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February 28, 2026Cureus1 citationsOpen Access

Predictors of Stroke in Patients With Atrial Fibrillation: A Retrospective Study

DSDalvir SoorKMKanza MajeedZBZahida Batool Bukhari

Key Result

Inadequate anticoagulation increased odds of ischemic stroke over threefold (aOR 3.15; 95% CI 1.72-5.77; p < 0.001) in patients with non-valvular atrial fibrillation in Pakistan.

Key Points

  • This study aims to identify independent predictors of ischemic stroke in patients with atrial fibrillation (AF).
  • Conducted as a retrospective study at Sir Ganga Ram Hospital, including 225 patients with non-valvular AF.
  • Reviewed medical records to collect demographic, clinical, and echocardiographic data.
  • Conducted multivariable logistic regression to identify predictors of stroke.
  • Stroke occurred in 78 patients (34.7%).
  • Older age (≥65 years) and hypertension were significant predictors of stroke risk.
  • Left atrial enlargement and thrombus/SEC presence significantly increased stroke risk.
  • Inadequate anticoagulation raised the stroke risk threefold.
  • Smoking was also identified as an independent predictor of stroke.

Study Design

Type

Retrospective cohort study (n=225)

Multicenter

No

Structured PICO

P
Population
225 adults (aged ≥18 years) with a confirmed diagnosis of non-valvular atrial fibrillation, mean age 64.7, 59.6% male, based in Pakistan. Excluded: valvular AF (moderate-to-severe mitral stenosis or mechanical prosthetic heart valves), history of intracranial hemorrhage, transient arrhythmias other than AF, or incomplete records.
O
Outcome
Ischemic stroke, including both previously documented ischemic strokes and incident strokes occurring during the study period, confirmed by CT or MRIhard clinical

In patients with non-valvular atrial fibrillation, structural cardiac abnormalities (left atrial enlargement, LAA thrombus) and inadequate anticoagulation are strong, independent predictors of ischemic stroke, highlighting the need for optimized anticoagulation and echocardiographic risk stratification.

Main Result

Effect estimate: aOR 3.15 (95% CI 1.72-5.77)

p-value: p=<0.001

Limitations

  • Retrospective design limiting causal inference
  • Single-center setting limiting generalizability
  • Potential bias from missing data handled by listwise deletion
  • Assessment of anticoagulation adherence based on chart review and patient reporting, potentially underestimating nonadherence
  • Only a subset underwent transesophageal echocardiography limiting generalizability of LAA thrombus findings
  • Stroke temporality relative to lab values not always available, raising risk of reverse causality
  • Retrospective design limits causal inference and may introduce residual confounding
  • Missing data handled by listwise deletion, which could bias estimates
  • Stroke temporality relative to lab measurements was not always available, raising potential reverse causality
  • Anticoagulation compliance was assessed through chart review and patient reporting, potentially underestimating nonadherence
  • Single-center data may limit generalizability to broader populations

Abstract

Background Stroke remains one of the most serious complications of atrial fibrillation (AF) and is associated with substantial long-term disability and mortality worldwide. Objective The objective of this study is to determine the frequency and independent predictors of ischemic stroke among patients with AF and assess the associations of demographic, clinical, and echocardiographic factors with stroke occurrence. Methods This retrospective study was conducted at Sir Ganga Ram Hospital, Lahore, Pakistan, from October 2022 to October 2025 and included 225 patients with non-valvular AF. Medical records were reviewed to collect demographic characteristics, comorbidities, laboratory and echocardiographic findings, and anticoagulation status. Stroke events included both prior history and incident events confirmed by CT or MRI during the study period. “Inadequate anticoagulation” was defined as subtherapeutic INR (<2.0) for warfarin users or documented missed/discontinued doses for direct oral anticoagulant users. Multivariable logistic regression was performed to identify independent predictors of stroke, reporting adjusted odds ratios (aORs), 95% confidence intervals (CIs), and p-values. Results Stroke occurred in 78 patients (34.7%). Multivariable analysis identified several independent predictors of stroke. Patients aged 65 years or older had more than twice the odds of stroke (aOR 2.41; 95% CI 1.32-4.39; p = 0.004). Hypertension was also associated with increased risk (aOR 1.98; 95% CI 1.05-3.72; p = 0.03). Echocardiographic findings such as left atrial enlargement (aOR 2.89; 95% CI 1.56-5.36; p = 0.001) and the presence of left atrial appendage (LAA) thrombus or spontaneous echo contrast (SEC) (aOR 3.72; 95% CI 1.72-8.03; p < 0.001) significantly predicted stroke. Inadequate anticoagulation conferred a threefold higher risk (aOR 3.15; 95% CI 1.72-5.77; p < 0.001), and smoking was also an independent predictor (aOR 1.84; 95% CI 1.05-3.23; p = 0.03). Other variables, including diabetes mellitus, dyslipidemia, and reduced left ventricular ejection fraction, were not independently associated with stroke after adjustment. Conclusion In this cohort, stroke in AF patients was strongly associated with older age, uncontrolled hypertension, left atrial enlargement, LAA thrombus/SEC, inadequate anticoagulation, and smoking. Early identification of high-risk individuals and optimization of anticoagulation therapy are critical for reducing thromboembolic events. Prospective studies are warranted to validate these findings and guide risk stratification in broader populations.

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Cite This Study

Soor et al. (2026) conducted a retrospective cohort study in Patients aged ≥18 years with non-valvular atrial fibrillation treated at a tertiary care hospital in Pakistan (n=225). Inadequate anticoagulation versus adequate anticoagulation vs. Adequate anticoagulation was evaluated on Ischemic stroke confirmed by CT or MRI (aOR 3.15, 95% CI 1.72-5.77, p=<0.001). Inadequate anticoagulation increased odds of ischemic stroke over threefold (aOR 3.15; 95% CI 1.72-5.77; p < 0.001) in patients with non-valvular atrial fibrillation in Pakistan.

synapsesocial.com/papers/69a286240a974eb0d3c00df5https://doi.org/10.7759/cureus.104243
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