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Published on: February 26, 2013
Development and Validation of the DOAC Score: A Novel Bleeding Risk Prediction Tool for Patients With Atrial
Rahul Aggarwal1,2, Christian T Ruff3, Saverio Virdone4
1Richard A. and Susan F. Smith Center for Outcomes Research in Cardiology, Division of Cardiology, Beth Israel Deaconess Medical Center (R.A., E.S., U.A.T., R.W.Y.), Harvard Medical School, Boston.
Insights
A new DOAC Score effectively estimates bleeding risk in atrial fibrillation patients on direct-acting oral anticoagulants, outperforming the HAS-BLED score. This tool aids in personalizing anticoagulant therapy decisions.
Area of Science:
- Cardiology
- Pharmacology
- Clinical Risk Stratification
Background:
- Existing bleeding risk assessment tools for atrial fibrillation (AF) patients are suboptimal, particularly for those on direct-acting oral anticoagulants (DOACs).
- These tools were primarily developed for warfarin users, limiting their applicability to modern anticoagulant therapies.
- There is a need for a validated risk score to personalize bleeding risk estimation in AF patients using DOACs.
Purpose of the Study:
- To develop and validate a novel clinical risk score, the DOAC Score, for predicting major bleeding in atrial fibrillation patients treated with DOACs.
- To compare the performance of the DOAC Score against the established HAS-BLED score.
Main Methods:
- The DOAC Score was developed using data from the RE-LY trial, analyzing individuals taking dabigatran.
- The model was further refined and validated in the GARFIELD-AF registry, including patients on dabigatran, edoxaban, rivaroxaban, and apixaban.
- External validation was performed using the COMBINE-AF and RAMQ administrative databases to assess generalizability across different DOACs and populations.
Main Results:
- The DOAC Score demonstrated good predictive performance (C-statistic of 0.73 in RE-LY after internal validation).
- The DOAC Score significantly outperformed the HAS-BLED score in all evaluated cohorts (RE-LY, GARFIELD-AF, COMBINE-AF, RAMQ).
- Each additional point on the DOAC Score was associated with a substantial increase in major bleeding risk (48.7% in RE-LY).
Conclusions:
- The DOAC Score is a validated tool that effectively stratifies bleeding risk in atrial fibrillation patients eligible for DOAC therapy.
- This score offers improved risk prediction compared to HAS-BLED, facilitating more personalized anticoagulant treatment strategies.
- The DOAC Score aids clinicians in making informed decisions regarding anticoagulant therapy in AF patients.
Background:
Current clinical decision tools for assessing bleeding risk in individuals with atrial fibrillation (AF) have limited performance and were developed for individuals treated with warfarin. This study develops and validates a clinical risk score to personalize estimates of bleeding risk for individuals with atrial fibrillation taking direct-acting oral anticoagulants (DOACs).
Methods:
Among individuals taking dabigatran 150 mg twice per day from 44 countries and 951 centers in this secondary analysis of the RE-LY trial (Randomized Evaluation of Long-Term Anticoagulation Therapy), a risk score was developed to determine the comparative risk for bleeding on the basis of covariates derived in a Cox proportional hazards model. The risk prediction model was internally validated with bootstrapping. The model was then further developed in the GARFIELD-AF registry (Global Anticoagulant Registry in the Field-Atrial Fibrillation), with individuals taking dabigatran, edoxaban, rivaroxaban, and apixaban. To determine generalizability in external cohorts and among individuals on different DOACs, the risk prediction model was validated in the COMBINE-AF (A Collaboration Between Multiple Institutions to Better Investigate Non-Vitamin K Antagonist Oral Anticoagulant Use in Atrial Fibrillation) pooled clinical trial cohort and the Quebec Régie de l'Assurance Maladie du Québec and Med-Echo Administrative Databases (RAMQ) administrative database. The primary outcome was major bleeding. The risk score, termed the DOAC Score, was compared with the HAS-BLED score.
Results:
Of the 5684 patients in RE-LY, 386 (6.8%) experienced a major bleeding event, within a median follow-up of 1.74 years. The prediction model had an optimism-corrected C statistic of 0.73 after internal validation with bootstrapping and was well-calibrated based on visual inspection of calibration plots (goodness-of-fit P=0.57). The DOAC Score assigned points for age, creatinine clearance/glomerular filtration rate, underweight status, stroke/transient ischemic attack/embolism history, diabetes, hypertension, antiplatelet use, nonsteroidal anti-inflammatory use, liver disease, and bleeding history, with each additional point scored associated with a 48.7% (95% CI, 38.9%-59.3%; P<0.001) increase in major bleeding in RE-LY. The score had superior performance to the HAS-BLED score in RE-LY (C statistic, 0.73 versus 0.60; P for difference <0.001) and among 12 296 individuals in GARFIELD-AF (C statistic, 0.71 versus 0.66; P for difference = 0.025). The DOAC Score had stronger predictive performance than the HAS-BLED score in both validation cohorts, including 25 586 individuals in COMBINE-AF (C statistic, 0.67 versus 0.63; P for difference <0.001) and 11 945 individuals in RAMQ (C statistic, 0.65 versus 0.58; P for difference <0.001).
Conclusions:
In individuals with atrial fibrillation potentially eligible for DOAC therapy, the DOAC Score can help stratify patients on the basis of expected bleeding risk.
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