stratification.
- Current risk factors for thromboembolism in this population are not fully understood.
- A validated predictive tool is needed for clinical assessment.
Purpose of the Study:
- To identify independent risk factors for thromboembolism in patients with atrial fibrillation treated with DOACs.
- To develop and externally validate a predictive model for thromboembolism.
- To provide a clinical tool for assessing thromboembolism risk in patients on DOACs.
Main Methods:
- A national multicenter retrospective study involving 3263 patients with atrial fibrillation on DOACs.
- Logistic regression was used to build a prediction model in a development cohort (n=2390).
- External validation and calibration were performed using AUC and the Hosmer-Lemeshow test on a separate cohort (n=873).
Main Results:
- Heavy drinking, hypertension, prior stroke/transient ischemic attack (TIA), and cerebral infarction during hospitalization were identified as independent risk factors.
- The developed Alfalfa-TE risk score demonstrated good discriminatory power in the development cohort (AUC=0.84).
- The model showed good discriminatory power (AUC=0.74) and calibration (Hosmer-Lemeshow P=0.649) in the external validation cohort.
Conclusions:
- The Alfalfa-TE risk score, based on four key factors, is a validated predictive model for thromboembolism in atrial fibrillation patients on DOACs.
- This model demonstrates good predictive value and may aid in reducing thromboembolic events.
- The Alfalfa-TE score offers a valuable tool for clinical risk assessment in this patient group.
Abstract:
Determinants of thrombotic events remain uncertain in patients with atrial fibrillation treated with direct oral anticoagulants (DOACs). Our aim was to identify risk factors associated with thromboembolism in patients with at atrial fibrillation on DOACs and to construct and externally validate a predictive model that would provide a validated tool for clinical assessment of thromboembolism. In the development cohort, prediction model was built by logistic regression, the area under the curve (AUC), and Nomogram. External validation and calibration of the model using AUC and Hosmer-Lemeshow test. This national multicenter retrospective study included 3263 patients with atrial fibrillation treated with DOACs. The development cohort consisted of 2390 patients from three centers and the external validation cohort consisted of 873 patients from 13 centers. Multifactorial analysis showed that heavy drinking, hypertension, prior stroke/transient ischemic attack (TIA), cerebral infarction during hospitalization were independent risk factors for thromboembolism. The Alfalfa-TE risk score was constructed using these four factors (AUC = 0.84), and in the external validation cohort, the model showed good discriminatory power (AUC = 0.74) and good calibration (Hosmer-Lemeshow test P value of 0.649). Based on four factors, we derived and externally validated a predictive model for thromboembolism with DOACs in patients with atrial fibrillation (Alfalfa-TE risk score). The model has good predictive value and may be an effective tool to help reduce the occurrence of thromboembolism in patients with DOACs.
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