Exploring risk patterns for incident ischemic stroke during more than a decade of follow-up: A survival tree analysis. (August 2017)
- Record Type:
- Journal Article
- Title:
- Exploring risk patterns for incident ischemic stroke during more than a decade of follow-up: A survival tree analysis. (August 2017)
- Main Title:
- Exploring risk patterns for incident ischemic stroke during more than a decade of follow-up: A survival tree analysis
- Authors:
- Parizadeh, Donna
Ramezankhani, Azra
Momenan, Amir Abbas
Azizi, Fereidoun
Hadaegh, Farzad - Abstract:
- Highlights: Using survival tree analysis, risk patterns for ischemic stroke could be identified, based on the interactions between independent risk factors. Age, diastolic blood pressure, waist circumference and GFR interacted with each other in predicting the risk of ischemic stroke. The association of diastolic blood pressure with ischemic stroke increased in the presence of abdominal obesity or chronic kidney disease. Higher wrist circumference was associated with lower risk of ischemic stroke. Abstract: Background and purpose: The burden of stroke is increasing in low to middle income countries. Identifying risk patterns for ischemic stroke (IS) can help develop individualized preventive measures for at risk populations. Methods: The study population included 3088 Iranian subjects (1426 men) aged ≥50 years, free of cardiovascular diseases at baseline. The risk factors for ischemic stroke were identified by multivariate Cox analysis. A survival tree model was used to explore interactions between risk factors. Results: During 12 years of follow-up, 106 cases of IS occurred. Age (hazard ratio (HR): 1.08), male gender (HR: 1.69), diastolic blood pressure (DBP) (HR: 1.04), fasting plasma glucose (HR: 1.10), waist circumference (WC) (HR: 1.03) and smoking (HR: 1.96), were associated with increased risk and estimated glomerular filtration rate (eGFR) (HR: 0.97) and wrist circumference (HR: 0.68) decreased the risk of IS (all P -values <0.05). The survival tree identified sixHighlights: Using survival tree analysis, risk patterns for ischemic stroke could be identified, based on the interactions between independent risk factors. Age, diastolic blood pressure, waist circumference and GFR interacted with each other in predicting the risk of ischemic stroke. The association of diastolic blood pressure with ischemic stroke increased in the presence of abdominal obesity or chronic kidney disease. Higher wrist circumference was associated with lower risk of ischemic stroke. Abstract: Background and purpose: The burden of stroke is increasing in low to middle income countries. Identifying risk patterns for ischemic stroke (IS) can help develop individualized preventive measures for at risk populations. Methods: The study population included 3088 Iranian subjects (1426 men) aged ≥50 years, free of cardiovascular diseases at baseline. The risk factors for ischemic stroke were identified by multivariate Cox analysis. A survival tree model was used to explore interactions between risk factors. Results: During 12 years of follow-up, 106 cases of IS occurred. Age (hazard ratio (HR): 1.08), male gender (HR: 1.69), diastolic blood pressure (DBP) (HR: 1.04), fasting plasma glucose (HR: 1.10), waist circumference (WC) (HR: 1.03) and smoking (HR: 1.96), were associated with increased risk and estimated glomerular filtration rate (eGFR) (HR: 0.97) and wrist circumference (HR: 0.68) decreased the risk of IS (all P -values <0.05). The survival tree identified six risk patterns. The highest and lowest risks were related to subjects ≥60.5 years with DBP ≥100 mmHg and subjects <60.5 years with DBP<97 mmHg, respectively. In subjects ≥60.5 years with DBP <100 mmHg, risk of ischemic stroke was determined by WC ≥96.5 cm or (eGFR) <60.87 ml/min/1.73 m 2 . Conclusion: By applying survival tree as a complementary method to the conventional Cox-analysis, for the first time, we identified risk patterns of ischemic stroke and explored the interactions between risk factors of the disease. DBP was the most important predictor of ischemic stroke in middle-aged and old subjects. In elderly subjects with DBP <100 mmHg, abdominal obesity was associated with high risk; however, among non-obese subjects, kidney dysfunction increased the risk of ischemic stroke. Wrist circumference was reported as a novel predictor. … (more)
- Is Part Of:
- Computer methods and programs in biomedicine. Volume 147(2017)
- Journal:
- Computer methods and programs in biomedicine
- Issue:
- Volume 147(2017)
- Issue Display:
- Volume 147, Issue 2017 (2017)
- Year:
- 2017
- Volume:
- 147
- Issue:
- 2017
- Issue Sort Value:
- 2017-0147-2017-0000
- Page Start:
- 29
- Page End:
- 36
- Publication Date:
- 2017-08
- Subjects:
- Ischemic stroke -- Risk assessment -- Decision tree -- Survival tree -- Wrist circumference -- Diastolic blood pressure
AIC Akaike Information Criteria -- CT scan Computed Tomography scan -- CVD Cardiovascular Disease -- DBP Diastolic Blood Pressure -- FPG Fasting Plasma Glucose -- eGFR Estimated Glomerular Filtration Rate -- HDL-C High Density Lipoprotein Cholesterol -- HR Hazard Ratio -- IS Ischemic Stroke -- KM Kaplan-Meier -- MRI Magnetic Resonance Imaging -- TIA Transient Ischemic Attack -- TLGS Tehran Lipid and Glucose Study -- TC Total Cholesterol -- TG Triglyceride -- WC Waist Circumference
Medicine -- Computer programs -- Periodicals
Biology -- Computer programs -- Periodicals
Computers -- Periodicals
Medicine -- Periodicals
Médecine -- Logiciels -- Périodiques
Biologie -- Logiciels -- Périodiques
Biology -- Computer programs
Medicine -- Computer programs
Periodicals
Electronic journals
610.28 - Journal URLs:
- http://www.sciencedirect.com/science/journal/01692607 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.cmpb.2017.06.006 ↗
- Languages:
- English
- ISSNs:
- 0169-2607
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3394.095000
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