Candidate models did not consistently outperform CHA2DS2-VASc in this external validation; CHA2DS2-VASc remains practical, while other models may require population-specific validation and recalibration.
Abstract
Background
Accurate prediction of ischemic stroke or systemic embolism is central to atrial fibrillation (AF) management, yet the transportability of available risk scores to Chinese populations remains uncertain.
Objective
Externally validate and compare published stroke risk scores in Chinese patients with non-valvular AF.
Methods
We systematically retrieved and externally validated 17 published models in a retrospective cohort of 1,283 adults hospitalized with non-valvular AF at a Chinese tertiary-care center. Discrimination was evaluated using the 4-year Uno C-index and time-dependent areas under the curve (AUC). Models providing absolute risks also underwent calibration, Brier score, and reclassification analyses. Sensitivity analyses accounted for death as a competing event and separately evaluated patients not receiving OAC at baseline.
Results
During 4 years of follow-up, 103 primary outcomes occurred, corresponding to 2.85 events per 100 person-years. Across models, 4-year Uno C-indices ranged from 0.572 to 0.767, compared with 0.690 for CHA2DS2-VASc. GARFIELD-AF 2017, GARFIELD-AF 2021, and ATRIA had higher Uno C-indices than CHA2DS2-VASc. However, no model had significantly higher time-dependent AUC at any time point. For 1-year calibration, CHA2DS2-VASc had predicted and observed risks of 3.39% and 3.54%, respectively, with an observed-to-expected ratio of 1.04, whereas several other models underestimated risk. Brier scores and reclassification measures showed no consistent advantage Competing-risk analyses lowered cumulative incidence without changing comparative patterns. Among patients not receiving OAC at baseline, no model outperformed CHA2DS2-VASc.
Conclusion
Candidate models did not consistently outperform CHA2DS2-VASc in this external validation; CHA2DS2-VASc remains practical, while other models may require population-specific validation and recalibration.
External validation of the GLORIA-AF Stroke Weighted Risk Score supports its transportability and potential adjunctive role in guideline-directed thromboembolic risk assessment and generally greater net benefit than CHA2DS2-VA.
The GLORIA-AF Bleeding Score showed modestly higher discrimination than HAS-BLED for 1-year major bleeding prediction while retaining clinical interpretability and usability and external validation in independent European and Asia-Pacific registries further supports its transportability beyond the derivation population...
Yi-Fan Xie, Wenhui Li, Yanda Meng et al.· European Journal of Preventi...· 0 citations
SENTRY, an early prediction model using routine admission variables and ultra-early chest computed tomography findings from eight stroke centers, showed higher discrimination than established scores, and decision curve analysis showed greater net benefit across clinically relevant thresholds.
BACKGROUND
New-onset atrial fibrillation (NOAF) is a frequent complication after transcatheter aortic valve implantation (TAVI) and is associated with adverse outcomes, yet simple pre-procedural tools to identify at-risk patients are limited. The HATCH score predicts incident atrial fibrillation in other settings but h...
Ç. Tunca, Reha Yasin Şengül, Ahsen Özge Akpınar et al.· Catheterization and cardiova...· 0 citations
A PAVA score ≤ 2 demonstrates a high negative predictive value for AF/AT on ILR after cryptogenic stroke, offering a practical tool to optimize patient prioritization for ILR implantation.
Stroke-associated pneumonia (SAP) is a common complication of acute stroke, highlighting the need for early risk identification. This study aimed to develop and internally validate a preliminary SAP nomogram using routinely available clinical and hematological parameters. This single-center retrospective study included...