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Published on: February 26, 2013
Changes in stroke risk by freedom-from-stroke time in simulated populations with atrial fibrillation:
Tomoki Nakamizo1, Masahiro Yamamoto1, Ken Johkura1
1Department of Neurology, Yokohama Brain and Spine Center, Yokohama, Kanagawa, Japan.
Insights
The freedom-from-event effect (FEE) suggests stroke risk decreases with time stroke-free in atrial fibrillation (AF) patients. This study modeled FEE, finding prospective time offsets aging risk and retrospective time lowers calculated risk.
Area of Science:
- Cardiology
- Medical Statistics
- Computational Biology
Background:
- Atrial fibrillation (AF) stroke risk is assessed using CHA2DS2-VASc scores, which include prior stroke as a key factor.
- The inferential risk of prior stroke implies a "freedom-from-event effect" (FEE), where longer stroke-free periods reduce risk, a concept largely ignored in AF prognostication.
Purpose of the Study:
- To evaluate the "freedom-from-event effect" (FEE) on stroke risk in atrial fibrillation (AF) patients using a simulation study.
- To investigate how prospective and retrospective freedom-from-stroke time (FST) influence dynamic stroke risk assessment in AF.
Main Methods:
- A simulation study modeled AF patient populations using a nonhomogeneous Poisson process to simulate stroke development.
- Model parameters were calibrated to align with the CHA2DS2-VASc scoring scheme and real-world risk factor data.
- Stroke risk was analyzed over 0 to 15 years of prospective FST (pFST) and retrospective FST (rFST).
Main Results:
- Prospective FST (pFST) partially counterbalanced age-related increases in stroke risk; for CHA2DS2-VASc score 1, pFST offset 62% of age-related risk.
- Retrospective FST (rFST) demonstrably reduced calculated stroke risk; an rFST of 6.8 years lowered risk for CHA2DS2-VASc score 2 patients (without prior stroke) to a level between scores 1 and 2.
Conclusions:
- The freedom-from-event effect (FEE) should be incorporated into dynamic stroke risk evaluations for atrial fibrillation (AF) patients.
- The FEE concept may hold significance for other recurrent diseases where prior events influence future risk.
Abstract:
The risk of atrial fibrillation (AF)-related stroke is usually assessed by calculating the CHA2DS2-VASc score, the components of which are various risk factors, including prior stroke. Although prior stroke is considered the strongest risk factor, the associated risk is actually inferred. Nevertheless, it implies a "freedom-from-event effect" (FEE)-the longer a patient is stroke-free, the lower the stroke risk. Although dynamic prognostication has been applied to cancer, the FEE has been ignored in AF, probably because of methodological difficulties. We conducted a simulation study to evaluate the FEE in the risk of AF-related stroke. We modeled various populations of AF patients and simulated the development of stroke assuming a nonhomogeneous Poisson process, where the hazard depends on age, comorbidities, and individual variability. Parameters were set so that the model respects the CHA2DS2-VASc scoring scheme and reproduces the 1-year CHA2DS2-VASc score-wise stroke risk and relative risk conferred by real-world risk factors. We tracked stroke risk over 0 to 15 years of freedom-from-stroke time (FST), both prospective FST (pFST), which begins at the time of diagnosis and continues to the future, and retrospective FST (rFST), which begins at the present and looks backward to the time of diagnosis. The pFST counterbalanced the increase in stroke risk conferred by aging; in patients with a CHA2DS2-VASc score of 1, the pFST offset 62% of the age-conferred risk increase. The rFST reduced the stroke risk; in patients with a CHA2DS2-VASc score of 2 and without prior stroke, an rFST of 6.8 years reduced the stroke risk to the midpoint between CHA2DS2-VASc scores 1 and 2. The study results suggest that the FEE should be considered in evaluating stroke risk in patients with AF. The FEE may be important in other recurrent diseases for which a prior event is a risk factor for a future event.
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