119 results on '"Alwell, K."'
Search Results
2. The Adverse Effect of Spasticity on 3-Month Poststroke Outcome Using a Population-Based Model
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Belagaje, S. R., primary, Lindsell, C., additional, Moomaw, C. J., additional, Alwell, K., additional, Flaherty, M. L., additional, Woo, D., additional, Dunning, K., additional, Khatri, P., additional, Adeoye, O., additional, Kleindorfer, D., additional, Broderick, J., additional, and Kissela, B., additional
- Published
- 2014
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3. Population-based study of wake-up strokes.
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Mackey J, Kleindorfer D, Sucharew H, Moomaw CJ, Kissela BM, Alwell K, Flaherty ML, Woo D, Khatri P, Adeoye O, Ferioli S, Khoury JC, Hornung R, Broderick JP, Mackey, J, Kleindorfer, D, Sucharew, H, Moomaw, C J, Kissela, B M, and Alwell, K
- Published
- 2011
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4. Age at stroke: Temporal trends in stroke incidence in a large, biracial population
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Kissela, B. M., primary, Khoury, J. C., additional, Alwell, K., additional, Moomaw, C. J., additional, Woo, D., additional, Adeoye, O., additional, Flaherty, M. L., additional, Khatri, P., additional, Ferioli, S., additional, De Los Rios La Rosa, F., additional, Broderick, J. P., additional, and Kleindorfer, D. O., additional
- Published
- 2012
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5. Persistent Depression after Acute Stroke Predicts Dementia (P07.048)
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Kelley, B., primary, Sucharew, H., additional, Alwell, K., additional, Moomaw, C., additional, Rademacher, E., additional, Embi, P., additional, Khoury, J., additional, Lindsell, C., additional, Woo, D., additional, Flaherty, M., additional, Khatri, P., additional, Adeoye, O., additional, Ferioli, S., additional, Kleindorfer, D., additional, and Kissela, B., additional
- Published
- 2012
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6. Cognitive Outcome after Acute Stroke Does Not Correlate with Functional Outcome on Modified Rankin Scale (S53.004)
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Kelley, B., primary, Sucharew, H., additional, Alwell, K., additional, Moomaw, C., additional, Rademacher, E., additional, Embi, P., additional, Khoury, J., additional, Lindsell, C., additional, Woo, D., additional, Flaherty, M., additional, Khatri, P., additional, Adeoye, O., additional, Ferioli, S., additional, Kleindorfer, D., additional, and Kissela, B., additional
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- 2012
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7. A Pilot Population-Based Outcomes Study Using a Health Information Exchange (HIE): Demographic Comparison of Groups (P07.047)
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Kissela, B., primary, Alwell, K., additional, Khoury, J., additional, Moomaw, C., additional, Embi, P., additional, Rademacher, E., additional, Lindsell, C., additional, Woo, D., additional, Flaherty, M., additional, Khatri, P., additional, Adeoye, O., additional, Ferioli, S., additional, and Kleindorfer, D., additional
- Published
- 2012
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8. 391: Emergency Department Stroke Care is Similar by Race and Type of Hospital Within a Regional Population
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Pierre, R.B., primary, Lindsell, C., additional, Kissela, B., additional, Alwell, K., additional, Broderick, J., additional, Woo, D., additional, Flaherty, M., additional, and Kleindorfer, D., additional
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- 2008
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9. Emergency Medical Services Utilization By Stroke Patients: A Population-based Study
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Adeoye, O., primary, Kleindorfer, D., additional, Lindsell, C., additional, Alwell, K., additional, Flaherty, M., additional, Woo, D., additional, Moomaw, C., additional, and Kissela, B., additional
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- 2007
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10. Stroke Severity at Presentation to the Emergency Department Varies by Time of Day: Results of a Population-based Study
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Stettler, B., primary, Lindsell, C., additional, Alwell, K., additional, Kleindorfer, D., additional, Flaherty, M., additional, Woo, D., additional, Moomaw, C., additional, Broderick, J., additional, and Kissela, B., additional
- Published
- 2007
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11. Frequency of Abnormal Lab Values in Patients Presenting to the Emergency Department with Acute Ischemic Stroke
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Stettler, B., primary, Lindsell, C., additional, Alwell, K., additional, Kleindorfer, D., additional, Flaherty, M., additional, Woo, D., additional, Moomaw, C., additional, Broderick, J., additional, and Kissela, B., additional
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- 2007
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12. The increasing incidence of anticoagulant-associated intracerebral hemorrhage
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Flaherty, M. L., primary, Kissela, B., additional, Woo, D., additional, Kleindorfer, D., additional, Alwell, K., additional, Sekar, P., additional, Moomaw, C. J., additional, Haverbusch, M., additional, and Broderick, J. P., additional
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- 2007
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13. Trends in substance abuse preceding stroke among young adults: a population-based study.
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de Los Ríos F, Kleindorfer DO, Khoury J, Broderick JP, Moomaw CJ, Adeoye O, Flaherty ML, Khatri P, Woo D, Alwell K, Eilerman J, Ferioli S, Kissela BM, de los Ríos, Felipe, Kleindorfer, Dawn O, Khoury, Jane, Broderick, Joseph P, Moomaw, Charles J, Adeoye, Opeolu, and Flaherty, Matthew L
- Published
- 2012
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14. Stroke incidence is decreasing in whites but not in blacks: a population-based estimate of temporal trends in stroke incidence from the Greater Cincinnati/Northern Kentucky Stroke Study.
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Kleindorfer DO, Khoury J, Moomaw CJ, Alwell K, Woo D, Flaherty ML, Khatri P, Adeoye O, Ferioli S, Broderick JP, Kissela BM, Kleindorfer, Dawn O, Khoury, Jane, Moomaw, Charles J, Alwell, Kathleen, Woo, Daniel, Flaherty, Matthew L, Khatri, Pooja, Adeoye, Opeolu, and Ferioli, Simona
- Published
- 2010
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15. Temporal trends in public awareness of stroke: warning signs, risk factors, and treatment.
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Kleindorfer D, Khoury J, Broderick JP, Rademacher E, Woo D, Flaherty ML, Alwell K, Moomaw CJ, Schneider A, Pancioli A, Miller R, Kissela BM, Kleindorfer, Dawn, Khoury, Jane, Broderick, Joseph P, Rademacher, Eric, Woo, Daniel, Flaherty, Matthew L, Alwell, Kathleen, and Moomaw, Charles J
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- 2009
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16. Clinical prediction of functional outcome after ischemic stroke: the surprising importance of periventricular white matter disease and race.
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Kissela B, Lindsell CJ, Kleindorfer D, Alwell K, Moomaw CJ, Woo D, Flaherty ML, Air E, Broderick J, Tsevat J, Kissela, Brett, Lindsell, Christopher J, Kleindorfer, Dawn, Alwell, Kathleen, Moomaw, Charles J, Woo, Daniel, Flaherty, Matthew L, Air, Ellen, Broderick, Joseph, and Tsevat, Joel
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- 2009
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17. The unchanging incidence and case-fatality of stroke in the 1990s: a population-based study.
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Kleindorfer D, Broderick J, Khoury J, Flaherty M, Woo D, Alwell K, Moomaw CJ, Schneider A, Miller R, Shukla R, Kissela B, Kleindorfer, Dawn, Broderick, Joseph, Khoury, Jane, Flaherty, Matthew, Woo, Daniel, Alwell, Kathleen, Moomaw, Charles J, Schneider, Alexander, and Miller, Rosie
- Published
- 2006
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18. Community socioeconomic status and prehospital times in acute stroke and transient ischemic attack: do poorer patients have longer delays from 911 call to the emergency department?
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Kleindorfer DO, Lindsell CJ, Broderick JP, Flaherty ML, Woo D, Ewing I, Schmit P, Moomaw C, Alwell K, Pancioli A, Jauch E, Khoury J, Miller R, Schneider A, Kissela BM, Kleindorfer, Dawn O, Lindsell, Christopher J, Broderick, Joseph P, Flaherty, Matthew L, and Woo, Daniel
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- 2006
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19. Association of Phosphodiesterase 4D with ischemic stroke: a population-based case-control study.
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Woo D, Kaushal R, Kissela B, Sekar P, Wolujewicz M, Pal P, Alwell K, Haverbusch M, Ewing I, Miller R, Kleindorfer D, Flaherty M, Chakraborty R, Deka R, Broderick J, Woo, Daniel, Kaushal, Ritesh, Kissela, Brett, Sekar, Padmini, and Wolujewicz, Michael
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- 2006
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20. Epidemiology of ischemic stroke in patients with diabetes: the greater Cincinnati/Northern Kentucky Stroke Study.
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Kissela BM, Khoury J, Kleindorfer D, Woo D, Schneider A, Alwell K, Miller R, Ewing I, Moomaw CJ, Szaflarski JP, Gebel J, Shukla R, Broderick JP, Kissela, Brett M, Khoury, Jane, Kleindorfer, Dawn, Woo, Daniel, Schneider, Alexander, Alwell, Kathleen, and Miller, Rosemary
- Abstract
Objective: Diabetes is a well known risk factor for stroke, but the impact of diabetes on stroke incidence rates is not known. This study uses a population-based study to describe the epidemiology of ischemic stroke in diabetic patients.Research Design and Methods: Hospitalized cases were ascertained by ICD-9 discharge codes, prospective screening of emergency department admission logs, and review of coroner's cases. A sampling scheme was used to ascertain cases in the out-of-hospital setting. All potential cases underwent detailed chart abstraction by study nurses followed by physician review. Diabetes-specific incidence rates, case fatality rates, and population-attributable risks were estimated.Results: Ischemic stroke patients with diabetes are younger, more likely to be African American, and more likely to have hypertension, myocardial infarction, and high cholesterol than nondiabetic patients. Age-specific incidence rates and rate ratios show that diabetes increases ischemic stroke incidence at all ages, but this risk is most prominent before age 55 in African Americans and before age 65 in whites. One-year case fatality rates after ischemic stroke are not different between those patients with and without diabetes.Conclusions: Given the "epidemic" of diabetes, with substantially increasing diabetes prevalence each year across all age- and race/ethnicity groups, the significance of diabetes as a risk factor for stroke is becoming more evident. Diabetes is clearly one of the most important risk factors for ischemic stroke, especially in those patients less than 65 years of age. We estimate that 37-42% of all ischemic strokes in both African Americans and whites are attributable to the effects of diabetes alone or in combination with hypertension. [ABSTRACT FROM AUTHOR]- Published
- 2005
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21. Stroke in a biracial population: the excess burden of stroke among blacks.
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Kissela B, Schneider A, Kleindorfer D, Khoury J, Miller R, Alwell K, Woo D, Szaflarski J, Gebel J, Moomaw C, Pancioli A, Jauch E, Shukla R, Broderick J, Kissela, Brett, Schneider, Alexander, Kleindorfer, Dawn, Khoury, Jane, Miller, Rosemary, and Alwell, Kathleen
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- 2004
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22. Greater Cincinnati/Northern Kentucky Stroke Study: volume of first-ever ischemic stroke among blacks in a population-based study.
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Kissela, B, Broderick, J, Woo, D, Kothari, R, Miller, R, Khoury, J, Brott, T, Pancioli, A, Jauch, E, Gebel, J, Shukla, R, Alwell, K, and Tomsick, T
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- 2001
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23. Racial Disparities in Blood Pressure at Time of Acute Ischemic Stroke Presentation: A Population Study.
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Aziz YN, Sucharew H, Stanton RJ, Alwell K, Ferioli S, Khatri P, Adeoye O, Flaherty ML, Mackey J, De Los Rios La Rosa F, Martini SR, Mistry EA, Coleman E, Jasne AS, Slavin SJ, Walsh K, Star M, Ridha M, Ades LMC, Haverbusch M, Demel SL, Woo D, Kissela BM, and Kleindorfer DO
- Subjects
- Aged, Aged, 80 and over, Female, Humans, Male, Middle Aged, Health Status Disparities, Kentucky epidemiology, Ohio epidemiology, Prevalence, Risk Factors, Time Factors, White, Black or African American statistics & numerical data, Blood Pressure physiology, Hypertension ethnology, Hypertension physiopathology, Hypertension epidemiology, Hypertension diagnosis, Ischemic Stroke ethnology, Ischemic Stroke epidemiology, Ischemic Stroke diagnosis, Ischemic Stroke physiopathology, White People statistics & numerical data
- Abstract
Background: Hypertension is a stroke risk factor with known disparities in prevalence and management between Black and White patients. We sought to identify if racial differences in presenting blood pressure (BP) during acute ischemic stroke exist., Methods and Results: Adults with acute ischemic stroke presenting to an emergency department within 24 hours of last known normal during study epochs 2005, 2010, and 2015 within the Greater Cincinnati/Northern Kentucky Stroke Study were included. Demographics, histories, arrival BP, National Institutes of Health Stroke Scale score, and time from last known normal were collected. Multivariable linear regression was used to determine differences in mean BP between Black and White patients, adjusting for age, sex, National Institutes of Health Stroke Scale score, history of hypertension, hyperlipidemia, smoking, stroke, body mass index, and study epoch. Of 4048 patients, 853 Black and 3195 White patients were included. In adjusted analysis, Black patients had higher presenting systolic BP (161 mm Hg [95% CI, 159-164] versus 158 mm Hg [95% CI, 157-159], P <0.01), diastolic BP (86 mm Hg [95% CI, 85-88] versus 83 mm Hg [95% CI, 82-84], P <0.01), and mean arterial pressure (111 mm Hg [95% CI, 110-113] versus 108 mm Hg [95% CI, 107-109], P <0.01) compared with White patients. In adjusted subanalysis of patients <4.5 hours from last known normal, diastolic BP (88 mm Hg [95% CI, 86-90] versus 83 mm Hg [95% CI, 82-84], P <0.01) and mean arterial pressure (112 mm Hg [95% CI, 110-114] versus 108 mm Hg [95% CI, 107-109], P <0.01) were also higher in Black patients., Conclusions: This population-based study suggests differences in presenting BP between Black and White patients during acute ischemic stroke. Further study is needed to determine whether these differences influence clinical decision-making, outcome, or clinical trial eligibility.
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- 2024
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24. Health Factors Associated With Development and Severity of Poststroke Dysphagia: An Epidemiological Investigation.
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Krekeler BN, Schieve HJP, Khoury J, Ding L, Haverbusch M, Alwell K, Adeoye O, Ferioloi S, Mackey J, Woo D, Flaherty M, La Rosa FLR, Demel S, Star M, Coleman E, Walsh K, Slavin S, Jasne A, Mistry E, Kleindorfer D, and Kissela B
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- Adult, Humans, Cholesterol, Deglutition Disorders diagnosis, Deglutition Disorders epidemiology, Deglutition Disorders etiology, Hemorrhagic Stroke, Stroke complications, Stroke epidemiology, Leukoencephalopathies
- Abstract
Background: Dysphagia after stroke is common and can impact morbidity and death. The purpose of this population-based study was to determine specific epidemiological and health risk factors that impact development of dysphagia after acute stroke., Methods and Results: Ischemic and hemorrhagic stroke cases from 2010 and 2015 were identified via chart review from the GCNKSS (Greater Cincinnati Northern Kentucky Stroke Study), a representative sample of ≈1.3 million adults from southwestern Ohio and northern Kentucky. Dysphagia status was determined on the basis of clinical assessments and necessity for alternative access to nutrition via nasogastric or percutaneous endoscopic gastrostomy tube placement. Comparisons between patients with and without dysphagia were made to determine differences in baseline characteristics and premorbid conditions. Multivariable logistic regression determined factors associated with increased risk of dysphagia. Dysphagia status was ascertained from 4139 cases (1709 with dysphagia). Logistic regression showed that increased age, Black race, higher National Institutes of Health Stroke Scale score at admission, having a hemorrhagic stroke (versus infarct), and right hemispheric stroke increased the risk of developing dysphagia after stroke. Factors associated with reduced risk included history of high cholesterol, lower prestroke modified Rankin Scale score, and white matter disease., Conclusions: This study replicated previous findings of variables associated with dysphagia (older age, worse stroke, right-sided hemorrhagic lesions), whereas other variables identified were without clear biological rationale (eg, Black race, history of high cholesterol, and presence of white matter disease) and should be investigated in future studies to determine biological relevance and potential influence in stroke recovery.
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- 2024
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25. Health factors associated with development and severity of post-stroke dysphagia: an epidemiological investigation.
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Krekeler BN, Schieve HJP, Khoury J, Ding L, Haverbusch M, Alwell K, Adeoye O, Ferioloi S, Mackey J, Woo D, Flaherty M, De Los Rios La Rosa F, Demel S, Star M, Coleman E, Walsh K, Slavin S, Jasne A, Mistry E, Kleindorfer D, and Kissela B
- Abstract
Background and Purpose: Dysphagia is a common post-stroke occurrence and has been shown to impact patients' morbidity and mortality. The purpose of this study was to use a large population-based dataset to determine specific epidemiological and patient health risk factors that impact development and severity of dysphagia after acute stroke., Methods: Using data from the Greater Cincinnati Northern Kentucky Stroke Study, GCNKSS, involving a representative sample of approximately 1.3 million people from Southwest Ohio and Northern Kentucky of adults (age ≥18), ischemic and hemorrhagic stroke cases from 2010 and 2015 were identified via chart review. Dysphagia status was determined based on bedside and clinical assessments, and severity by necessity for alternative access to nutrition via nasogastric (NG) or percutaneous endoscopic gastrostomy (PEG) tube placement. Comparisons between patients with and without dysphagia were made to determine differences in baseline characteristics and pre-morbid conditions. Multivariable logistic regression was used to determine factors associated with increased risk of developing dysphagia., Results: Dysphagia status was ascertained from 4139 cases (1709 with dysphagia). Logistic regression showed: increased age, Black race, higher NIHSS score at admission, having a hemorrhagic stroke (vs infarct), and right hemispheric stroke increased risk of developing dysphagia after stroke. Factors associated with reduced risk included history of high cholesterol, lower pre-stroke mRS score, and white matter disease., Conclusions: This study replicated many previous findings of variables associated with dysphagia (older age, worse stroke, right sided hemorrhagic lesions), while other variables identified were without clear biological rationale (e.g. Black race, history of high cholesterol and presence of white matter disease). These factors should be investigated in future, prospective studies to determine biological relevance and potential influence in stroke recovery.
- Published
- 2023
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26. Changing Trends in Demographics, Risk Factors, and Clinical Features of Patients With Infective Endocarditis-Related Stroke, 2005-2015.
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Ridha M, Flaherty ML, Aziz Y, Ades L, Alwell K, Khoury JC, Woo D, Ferioli S, Adeoye O, Khatri P, De Los Rios La Rosa F, Mistry EA, Demel SL, Mackey J, Martini S, Coleman E, Jasne A, Slavin S, Walsh K, Star M, Haverbusch M, Madsen TE, Broderick JP, Kissela B, and Kleindorfer DO
- Subjects
- Humans, United States, Retrospective Studies, Risk Factors, Analgesics, Opioid therapeutic use, Demography, Stroke complications, Endocarditis complications, Endocarditis epidemiology, Endocarditis diagnosis, Hypertension complications
- Abstract
Background and Objectives: There is a rising incidence of infective endocarditis-related stroke (IERS) in the United States attributed to the opioid epidemic. A contemporary epidemiologic description is necessary to understand the impact of the opioid epidemic on clinical characteristics of IERS. We describe and analyze trends in the demographics, risk factors, and clinical features of IERS., Methods: This is a retrospective cohort study within a biracial population of 1.3 million in the Greater Cincinnati/Northern Kentucky region. All hospitalized patients with hemorrhagic or ischemic stroke were identified and physician verified from the 2005, 2010, and 2015 calendar years using ICD-9 and ICD-10 codes. IERS was defined as an acute stroke attributed to infective endocarditis meeting modified Duke Criteria for possible or definite endocarditis. Unadjusted comparison of demographics, risk factors, outcome, and clinical characteristics was performed between each study period for IERS and non-IERS. An adjusted model to compare trends used the Cochran-Armitage test for categorical variables and a general linear model or Kruskal-Wallis test for numerical variables. Examination for interaction of endocarditis status in trends was performed using a general linear or logistic model., Results: A total of 54 patients with IERS and 8,204 without IERS were identified during the study periods. Between 2005 and 2015, there was a decline in rates of hypertension (91.7% vs 36.0%; p = 0.0005) and increased intravenous drug users (8.3% vs 44.0%; p = 0.02) in the IERS cohort. The remainder of the stroke population demonstrated a significant rise in hypertension, diabetes, atrial fibrillation, and perioperative stroke. Infective endocarditis status significantly interacted with the trend in hypertension prevalence ( p = 0.001)., Discussion: From 2005 to 2015, IERS was increasingly associated with intravenous drug use and fewer risk factors, specifically hypertension. These trends likely reflect the demographics of the opioid epidemic, which has affected younger patients with fewer comorbidities., (Written work prepared by employees of the Federal Government as part of their official duties is, under the U.S. Copyright Act, a “work of the United States Government” for which copyright protection under Title 17 of the United States Code is not available. As such, copyright does not extend to the contributions of employees of the Federal Government.)
- Published
- 2023
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27. Trends in Disparities in Advanced Neuroimaging Utilization in Acute Stroke: A Population-Based Study.
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Vagal A, Sucharew H, Wang LL, Kissela B, Alwell K, Haverbusch M, Woo D, Ferioli S, Mackey J, De Los Rios La Rosa F, Mistry EA, Demel SL, Coleman E, Jasne AS, Walsh K, Khatri P, Slavin S, Star M, Stephens C, and Kleindorfer D
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- Humans, Middle Aged, Retrospective Studies, White, Black or African American, Ischemic Attack, Transient diagnostic imaging, Ischemic Attack, Transient epidemiology, Neuroimaging, Stroke diagnostic imaging, Stroke epidemiology, Healthcare Disparities
- Abstract
Background: Our primary objective was to evaluate if disparities in race, sex, age, and socioeconomic status (SES) exist in utilization of advanced neuroimaging in year 2015 in a population-based study. Our secondary objective was to identify the disparity trends and overall imaging utilization as compared with years 2005 and 2010., Methods: This was a retrospective, population-based study that utilized the GCNKSS (Greater Cincinnati/Northern Kentucky Stroke Study) data. Patients with stroke and transient ischemic attack were identified in the years 2005, 2010, and 2015 in a metropolitan population of 1.3 million. The proportion of imaging use within 2 days of stroke/transient ischemic attack onset or hospital admission date was computed. SES determined by the percentage below the poverty level within a given respondent's US census tract of residence was dichotomized. Multivariable logistic regression was used to determine the odds of advanced neuroimaging use (computed tomography angiogram/magnetic resonance imaging/magnetic resonance angiogram) for age, race, gender, and SES., Results: There was a total of 10 526 stroke/transient ischemic attack events in the combined study year periods of 2005, 2010, and 2015. The utilization of advanced imaging progressively increased (48% in 2005, 63% in 2010, and 75% in 2015 [ P <0.001]). In the combined study year multivariable model, advanced imaging was associated with age and SES. Younger patients (≤55 years) were more likely to have advanced imaging compared with older patients (adjusted odds ratio, 1.85 [95% CI, 1.62-2.12]; P <0.01), and low SES patients were less likely to have advanced imaging compared with high SES (adjusted odds ratio, 0.83 [95% CI, 0.75-0.93]; P <0.01). A significant interaction was found between age and race. Stratified by age, the adjusted odds of advanced imaging were higher for Black patients compared with White patients among older patients (>55 years; adjusted odds ratio, 1.34 [95% CI, 1.15-1.57]; P <0.01), but no racial differences among the young., Conclusions: Racial, age, and SES-related disparities exist in the utilization of advanced neuroimaging for patients with acute stroke. There was no evidence of a change in trend of these disparities between the study periods.
- Published
- 2023
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28. Racial Disparities in Stroke Recurrence: A Population-Based Study.
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Robinson DJ, Stanton R, Sucharew H, Alwell K, Haverbusch M, De Los Rios La Rosa F, Ferioli S, Coleman E, Jasne A, Mackey J, Star M, Mistry EA, Demel S, Slavin S, Walsh K, Woo D, Kissela B, and Kleindorfer DO
- Subjects
- Humans, United States, Black or African American, Black People, Risk Factors, White People, Stroke epidemiology
- Abstract
Background and Objective: There are significant racial disparities in stroke in the United States, with Black individuals having a higher risk of incident stroke even when adjusted for traditional stroke risk factors. It is unknown whether Black individuals are also at a higher risk of recurrent stroke., Methods: Over an 18-month period spanning 2014-2015, we ascertained index stroke cases within the Greater Cincinnati/Northern Kentucky population of 1.3 million. We then followed up all patients for 3 years and determined the risk of recurrence. Multivariable survival analysis was performed to determine the effect of Black race on recurrence., Results: There were 3,816 patients with index stroke/TIA events in our study period, and 476 patients had a recurrent event within 3 years. The Kaplan-Meier estimate of 3-year recurrence rate was 15.4%. Age-adjusted and sex-adjusted stroke recurrence rate was higher in Black individuals (HR 1.34, 95% CI 1.1-1.6; p = 0.003); however, when adjusted for traditional stroke risk factors including hypertension, diabetes, smoking status, age, and left ventricular hypertrophy, the association between Black race and recurrence was significantly attenuated and became nonsignificant (HR 1.1, 95% CI 0.9-1.36, p = 0.32). At younger ages, Black race was more strongly associated with recurrence, and this effect may not be fully attenuated by traditional stroke risk factors., Discussion: Recurrent stroke was more common among Black individuals, but the magnitude of the racial difference was substantially attenuated and became nonsignificant when adjusted for traditional stroke risk factors. Interventions targeting these risk factors could reduce disparities in stroke recurrence., (© 2022 American Academy of Neurology.)
- Published
- 2022
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29. Substance Use and Performance of Toxicology Screens in the Greater Cincinnati Northern Kentucky Stroke Study.
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Madsen TE, Cummings OW, De Los Rios La Rosa F, Khoury JC, Alwell K, Woo D, Ferioli S, Martini S, Adeoye O, Khatri P, Flaherty ML, Mackey J, Mistry EA, Demel SL, Coleman E, Jasne AS, Slavin SJ, Walsh K, Star M, Broderick JP, Kissela BM, and Kleindorfer DO
- Subjects
- Child, Female, Humans, Kentucky epidemiology, Male, Young Adult, Brain Ischemia therapy, Cocaine, Opiate Alkaloids, Stroke diagnosis, Substance-Related Disorders epidemiology
- Abstract
Background: Though stroke risk factors such as substance use may vary with age, less is known about trends in substance use over time or about performance of toxicology screens in young adults with stroke., Methods: Using the Greater Cincinnati Northern Kentucky Stroke Study, a population-based study in a 5-county region comprising 1.3 million people, we reported the frequency of documented substance use (cocaine/marijuana/opiates/other) obtained from electronic medical record review, overall and by race/gender subgroups among physician-adjudicated stroke events (ischemic and hemorrhagic) in adults 20 to 54 years of age. Secondary analyses included heavy alcohol use and cigarette smoking. Data were reported for 5 one-year periods spanning 22 years (1993/1994-2015), and trends over time were tested. For 2015, to evaluate factors associated with performance of toxicology screens, multiple logistic regression was performed., Results: Overall, 2152 strokes were included: 74.5% were ischemic, mean age was 45.7±7.6, 50.0% were women, and 35.9% were Black. Substance use was documented in 4.4%, 10.4%, 19.2%, 24.0%, and 28.8% of cases in 1993/1994, 1999, 2005, 2010, and 2015, respectively ( P
trend <0.001). Between 1993/1994 and 2015, documented substance use increased in all demographic subgroups. Adjusting for gender, comorbidities, and National Institutes of Health Stroke Scale, predictors of toxicology screens included Black race (adjusted odds ratio, 1.58 [95% CI, 1.02-2.45]), younger age (adjusted odds ratio, 0.70 [95% CI, 0.53-0.91], per 10 years), current smoking (adjusted odds ratio, 1.62 [95% CI, 1.06-2.46]), and treatment at an academic hospital (adjusted odds ratio, 1.80 [95% CI, 1.14-2.84]). After adding chart-reported substance use to the model, only chart-reported substance abuse and age were significant., Conclusions: In a population-based study of young adults with stroke, documented substance use increased over time, and documentation of substance use was higher among Black compared with White individuals. Further work is needed to confirm race-based disparities and trends in substance use given the potential for bias in screening and documentation. Findings suggest a need for more standardized toxicology screening.- Published
- 2022
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30. Acute Ischemic Stroke, Depressed Left Ventricular Ejection Fraction, and Sinus Rhythm: Prevalence and Practice Patterns.
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Baker AD, Schwamm LH, Sanborn DY, Furie K, Stretz C, Mac Grory B, Yaghi S, Kleindorfer D, Sucharew H, Mackey J, Walsh K, Flaherty M, Kissela B, Alwell K, Khoury J, Khatri P, Adeoye O, Ferioli S, Woo D, Martini S, De Los Rios La Rosa F, Demel SL, Madsen T, Star M, Coleman E, Slavin S, Jasne A, Mistry EA, Haverbusch M, Merkler AE, Kamel H, Schindler J, Sansing LH, Faridi KF, Sugeng L, Sheth KN, and Sharma R
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- Aftercare, Anticoagulants therapeutic use, Fibrinolytic Agents therapeutic use, Humans, Patient Discharge, Prevalence, Retrospective Studies, Stroke Volume, Ventricular Function, Left, Atrial Fibrillation complications, Ischemic Stroke, Stroke
- Abstract
Background: There are limited data about the epidemiology and secondary stroke prevention strategies used for patients with depressed left ventricular ejection fraction (LVEF) and sinus rhythm following an acute ischemic stroke (AIS). We sought to describe the prevalence of LVEF ≤40% and sinus rhythm among patients with AIS and antithrombotic treatment practice in a multi-center cohort from 2002 to 2018., Methods: This was a multi-center, retrospective cohort study comprised of patients with AIS hospitalized in the Greater Cincinnati Northern Kentucky Stroke Study and 4 academic, hospital-based cohorts in the United States. A 1-stage meta-analysis of proportions was undertaken to calculate a pooled prevalence. Univariate analyses and an adjusted multivariable logistic regression model were performed to identify demographic, clinical, and echocardiographic characteristics associated with being prescribed an anticoagulant upon AIS hospitalization discharge., Results: Among 14 338 patients with AIS with documented LVEF during the stroke hospitalization, the weighted pooled prevalence of LVEF ≤40% and sinus rhythm was 5.0% (95% CI, 4.1-6.0%; I
2 , 84.4%). Of 524 patients with no cardiac thrombus and no prior indication for anticoagulant who survived postdischarge, 200 (38%) were discharged on anticoagulant, 289 (55%) were discharged on antiplatelet therapy only, and 35 (7%) on neither. There was heterogeneity by site in the proportion discharged with an anticoagulant (22% to 45%, P <0.0001). Cohort site and National Institutes of Health Stroke Severity scale >8 (odds ratio, 2.0 [95% CI, 1.1-3.8]) were significant, independent predictors of being discharged with an anticoagulant in an adjusted analysis., Conclusions: Nearly 5% of patients with AIS have a depressed LVEF and are in sinus rhythm. There is significant variation in the clinical practice of antithrombotic therapy prescription by site and stroke severity. Given this clinical equipoise, further study is needed to define optimal antithrombotic treatment regimens for secondary stroke prevention in this patient population.- Published
- 2022
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31. Automated grading of enlarged perivascular spaces in clinical imaging data of an acute stroke cohort using an interpretable, 3D deep learning framework.
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Williamson BJ, Khandwala V, Wang D, Maloney T, Sucharew H, Horn P, Haverbusch M, Alwell K, Gangatirkar S, Mahammedi A, Wang LL, Tomsick T, Gaskill-Shipley M, Cornelius R, Khatri P, Kissela B, and Vagal A
- Subjects
- Female, Humans, Male, Patient Acuity, Retrospective Studies, Deep Learning, Diffusion Tensor Imaging methods, Glymphatic System diagnostic imaging, Glymphatic System pathology, Image Interpretation, Computer-Assisted methods, Imaging, Three-Dimensional methods, Neuroimaging methods, Stroke diagnostic imaging, Stroke pathology
- Abstract
Enlarged perivascular spaces (EPVS), specifically in stroke patients, has been shown to strongly correlate with other measures of small vessel disease and cognitive impairment at 1 year follow-up. Typical grading of EPVS is often challenging and time consuming and is usually based on a subjective visual rating scale. The purpose of the current study was to develop an interpretable, 3D neural network for grading enlarged perivascular spaces (EPVS) severity at the level of the basal ganglia using clinical-grade imaging in a heterogenous acute stroke cohort, in the context of total cerebral small vessel disease (CSVD) burden. T2-weighted images from a retrospective cohort of 262 acute stroke patients, collected in 2015 from 5 regional medical centers, were used for analyses. Patients were given a label of 0 for none-to-mild EPVS (< 10) and 1 for moderate-to-severe EPVS (≥ 10). A three-dimensional residual network of 152 layers (3D-ResNet-152) was created to predict EPVS severity and 3D gradient class activation mapping (3DGradCAM) was used for visual interpretation of results. Our model achieved an accuracy 0.897 and area-under-the-curve of 0.879 on a hold-out test set of 15% of the total cohort (n = 39). 3DGradCAM showed areas of focus that were in physiologically valid locations, including other prevalent areas for EPVS. These maps also suggested that distribution of class activation values is indicative of the confidence in the model's decision. Potential clinical implications of our results include: (1) support for feasibility of automated of EPVS scoring using clinical-grade neuroimaging data, potentially alleviating rater subjectivity and improving confidence of visual rating scales, and (2) demonstration that explainable models are critical for clinical translation., (© 2022. The Author(s).)
- Published
- 2022
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32. Racial Differences in Atrial Cardiopathy Phenotypes in Patients With Ischemic Stroke.
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Kamel H, Alwell K, Kissela BM, Sucharew HJ, Woo D, Flaherty M, Ferioli S, Demel SL, Moomaw CJ, Walsh K, Mackey J, De Los Rios La Rosa F, Jasne A, Slavin S, Martini S, Adeoye O, Baig T, Chen ML, Levitan EB, Soliman EZ, and Kleindorfer DO
- Abstract
Objective: To test the hypothesis that thrombogenic atrial cardiopathy may be relevant to stroke-related racial disparities, we compared atrial cardiopathy phenotypes between Black vs White patients with ischemic stroke., Methods: We assessed markers of atrial cardiopathy in the Greater Cincinnati/Northern Kentucky Stroke Study, a study of stroke incidence in a population of 1.3 million. We obtained ECGs and reports of echocardiograms performed during evaluation of stroke during the 2010/2015 study periods. Patients with atrial fibrillation (AF) or flutter (AFL) were excluded. Investigators blinded to patients' characteristics measured P-wave terminal force in ECG lead V
1 (PTFV1 ), a marker of left atrial fibrosis and impaired interatrial conduction, and abstracted left atrial diameter from echocardiogram reports. Linear regression was used to examine the association between race and atrial cardiopathy markers after adjustment for demographics, body mass index, and vascular comorbidities., Results: Among 3,426 ischemic stroke cases in Black or White patients without AF/AFL, 2,391 had a left atrial diameter measurement (mean, 3.65 ± 0.70 cm). Black race was associated with smaller left atrial diameter in unadjusted (β coefficient, -0.11; 95% confidence interval [CI], -0.17 to -0.05) and adjusted (β, -0.15; 95% CI, -0.21 to -0.09) models. PTFV1 measurements were available in 3,209 patients (mean, 3,434 ± 2,525 μV*ms). Black race was associated with greater PTFV1 in unadjusted (β, 1.59; 95% CI, 1.21-1.97) and adjusted (β, 1.45; 95% CI, 1.00-1.80) models., Conclusions: We found systematic Black-White racial differences in left atrial structure and pathophysiology in a population-based sample of patients with ischemic stroke., Classification of Evidence: This study provides Class II evidence that atrial cardiopathy phenotypes differ in Black people with acute stroke compared to White people., (© 2020 American Academy of Neurology.)- Published
- 2021
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33. Deriving Place of Residence, Modified Rankin Scale, and EuroQol-5D Scores from the Medical Record for Stroke Survivors.
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Sucharew H, Kleindorfer D, Khoury JC, Alwell K, Haverbusch M, Stanton R, Demel S, De Los Rios La Rosa F, Ferioli S, Jasne A, Mistry E, Moomaw CJ, Mackey J, Slavin S, Star M, Walsh K, Woo D, and Kissela BM
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- Aged, Aged, 80 and over, Female, Humans, Interviews as Topic, Ischemic Stroke epidemiology, Ischemic Stroke physiopathology, Ischemic Stroke psychology, Male, Mental Health, Middle Aged, Predictive Value of Tests, Retrospective Studies, Telephone, United States epidemiology, Disability Evaluation, Electronic Health Records, Functional Status, Ischemic Stroke diagnosis, Quality of Life, Residence Characteristics, Surveys and Questionnaires, Survivors psychology
- Published
- 2021
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34. Can non-contrast head CT and stroke severity be used for stroke triage? A population-based study.
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Kircher C, Humphries A, Kleindorfer D, Alwell K, Sucharew H, Moomaw CJ, Mackey J, De Los Rios La Rosa F, Kissela B, and Adeoye O
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- Aged, Endovascular Procedures methods, Female, Humans, Ischemic Stroke physiopathology, Ischemic Stroke surgery, Male, Middle Aged, Patient Selection, Severity of Illness Index, Thrombectomy methods, Time-to-Treatment, Brain diagnostic imaging, Ischemic Stroke diagnostic imaging, Patient Transfer, Tomography, X-Ray Computed methods, Triage methods
- Abstract
Background and Purpose: Acute ischemic stroke (AIS) patients may benefit from endovascular thrombectomy (EVT) up to 24 h since last known normal (LKN). Advanced imaging is required for patient selection. Small or rural hospitals may not have sufficient CT technician and radiology support to rapidly acquire and interpret images. We estimated transfer rates using non-contrast head CT and stroke severity to select patients to be transferred to larger centers for evaluation., Methods: We identified all AIS among residents of the study region in 2010. Only cases age ≥ 18 with baseline mRS 0-2 that presented to an ED were included. Among cases that presented between 6 and 24 h from LKN, those without evidence of acute infarct on head CT and with initial NIHSS ≥6 or ≥ 10 were identified., Results: Of 1359 AIS cases, 448 (33.0%) presented between 6 and 24 h, of which 383 (85.5%) showed no evidence of acute infarct on CT. Of cases with no acute infarct on CT, 89/383 (23.2%) had NIHSS ≥6, of which 66 (74.2%) initially presented to a hospital without thrombectomy capabilities; and 51/383 (13.3%) had NIHSS ≥10, of which 40 (78.4%) presented to a non-thrombectomy hospital., Conclusions: In our population, 40-66 AIS patients annually (0.8-1.3/week, or 3-5 patients/100,000 persons/year) may present to non-thrombectomy hospitals and need to be transferred using non-contrast CT and stroke severity as screening tools. Such an approach may sufficiently mitigate the impact of delays in treatment on outcomes, without overburdening the referring nor accepting hospitals., Competing Interests: Declaration of competing interest None., (Copyright © 2020 Elsevier Inc. All rights reserved.)
- Published
- 2020
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35. Temporal Trends in Stroke Incidence Over Time by Sex and Age in the GCNKSS.
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Madsen TE, Khoury JC, Leppert M, Alwell K, Moomaw CJ, Sucharew H, Woo D, Ferioli S, Martini S, Adeoye O, Khatri P, Flaherty M, De Los Rios La Rosa F, Mackey J, Mistry E, Demel SL, Coleman E, Jasne A, Slavin SJ, Walsh K, Star M, Broderick JP, Kissela BM, and Kleindorfer DO
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- Adult, Age Factors, Aged, Aged, 80 and over, Female, Humans, Incidence, Kentucky epidemiology, Male, Middle Aged, Ohio epidemiology, Sex Factors, Time Factors, Brain Ischemia diagnosis, Brain Ischemia epidemiology, Stroke diagnosis, Stroke epidemiology
- Abstract
Background and Purpose- Sex differences in stroke incidence over time were previously reported from the GCNKSS (Greater Cincinnati/Northern Kentucky Stroke Study). We aimed to determine whether these differences continued through 2015 and whether they were driven by particular age groups. Methods- Within the GCNKSS population of 1.3 million, incident (first ever) strokes among residents ≥20 years of age were ascertained at all local hospitals during 5 periods: July 1993 to June 1994 and calendar years 1999, 2005, 2010, and 2015. Out-of-hospital cases were sampled. Sex-specific incidence rates per 100 000 were adjusted for age and race and standardized to the 2010 US Census. Trends over time by sex were compared (overall and age stratified). Sex-specific case fatality rates were also reported. Bonferroni corrections were applied for multiple comparisons. Results- Over the 5 study periods, there were 9733 incident strokes (56.3% women). For women, there were 229 (95% CI, 215-242) per 100 000 incident strokes in 1993/1994 and 174 (95% CI, 163-185) in 2015 ( P <0.05), compared with 282 (95% CI, 263-301) in 1993/1994 to 211 (95% CI, 198-225) in 2015 ( P <0.05) in men. Incidence rates decreased between the first and last study periods in both sexes for IS but not for intracerebral hemorrhage or subarachnoid hemorrhage. Significant decreases in stroke incidence occurred between the first and last study periods for both sexes in the 65- to 84-year age group and men only in the ≥85-year age group; stroke incidence increased for men only in the 20- to 44-year age group. Conclusions- Overall stroke incidence decreased from the early 1990s to 2015 for both sexes. Future studies should continue close surveillance of sex differences in the 20- to 44-year and ≥85-year age groups, and future stroke prevention strategies should target strokes in the young- and middle-age groups, as well as intracerebral hemorrhage.
- Published
- 2020
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36. Stroke Center Certification Is Associated With Improved Guideline Concordance.
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Jasne AS, Sucharew H, Alwell K, Moomaw CJ, Flaherty ML, Adeoye O, Woo D, Mackey J, Ferioli S, Martini S, de Los Rios la Rosa F, Kissela BM, and Kleindorfer D
- Subjects
- Aged, Aged, 80 and over, Female, Humans, Male, Middle Aged, Quality of Health Care organization & administration, Quality of Health Care standards, Retrospective Studies, Stroke therapy, Certification, Guideline Adherence organization & administration, Guideline Adherence statistics & numerical data, Stroke Rehabilitation standards, Stroke Rehabilitation statistics & numerical data
- Abstract
Measurement of quality of stroke care has become increasingly important, but data come mostly from programs in hospitals that choose to participate in certification programs, which may not be representative of the care provided in nonparticipating hospitals. The authors sought to determine differences in quality of care metric concordance for acute ischemic stroke among hospitals designated as a primary stroke center, comprehensive stroke center, and non-stroke center in a population-based epidemiologic study. Significant differences were found in both patient demographics and in concordance with guideline-based quality metrics. These differences may help inform quality improvement efforts across hospitals involved in certification as well as those that are not.
- Published
- 2019
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37. Temporal Trends of Sex Differences in Transient Ischemic Attack Incidence Within a Population.
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Madsen TE, Khoury JC, Alwell K, Moomaw CJ, Rademacher E, Flaherty ML, Woo D, La Rosa FLR, Mackey J, Martini S, Ferioli S, Adeoye O, Khatri P, Broderick JP, Kissela BM, and Kleindorfer D
- Subjects
- Aged, Aged, 80 and over, Female, Health Status Disparities, Humans, Incidence, Ischemic Attack, Transient diagnosis, Kentucky epidemiology, Male, Middle Aged, Ohio epidemiology, Retrospective Studies, Risk Factors, Sex Distribution, Sex Factors, Time Factors, Ischemic Attack, Transient epidemiology
- Abstract
Objective: Previously we reported that ischemic stroke incidence is declining over time for men but not women. We sought to describe temporal trends of sex differences in incidence of transient ischemic attack (TIA) within the same large, biracial population., Methods: Among the population of 1.3 million in the Greater Cincinnati Northern Kentucky Stroke Study (GCNKSS) region, TIAs among area residents (≥20 years old) were identified at all local hospitals. Out of hospital cases were ascertained using a sampling scheme. First-ever cases and first within each study period for a patient was included in incidence rates. All cases were physician-adjudicated. Incidence rates (during July 93-June 94 and calendar years 1999, 2005, and 2010) were calculated using the age-, race-, and sex-specific number of TIAs divided by the GCNKSS population in that group; rates were standardized to the 2010 U.S., Population: t Tests with Bonferroni correction were used to compare rates over time., Results: There were a total of 4746 TIA events; 53% were female, and 12% were black. In males, incidence decreased from 153 (95% confidence interval [CI] 139-167) per 100,000 in 1993/4 to 117 (95% CI 107-128) in 2010 (P < .05 for trend test) but was similar over time among females (107 (95% CI 97-116) to 102 (95%CI 94-111), P > .05)., Conclusions: Within the GCNKSS population, TIA incidence decreased significantly over time in males but not females, data which parallels trends in ischemic stroke in the GCNKSS over the same time period. Future research is needed to determine if these sex differences in incidence over time continue past 2010., (Copyright © 2019 Elsevier Inc. All rights reserved.)
- Published
- 2019
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38. Prehospital neurological deterioration in stroke.
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Slavin SJ, Sucharew H, Alwell K, Moomaw CJ, Woo D, Adeoye O, Flaherty ML, Ferioli S, McMullan J, Mackey J, De Los Rios La Rosa F, Martini S, Kissela BM, and Kleindorfer DO
- Subjects
- Aged, Aged, 80 and over, Disease Progression, Emergency Service, Hospital, Female, Glasgow Coma Scale, Humans, Kentucky, Male, Middle Aged, Ohio, Retrospective Studies, Emergency Medical Services, Stroke pathology, Stroke therapy
- Abstract
Background and Purpose: Patients with stroke can experience neurological deterioration in the prehospital setting. We evaluated patients with stroke to determine factors associated with prehospital neurological deterioration (PND)., Methods: Among the Greater Cincinnati/Northern Kentucky region (population ~1.3 million), we screened all 15 local hospitals' admissions from 2010 for acute stroke and included patients aged ≥20. The GCS was compared between emergency medical services (EMS) arrival and hospital arrival, with decrease ≥2 points considered PND. Data obtained retrospectively included demographics, medical history and medication use, stroke subtype (eg, ischaemic stroke (IS), intracerebral haemorrhage (ICH), subarachnoid haemorrhage (SAH)) and IS subtype (eg, small vessel, large vessel, cardioembolic), seizure at onset, time intervals between symptom onset, EMS arrival and hospital arrival, EMS level of training, and blood pressure and serum glucose on EMS arrival., Results: Of 2708 total patients who had a stroke, 1092 patients (median (IQR) age 74 (61-83) years; 56% women; 21% black) were analysed. PND occurred in 129 cases (12%), including 9% of IS, 24% of ICH and 16% of SAH. In multivariable analysis, black race, atrial fibrillation, haemorrhagic subtype and ALS level of transport were associated with PND., Conclusion: Haemorrhage and atrial fibrillation is associated with PND in stroke, and further investigation is needed to establish whether PND can be predicted. Further studies are also needed to assess whether preferential transport of patients with deterioration to hospitals equipped with higher levels of care is beneficial, identify why race is associated with deterioration and to test therapies targeting PND., Competing Interests: Competing interests: None declared., (© Article author(s) (or their employer(s) unless otherwise stated in the text of the article) 2018. All rights reserved. No commercial use is permitted unless otherwise expressly granted.)
- Published
- 2018
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39. Pediatric Stroke Rates Over 17 Years: Report From a Population-Based Study.
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Lehman LL, Khoury JC, Taylor JM, Yeramaneni S, Sucharew H, Alwell K, Moomaw CJ, Peariso K, Flaherty M, Khatri P, Broderick JP, Kissela BM, and Kleindorfer DO
- Subjects
- Adolescent, Brain Ischemia epidemiology, Cerebral Hemorrhage epidemiology, Child, Child, Preschool, Female, Humans, Incidence, Infant, Infant, Newborn, Kentucky epidemiology, Male, Ohio epidemiology, Young Adult, Stroke epidemiology
- Abstract
We previously published rates of pediatric stroke using our population-based Greater Cincinnati Northern Kentucky Stroke Study (GCNK) for periods July 1993-June 1994 and 1999. We report population-based rates from 2 additional study periods: 2005 and 2010. We identified all pediatric strokes for residents of the GCNK region that occurred in July 1, 1993-June 30, 1994, and calendar years 1999, 2005, and 2010. Stroke cases were ascertained by screening discharge ICD-9 codes, and verified by a physician. Pediatric stroke was defined as stroke in those <20 years of age. Stroke rates by study period, overall, by age and by race, were calculated. Eleven children died within 30 days, yielding an all-cause case fatality rate of 15.7% (95% confidence interval 1.1%, 26.4%) with 3 (27.3%) ischemic, 6 (54.5%) hemorrhagic, and 2 (18.2%) unknown stroke type. The pediatric stroke rate of 4.4 per 100 000 in the GCNK study region has not changed over 17 years.
- Published
- 2018
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40. Towards phenotyping stroke: Leveraging data from a large-scale epidemiological study to detect stroke diagnosis.
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Ni Y, Alwell K, Moomaw CJ, Woo D, Adeoye O, Flaherty ML, Ferioli S, Mackey J, De Los Rios La Rosa F, Martini S, Khatri P, Kleindorfer D, and Kissela BM
- Subjects
- Electronic Health Records, Humans, Stroke diagnosis, Phenotype, Stroke epidemiology
- Abstract
Objective: 1) To develop a machine learning approach for detecting stroke cases and subtypes from hospitalization data, 2) to assess algorithm performance and predictors on real-world data collected by a large-scale epidemiology study in the US; and 3) to identify directions for future development of high-precision stroke phenotypic signatures., Materials and Methods: We utilized 8,131 hospitalization events (ICD-9 codes 430-438) collected from the Greater Cincinnati/Northern Kentucky Stroke Study in 2005 and 2010. Detailed information from patients' medical records was abstracted for each event by trained research nurses. By analyzing the broad list of demographic and clinical variables, the machine learning algorithms predicted whether an event was a stroke case and, if so, the stroke subtype. The performance was validated on gold-standard labels adjudicated by stroke physicians, and results were compared with stroke classifications based on ICD-9 discharge codes, as well as labels determined by study nurses., Results: The best performing machine learning algorithm achieved a performance of 88.57%/93.81%/92.80%/93.30%/89.84%/98.01% (accuracy/precision/recall/F-measure/area under ROC curve/area under precision-recall curve) on stroke case detection. For detecting stroke subtypes, the algorithm yielded an overall accuracy of 87.39% and greater than 85% precision on individual subtypes. The machine learning algorithms significantly outperformed the ICD-9 method on all measures (P value<0.001). Their performance was comparable to that of study nurses, with better tradeoff between precision and recall. The feature selection uncovered a subset of predictive variables that could facilitate future development of effective stroke phenotyping algorithms., Discussion and Conclusions: By analyzing a broad array of patient data, the machine learning technologies held promise for improving detection of stroke diagnosis, thus unlocking high statistical power for subsequent genetic and genomic studies.
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- 2018
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41. Age, Sex, and Racial Differences in Neuroimaging Use in Acute Stroke: A Population-Based Study.
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Vagal A, Sanelli P, Sucharew H, Alwell KA, Khoury JC, Khatri P, Woo D, Flaherty M, Kissela BM, Adeoye O, Ferioli S, De Los Rios La Rosa F, Martini S, Mackey J, and Kleindorfer D
- Subjects
- Aged, Aged, 80 and over, Black People, Female, Humans, Ischemic Attack, Transient diagnostic imaging, Ischemic Attack, Transient epidemiology, Male, Middle Aged, Odds Ratio, Stroke epidemiology, White People, Healthcare Disparities statistics & numerical data, Neuroimaging statistics & numerical data, Stroke diagnostic imaging
- Abstract
Background and Purpose: Limited information is available regarding differences in neuroimaging use for acute stroke work-up. Our objective was to assess whether race, sex, or age differences exist in neuroimaging use and whether these differences depend on the care center type in a population-based study., Materials and Methods: Patients with stroke (ischemic and hemorrhagic) and transient ischemic attack were identified in a metropolitan, biracial population using the Greater Cincinnati/Northern Kentucky Stroke Study in 2005 and 2010. Multivariable regression was used to determine the odds of advanced imaging use (CT angiography/MR imaging/MR angiography) for race, sex, and age., Results: In 2005 and 2010, there were 3471 and 3431 stroke/TIA events, respectively. If one adjusted for covariates, the odds of advanced imaging were higher for younger (55 years or younger) compared with older patients, blacks compared with whites, and patients presenting to an academic center and those seen by a stroke team or neurologist. The observed association between race and advanced imaging depended on age; in the older age group, blacks had higher odds of advanced imaging compared with whites (odds ratio, 1.34; 95% CI, 1.12-1.61; P < .01), and in the younger group, the association between race and advanced imaging was not statistically significant. Age by race interaction persisted in the academic center subgroup ( P < .01), but not in the nonacademic center subgroup ( P = .58). No significant association was found between sex and advanced imaging., Conclusions: Within a large, biracial stroke/TIA population, there is variation in the use of advanced neuroimaging by age and race, depending on the care center type., (© 2017 by American Journal of Neuroradiology.)
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- 2017
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42. Sex-specific stroke incidence over time in the Greater Cincinnati/Northern Kentucky Stroke Study.
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Madsen TE, Khoury J, Alwell K, Moomaw CJ, Rademacher E, Flaherty ML, Woo D, Mackey J, De Los Rios La Rosa F, Martini S, Ferioli S, Adeoye O, Khatri P, Broderick JP, Kissela BM, and Kleindorfer D
- Subjects
- Age Factors, Aged, Brain Ischemia epidemiology, Female, Humans, Incidence, Intracranial Hemorrhage, Traumatic epidemiology, Kentucky epidemiology, Male, Ohio epidemiology, Prevalence, Risk Factors, Sex Factors, Time Factors, Stroke epidemiology
- Abstract
Objective: Recent data suggest stroke incidence is decreasing over time, but it is unknown whether incidence is decreasing in women and men to the same extent., Methods: Within our population of 1.3 million, all incident strokes among residents ≥20 years old were ascertained at all hospitals during July 1993-June 1994 and calendar years 1999, 2005, and 2010. A sampling scheme was used to ascertain out-of-hospital cases. Sex-specific incidence rates per 100,000 among black and white participants, age- and race-adjusted, were standardized to the 2000 US Census population. Trends over time by sex were compared; a Bonferroni correction was applied for multiple comparisons., Results: Over the 4 study periods, there were 7,710 incident strokes; 57.2% (n = 4,412) were women. Women were older than men (mean ± SE 72.4 ± 0.34 vs 68.2 ± 0.32, p < 0.001). Incidence of all strokes decreased over time in men (263 [confidence interval 246-281] to 192 [179-205], p < 0.001) but not in women (217 [205-230] to 198 [187-210], p = 0.15). Similar sex differences were seen for ischemic stroke (men, 238 [223-257] to 165 [153-177], p < 0.01; women, 193 [181-205] to 173 [162-184], p = 0.09). Incidence of all strokes and of ischemic strokes was similar between women and men in 2010. Incidence of intracerebral hemorrhage and subarachnoid hemorrhage were stable over time in both sexes., Conclusions: Decreases in stroke incidence over time are driven by a decrease in ischemic stroke in men. Contrary to previous study periods, stroke incidence rates were similar by sex in 2010. Future research is needed to understand why the decrease in ischemic stroke incidence is more pronounced in men., (© 2017 American Academy of Neurology.)
- Published
- 2017
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43. Practice Patterns for Acute Ischemic Stroke Workup: A Longitudinal Population-Based Study.
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Loftspring MC, Kissela BM, Flaherty ML, Khoury JC, Alwell K, Moomaw CJ, Kleindorfer DO, Woo D, Adeoye O, Ferioli S, Broderick JP, and Khatri P
- Subjects
- Aged, Aged, 80 and over, Brain Ischemia epidemiology, Brain Ischemia prevention & control, Female, Humans, Inpatients, Kentucky epidemiology, Longitudinal Studies, Male, Middle Aged, Ohio epidemiology, Predictive Value of Tests, Prognosis, Risk Assessment, Risk Factors, Stroke epidemiology, Stroke prevention & control, Time Factors, Brain Ischemia diagnosis, Practice Patterns, Physicians', Stroke diagnosis
- Abstract
Background: We examined practice patterns of inpatient testing to identify stroke etiologies and treatable risk factors for acute ischemic stroke recurrence., Methods and Results: We identified stroke cases and related diagnostic testing from four 1-year study periods (July 1993 to June 1994, 1999, 2005, and 2010) of the Greater Cincinnati/Northern Kentucky Stroke Study. Patients aged ≥18 years were included. We focused on evaluation of extracranial arteries for carotid stenosis and assessment of atrial fibrillation because randomized controlled trials supported treatment of these conditions for stroke prevention across all 4 study periods. In each study period, we also recorded stroke etiology, as determined by diagnostic testing and physician adjudication. An increasing proportion of stroke patients received assessment of both extracranial arteries and the heart over time (50%, 58%, 74%, and 78% in the 1993-1994, 1999, 2005, and 2010 periods, respectively; P <0.0001 for trend), with the most dramatic individual increases in echocardiography (57%, 63%, 77%, and 83%, respectively). Concurrently, we observed a decrease in strokes of unknown etiology (47%, 48%, 41%, and 38%, respectively; P <0.0001 for trend). We also found a significant increase in strokes of other known causes (32%, 25%, 45% and 59%, respectively; P <0.0001 for trend)., Conclusions: Stroke workup for treatable causes of stroke are being used more frequently over time, and this is associated with a decrease in cryptogenic strokes. Future study of whether better determination of treatable stroke etiologies translates to a decrease in stroke recurrence at the population level will be essential., (© 2017 The Authors. Published on behalf of the American Heart Association, Inc., by Wiley.)
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- 2017
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44. Prevalence of Positive Troponin and Echocardiogram Findings and Association With Mortality in Acute Ischemic Stroke.
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Wrigley P, Khoury J, Eckerle B, Alwell K, Moomaw CJ, Woo D, Flaherty ML, De Los Rios la Rosa F, Mackey J, Adeoye O, Martini S, Ferioli S, Kissela BM, and Kleindorfer DO
- Subjects
- Aged, Emergency Service, Hospital statistics & numerical data, Female, Humans, Kentucky epidemiology, Male, Middle Aged, Ohio epidemiology, Prevalence, Retrospective Studies, Amino Acid Metabolism, Inborn Errors blood, Brain Ischemia blood, Brain Ischemia epidemiology, Brain Ischemia mortality, Brain Ischemia physiopathology, Echocardiography, Heart Diseases blood, Heart Diseases epidemiology, Heart Diseases mortality, Heart Diseases physiopathology, Stroke blood, Stroke epidemiology, Stroke mortality, Stroke physiopathology, Troponin blood
- Abstract
Background and Purpose: Acute ischemic stroke (AIS) patients may have raised serum cardiac troponin levels on admission, although it is unclear what prognostic implications this has, and whether elevated levels are associated with cardiac causes of stroke or structural cardiac disease as seen on echocardiogram. We investigated the positivity of cardiac troponin and echocardiogram testing within a large biracial AIS population and any association with poststroke mortality., Methods: Within a catchment area of 1.3 million, we screened emergency department admissions from 2010 using International Classification of Diseases, Ninth Edition , discharge codes 430 to 436 and ascertained all physician-confirmed AIS cases by retrospective chart review. Hypertroponinemia was defined as elevation in cardiac troponin above the standard 99th percentile. Multiple logistic regression was performed, controlling for stroke severity, history of cardiac disease, and all other stroke risk factors., Results: Of 1999 AIS cases, 1706 (85.3%) had a cardiac troponin drawn and 1590 (79.5%) had echocardiograms. Hypertroponinemia occurred in 353 of 1706 (20.7%) and 160 of 1590 (10.1%) had echocardiogram findings of interest. Among 1377 who had both tests performed, hypertroponinemia was independently associated with echocardiogram findings (odds ratio, 2.9; 95% confidence interval, 2-4.2). When concurrent myocardial infarctions (3.5%) were excluded, hypertroponinemia was also associated with increased mortality at 1 year (35%; odds ratio, 3.45; 95% confidence interval, 2.1-5.6) and 3 years (60%; odds ratio, 2.91; 95% confidence interval, 2.06-4.11)., Conclusions: Hypertroponinemia in the context of AIS without concurrent myocardial infarction was associated with structural cardiac disease and long-term mortality. Prospective studies are needed to determine whether further cardiac evaluation might improve the long-term mortality rates seen in this group., (© 2017 American Heart Association, Inc.)
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- 2017
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45. Association Between Acute Kidney Disease and Intravenous Dye Administration in Patients With Acute Stroke: A Population-Based Study.
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Demel SL, Grossman AW, Khoury JC, Moomaw CJ, Alwell K, Kissela BM, Woo D, Flaherty ML, Ferioli S, Mackey J, De Los Rios la Rosa F, Martini S, Adeoye O, and Kleindorfer DO
- Subjects
- Acute Kidney Injury epidemiology, Administration, Intravenous, Aged, Aged, 80 and over, Brain Ischemia epidemiology, Cerebral Hemorrhage epidemiology, Female, Halogenation, Humans, Kentucky epidemiology, Male, Middle Aged, Ohio epidemiology, Stroke epidemiology, Acute Kidney Injury chemically induced, Brain Ischemia diagnostic imaging, Cerebral Angiography adverse effects, Cerebral Hemorrhage diagnostic imaging, Contrast Media adverse effects, Kidney Diseases epidemiology, Stroke diagnostic imaging
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Background and Purpose: Computed tomographic angiography and conventional angiography provide timely vascular anatomic information in patients with stroke. However, iodinated contrast dye may cause acute kidney injury (AKI). Within a large, biracial population, we examined in-hospital incidence of new or worsening kidney disease in patients with stroke and its association with administration of intravenous dye., Methods: All adult residents of the Greater Cincinnati/Northern Kentucky region with acute ischemic stroke or intracerebral hemorrhage who presented to an emergency department in 2010 were included. Prevalence of unsuspected kidney disease at the time of emergency department presentation and the incidence of AKI after admission in 2 groups of patients-those who did and those who did not receive intravenous dye-were determined., Results: In 2010, 2299 patients met inclusion criteria (89% ischemic stroke and 11% intracerebral hemorrhage); mean age 69 years (SD 15), 22% black, and 54% women. Among these patients, 37% had kidney disease at baseline, including 22% (516/2299) in whom this was unsuspected. Two percent (2%; 15/853) of patients with baseline kidney disease developed AKI during the hospital stay. Of those with no baseline kidney disease, 1% (14/14 467) developed AKI. There was no association between dye administration and new or worsening kidney disease., Conclusions: Although 22% of patients in the Greater Cincinnati/Northern Kentucky stroke population had unsuspected kidney disease, the incidence of new or worsening kidney disease was low, and AKI was not associated with dye administration. These findings confirm single-center reports that the risk of severe renal complications after contrast dye is small., (© 2017 American Heart Association, Inc.)
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- 2017
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46. Hyperlipidemia is associated with lower risk of poststroke mortality independent of statin use: A population-based study.
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Yeramaneni S, Kleindorfer DO, Sucharew H, Alwell K, Moomaw CJ, Flaherty ML, Woo D, Adeoye O, Ferioli S, de Los Rios La Rosa F, Martini S, Mackey J, Khatri P, Kissela BM, and Khoury JC
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- Aged, Aged, 80 and over, Brain Ischemia complications, Brain Ischemia drug therapy, Female, Humans, Hyperlipidemias drug therapy, Hyperlipidemias metabolism, Hyperlipidemias mortality, Male, Middle Aged, Multivariate Analysis, Proportional Hazards Models, Retrospective Studies, Stroke complications, Stroke drug therapy, Survival Analysis, Time Factors, Treatment Outcome, Brain Ischemia metabolism, Brain Ischemia mortality, Hydroxymethylglutaryl-CoA Reductase Inhibitors therapeutic use, Hyperlipidemias complications, Stroke metabolism, Stroke mortality
- Abstract
Background Although statin therapy is associated with reduced stroke and mortality risk, some studies report that higher lipid levels are associated with improved outcomes following ischemic stroke. Aims We examined the association of hyperlipidemia (HLD) combined with statin therapy on all-cause mortality in stroke patients. Methods All stroke patients in the Greater Cincinnati Northern Kentucky region of ∼1.3 million were identified using ICD-9 discharge codes in 2005 and 2010. Stroke patients with and without HLD were categorized based on their reported statin use at baseline or discharge into three groups: no-HLD/no-statins, HLD/no-statins, and HLD/on-statins. Cox proportional hazards model was used to estimate the risk of mortality at 30 days, 1 year, and 3 years poststroke. Results Overall, 77% (2953) of the 3813 ischemic stroke patients were diagnosed with HLD and 72% ( n = 2123) of those patients were on statin medications. The mean age was 70.0 ± 14.6 years, 56% were women, and 21% were black. In adjusted analyses, the HLD/no-statins group showed 35% (adjusted hazard ratio (aHR) = 0.65, 95% CI: 0.46-0.92), 27% (aHR = 0.73, 95% CI: 0.59-0.90), and 17% (aHR = 0.83, 95% CI: 0.70-0.97) reduced risk of mortality at 30 days, 1 year, and 3 years, respectively, poststroke, compared with no-HLD/no-statins group. The HLD/on-statins group showed an additional 17% significant survival benefit at 3 years poststroke compared with HLD/no-statins group. Conclusions A diagnosis of HLD in ischemic stroke patients is associated with reduced short- and long-term mortality, irrespective of statin use. Statin therapy is associated with significant, additional long-term survival benefit.
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- 2017
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47. Stable incidence but declining case-fatality rates of subarachnoid hemorrhage in a population.
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Mackey J, Khoury JC, Alwell K, Moomaw CJ, Kissela BM, Flaherty ML, Adeoye O, Woo D, Ferioli S, De Los Rios La Rosa F, Martini S, Khatri P, Broderick JP, Zuccarello M, and Kleindorfer D
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- Adult, Aged, Female, Humans, Incidence, Kentucky epidemiology, Male, Middle Aged, Ohio epidemiology, Retrospective Studies, Stroke mortality, Subarachnoid Hemorrhage diagnostic imaging, Subarachnoid Hemorrhage therapy, Time Factors, Subarachnoid Hemorrhage mortality
- Abstract
Objective: To characterize temporal trends in subarachnoid hemorrhage (SAH) incidence and outcomes over 5 time periods in a large population-based stroke study in the United States., Methods: All SAHs among residents of the Greater Cincinnati/Northern Kentucky region at least 20 years of age were identified and verified via study physician review in 5 distinct year-long study periods between 1988 and 2010. We abstracted demographics, care patterns, and outcomes, and we compared incidence and case-fatality rates across the study periods., Results: The incidence of SAH in the 5 study periods (age-, race-, and sex-adjusted to the 2000 US population) was 8.8 (95% confidence interval 6.8-10.7), 9.2 (7.2-11.2), 10.0 (8.0-12.0), 9.0 (7.1-10.9), and 7.7 (6.0-9.4) per 100,000, respectively; the trend in incidence rates from 1988 to 2010 was not statistically significant (p = 0.22). Advanced neurovascular imaging, endovascular coiling, and neurologic intensive care unit availability increased significantly over time. All-cause 5-day (32%-18%, p = 0.01; for trend), 30-day (46%-25%, p = 0.001), and 90-day (49%-29%, p = 0.001) case-fatality rates declined from 1988 to 2010. When we included only proven or highly likely aneurysmal SAH, the declines in case-fatality were no longer statistically significant., Conclusions: Although the incidence of SAH remained stable in this population-based region, 5-day, 30-day, and 90-day case-fatality rates declined significantly. Advances in surgical and medical management, along with systems-based changes such as the emergence of neurocritical care units, are potential explanations for the reduced case-fatality., (© 2016 American Academy of Neurology.)
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- 2016
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48. Withdrawal of Antithrombotic Agents and the Risk of Stroke.
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Wagner ML, Khoury JC, Alwell K, Rademacher E, Woo D, Flaherty ML, Anderson AM, Adeoye O, Ferioli S, Kissela BM, Kleindorfer D, and Broderick JP
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- Adolescent, Adult, Age Distribution, Aged, Aged, 80 and over, Child, Child, Preschool, Female, Health Surveys, Humans, Infant, Male, Middle Aged, Multicenter Studies as Topic, Sex Factors, Telephone, United States epidemiology, Young Adult, Family Characteristics, Fibrinolytic Agents adverse effects, Stroke drug therapy, Stroke epidemiology, Substance Withdrawal Syndrome epidemiology
- Abstract
Background and Purpose: Antithrombotic medications are effective for ischemic stroke prevention, but stoppage of these medications is associated with an increased risk of thromboembolism. The frequency of antithrombotic withdrawal in the general population is unknown., Methods: We conducted a random phone sample of 2036 households in the Greater Cincinnati metropolitan area, representative of the stroke population by age, sex, and race, to determine the frequency of antithrombotic medication use and stoppage by physicians for medically indicated procedures., Results: Sixty-two percent of survey respondents reported that they were on an antithrombotic medication. Ten percent of participants reported that they had stopped taking their medication within the past 60 days for a medically indicated intervention. Of those who stopped taking the medication, it was more common for persons taking an anticoagulant to stop their medication (20%) than those taking an antiplatelet agent (9%). Colonoscopies and orthopedic surgeries were the most common reasons for withdrawal of antiplatelet agents, whereas orthopedic and vascular surgeries were the most common reason for withdrawal of anticoagulants., Conclusions: Recommended discontinuation of antithrombotic medication for surgical or diagnostic procedures is common practice for persons in the community representative of a stroke population. Because stoppage of these medications is associated with an increased risk of thromboembolic stroke, further clinical trials are needed to determine best management practices in this setting., (Copyright © 2016 National Stroke Association. Published by Elsevier Inc. All rights reserved.)
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- 2016
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49. Age, subjective stress, and depression after ischemic stroke.
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McCarthy MJ, Sucharew HJ, Alwell K, Moomaw CJ, Woo D, Flaherty ML, Khatri P, Ferioli S, Adeoye O, Kleindorfer DO, and Kissela BM
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- Adult, Age Factors, Depression etiology, Depression psychology, Depressive Disorder etiology, Depressive Disorder psychology, Female, Humans, Incidence, Male, Middle Aged, Prevalence, Stress, Psychological psychology, Stroke psychology, Survivors psychology, Depression epidemiology, Depressive Disorder epidemiology, Stress, Psychological complications, Stroke complications
- Abstract
The incidence of stroke among younger adults in the United States is increasing. Few studies have investigated the prevalence of depressive symptoms after stroke among different age groups or the extent to which subjective stress at the time of stroke interacts with age to contribute to post-stroke depression. The present study examined whether there exists an age gradient in survivors' level of depressive symptoms and explored the extent to which financial, family, and health-related stress may also impact on depression. Bivariate analyses (N = 322) indicated significant differences in depression and stress by age group, as well as differences in age and stress by 3-month depression status. Linear regression analyses indicated that survivors between the ages of 25-54 and 55-64 years old had, on average, significantly higher depressive symptom scores. Those with financial, family, and health-related stress at the time of stroke, irrespective of age, also had significantly higher scores.
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- 2016
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50. The negative impact of spasticity on the health-related quality of life of stroke survivors: a longitudinal cohort study.
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Gillard PJ, Sucharew H, Kleindorfer D, Belagaje S, Varon S, Alwell K, Moomaw CJ, Woo D, Khatri P, Flaherty ML, Adeoye O, Ferioli S, and Kissela B
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- Aged, Cohort Studies, Comorbidity, Disability Evaluation, Female, Follow-Up Studies, Humans, Longitudinal Studies, Male, Middle Aged, Muscle Spasticity psychology, Patient Outcome Assessment, Stroke psychology, Survivors psychology, Muscle Spasticity diagnosis, Muscle Spasticity epidemiology, Quality of Life psychology, Stroke epidemiology, Stroke therapy, Survivors statistics & numerical data
- Abstract
Background: Spasticity often leads to symptomatic and functional problems that can cause disability for stroke survivors. We studied whether spasticity has a negative impact on health-related quality of life (HRQoL)., Methods: As part of the Greater Cincinnati/Northern Kentucky Stroke Study (NCT00642213), 460 ischemic stroke patients were interviewed during hospitalization and then followed over time. HRQoL was measured by the Physical Component Summary (PCS) and Mental Component Summary (MCS) scores of the Short Form-12 (SF-12), EuroQol-5 dimension (EQ-5D), and Stroke-Specific Quality of Life (SSQOL) instruments, with lower scores indicating worse health. HRQoL differences between stroke survivors with and without spasticity were compared, adjusting for age, race, stroke severity, pre-stroke function, and comorbidities., Results: Of the 460 ischemic stroke patients, 328 had spasticity data available 3 months after their stroke (mean age of 66 years, 49% were female, and 26% were black). Of these patients, 54 (16%) reported having spasticity. Three months following their stroke, patients who reported spasticity had lower mean scores on the PCS (29.6 ± 1.4 vs 37.3 ± 0.6; P < .001), EQ-5D (0.59 ± 0.03 vs 0.71 ± 0.01; P < .001), and SSQOL (3.57 ± 0.08 versus 3.78 ± 0.03; P = .03) compared with patients who did not report spasticity. Lower HRQoL scores were also observed at the 1-year (PCS, EQ-5D, and SSQOL) and 2-year (EQ-5D and SSQOL) interviews in those with spasticity compared with those without spasticity., Conclusions: Statistically and clinically meaningful differences in HRQoL exist between stroke survivors with and without spasticity.
- Published
- 2015
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