DOI 10.1053/j.ajkd.2026.03.038
Utility of Risk Scores for Predicting Stroke and Intracranial Bleeding Across Levels of Kidney Function in Two Large Community-Based Cohorts of Older Adults With Atrial Fibrillation.
Аннотация
RATIONALE &
OBJECTIVE
The performance of clinical risk prediction scores for ischemic stroke and bleeding are not well established in those with chronic kidney disease (CKD) and atrial fibrillation (AF). We evaluated the performance of 3 risk scores for ischemic stroke and intracranial bleeding in patients across a broad range of kidney function.
STUDY
DESIGN
Retrospective study.
SETTING &
PARTICIPANTS
Two community-based cohorts of adults with incident AF (Kaiser Permanente and Ontario, Canada).
EXPOSURE: Baseline estimated glomerular filtration rate (eGFR) was calculated using outpatient serum creatinine measures, excluding those with a kidney transplant or receiving dialysis.
OUTCOME: Three risk scores for ischemic stroke (ATRIA, CHA2DS2-VASc, and R2CHADS2) and 1 for major bleeding (HAS-BLED) were calculated across eGFR categories (≥60, 45-59, 30-44, and <30 mL/min/1.73 m2). Outcomes included ischemic stroke and intracranial hemorrhage.
ANALYTICAL APPROACH: C-statistics were calculated and calibration plots generated within eGFR strata.
RESULTS
There were 101,360 adults with incident AF in the Kaiser Permanente cohort and 33,200 adults with incident AF in the Ontario cohort. The mean risk scores for stroke and bleeding were higher with lower eGFR across all 4 measures. The c-statistics for the stroke prediction scores were lower in those with an eGFR < 60 mL/min/1.73 m2 compared with eGFR ≥ 60 mL/min/1.73 m2 in both cohorts. The lowest discrimination for ischemic stroke was seen with the R2CHADS2 risk score (ranging from 0.53-0.61) with a C statistic of 0.57 for the eGFR < 30 mL/min/1.73 m2 category in both cohorts. The C statistic for ATRIA (range, 0.59-0.64) and CHA2DS2-VASc (range, 0.55-0.61) were also modest across lower eGFR categories compared with eGFR > 60 mL/min/1.73 m2. The discrimination for the HAS-BLED bleeding risk score for intracranial bleeding was also low in those with lower eGFR categories (ranging from 0.51 to 0.56). Calibration varied by risk score and eGFR level.
LIMITATIONS: Observational study.
CONCLUSIONS
Performance of clinically used stroke and bleeding risk prediction scores was modest among those with CKD, particularly at advanced CKD. More accurate risk scores are needed to improve decision making.
PLAIN-LANGUAGE SUMMARY: This retrospective analysis evaluated the predictive accuracy of standard clinical risk scores for ischemic stroke (ATRIA, CHA2DS2-VASc, and R2CHADS2) and intracranial hemorrhage (HAS-BLED) in patients with atrial fibrillation (AF) and varying degrees of kidney function. Using data from 2 large cohorts, Kaiser Permanente and an Ontario-based registry, the study focused on how baseline estimated glomerular filtration rate (eGFR) influenced the discrimination and calibration of these models. The study revealed a significant inverse relationship between kidney function and model reliability. While mean risk scores were higher in patients with lower eGFR, the C statistic and calibration decreased significantly in more advanced stages of kidney disease. The results suggest that the pathophysiological complexities of advanced kidney disease limit the utility of tools to predict stroke and bleeding designed for the general population with AF. Development of kidney-specific risk models is needed to better inform anticoagulation strategies and clinical decision making.
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