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May 20, 2014; 82 (20) Article

Separate prediction of intracerebral hemorrhage and ischemic stroke

Bart S. Ferket, Bob J.H. van Kempen, Renske G. Wieberdink, Ewout W. Steyerberg, Peter J. Koudstaal, Albert Hofman, Eyal Shahar, Rebecca F. Gottesman, Wayne Rosamond, Jorge R. Kizer, Richard A. Kronmal, Bruce M. Psaty, W.T. Longstreth, Thomas Mosley, Aaron R. Folsom, M.G. Myriam Hunink, M. Arfan Ikram
First published April 23, 2014, DOI: https://doi.org/10.1212/WNL.0000000000000427
Bart S. Ferket
From the Departments of Epidemiology (B.S.F., B.J.H.v.K., R.G.W., A.H., M.G.M.H., M.A.I.), Radiology (B.S.F., B.J.H.v.K., M.G.M.H., M.A.I.), Neurology (R.G.W., P.J.K., M.A.I.), and Public Health (E.W.S.), Erasmus Medical Center, Rotterdam, the Netherlands; Division of Epidemiology and Biostatistics (E.S.), Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson; Department of Neurology (R.F.G.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (W.R.), Gillings School of Global Public Health, University of North Carolina, Chapel Hill; Department of Medicine, and Department of Epidemiology of Population Health (J.R.K.), Albert Einstein College of Medicine, Bronx, NY; Departments of Biostatistics (R.A.K.), Neurology (W.T.L.), and Epidemiology (W.T.L.), and Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services (B.M.P.), University of Washington, Seattle; Group Health Research Institute (B.M.P.), Group Health Cooperative, Seattle, WA; Departments of Medicine (Geriatrics) and Neurology (T.M.), University of Mississippi Medical Center, Jackson; Division of Epidemiology and Community Health (A.R.F.), University of Minnesota, Minneapolis; and Department of Health Policy and Management (M.G.M.H.), Harvard School of Public Health, Boston, MA.
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Bob J.H. van Kempen
From the Departments of Epidemiology (B.S.F., B.J.H.v.K., R.G.W., A.H., M.G.M.H., M.A.I.), Radiology (B.S.F., B.J.H.v.K., M.G.M.H., M.A.I.), Neurology (R.G.W., P.J.K., M.A.I.), and Public Health (E.W.S.), Erasmus Medical Center, Rotterdam, the Netherlands; Division of Epidemiology and Biostatistics (E.S.), Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson; Department of Neurology (R.F.G.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (W.R.), Gillings School of Global Public Health, University of North Carolina, Chapel Hill; Department of Medicine, and Department of Epidemiology of Population Health (J.R.K.), Albert Einstein College of Medicine, Bronx, NY; Departments of Biostatistics (R.A.K.), Neurology (W.T.L.), and Epidemiology (W.T.L.), and Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services (B.M.P.), University of Washington, Seattle; Group Health Research Institute (B.M.P.), Group Health Cooperative, Seattle, WA; Departments of Medicine (Geriatrics) and Neurology (T.M.), University of Mississippi Medical Center, Jackson; Division of Epidemiology and Community Health (A.R.F.), University of Minnesota, Minneapolis; and Department of Health Policy and Management (M.G.M.H.), Harvard School of Public Health, Boston, MA.
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Renske G. Wieberdink
From the Departments of Epidemiology (B.S.F., B.J.H.v.K., R.G.W., A.H., M.G.M.H., M.A.I.), Radiology (B.S.F., B.J.H.v.K., M.G.M.H., M.A.I.), Neurology (R.G.W., P.J.K., M.A.I.), and Public Health (E.W.S.), Erasmus Medical Center, Rotterdam, the Netherlands; Division of Epidemiology and Biostatistics (E.S.), Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson; Department of Neurology (R.F.G.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (W.R.), Gillings School of Global Public Health, University of North Carolina, Chapel Hill; Department of Medicine, and Department of Epidemiology of Population Health (J.R.K.), Albert Einstein College of Medicine, Bronx, NY; Departments of Biostatistics (R.A.K.), Neurology (W.T.L.), and Epidemiology (W.T.L.), and Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services (B.M.P.), University of Washington, Seattle; Group Health Research Institute (B.M.P.), Group Health Cooperative, Seattle, WA; Departments of Medicine (Geriatrics) and Neurology (T.M.), University of Mississippi Medical Center, Jackson; Division of Epidemiology and Community Health (A.R.F.), University of Minnesota, Minneapolis; and Department of Health Policy and Management (M.G.M.H.), Harvard School of Public Health, Boston, MA.
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Ewout W. Steyerberg
From the Departments of Epidemiology (B.S.F., B.J.H.v.K., R.G.W., A.H., M.G.M.H., M.A.I.), Radiology (B.S.F., B.J.H.v.K., M.G.M.H., M.A.I.), Neurology (R.G.W., P.J.K., M.A.I.), and Public Health (E.W.S.), Erasmus Medical Center, Rotterdam, the Netherlands; Division of Epidemiology and Biostatistics (E.S.), Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson; Department of Neurology (R.F.G.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (W.R.), Gillings School of Global Public Health, University of North Carolina, Chapel Hill; Department of Medicine, and Department of Epidemiology of Population Health (J.R.K.), Albert Einstein College of Medicine, Bronx, NY; Departments of Biostatistics (R.A.K.), Neurology (W.T.L.), and Epidemiology (W.T.L.), and Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services (B.M.P.), University of Washington, Seattle; Group Health Research Institute (B.M.P.), Group Health Cooperative, Seattle, WA; Departments of Medicine (Geriatrics) and Neurology (T.M.), University of Mississippi Medical Center, Jackson; Division of Epidemiology and Community Health (A.R.F.), University of Minnesota, Minneapolis; and Department of Health Policy and Management (M.G.M.H.), Harvard School of Public Health, Boston, MA.
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Peter J. Koudstaal
From the Departments of Epidemiology (B.S.F., B.J.H.v.K., R.G.W., A.H., M.G.M.H., M.A.I.), Radiology (B.S.F., B.J.H.v.K., M.G.M.H., M.A.I.), Neurology (R.G.W., P.J.K., M.A.I.), and Public Health (E.W.S.), Erasmus Medical Center, Rotterdam, the Netherlands; Division of Epidemiology and Biostatistics (E.S.), Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson; Department of Neurology (R.F.G.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (W.R.), Gillings School of Global Public Health, University of North Carolina, Chapel Hill; Department of Medicine, and Department of Epidemiology of Population Health (J.R.K.), Albert Einstein College of Medicine, Bronx, NY; Departments of Biostatistics (R.A.K.), Neurology (W.T.L.), and Epidemiology (W.T.L.), and Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services (B.M.P.), University of Washington, Seattle; Group Health Research Institute (B.M.P.), Group Health Cooperative, Seattle, WA; Departments of Medicine (Geriatrics) and Neurology (T.M.), University of Mississippi Medical Center, Jackson; Division of Epidemiology and Community Health (A.R.F.), University of Minnesota, Minneapolis; and Department of Health Policy and Management (M.G.M.H.), Harvard School of Public Health, Boston, MA.
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Albert Hofman
From the Departments of Epidemiology (B.S.F., B.J.H.v.K., R.G.W., A.H., M.G.M.H., M.A.I.), Radiology (B.S.F., B.J.H.v.K., M.G.M.H., M.A.I.), Neurology (R.G.W., P.J.K., M.A.I.), and Public Health (E.W.S.), Erasmus Medical Center, Rotterdam, the Netherlands; Division of Epidemiology and Biostatistics (E.S.), Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson; Department of Neurology (R.F.G.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (W.R.), Gillings School of Global Public Health, University of North Carolina, Chapel Hill; Department of Medicine, and Department of Epidemiology of Population Health (J.R.K.), Albert Einstein College of Medicine, Bronx, NY; Departments of Biostatistics (R.A.K.), Neurology (W.T.L.), and Epidemiology (W.T.L.), and Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services (B.M.P.), University of Washington, Seattle; Group Health Research Institute (B.M.P.), Group Health Cooperative, Seattle, WA; Departments of Medicine (Geriatrics) and Neurology (T.M.), University of Mississippi Medical Center, Jackson; Division of Epidemiology and Community Health (A.R.F.), University of Minnesota, Minneapolis; and Department of Health Policy and Management (M.G.M.H.), Harvard School of Public Health, Boston, MA.
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Eyal Shahar
From the Departments of Epidemiology (B.S.F., B.J.H.v.K., R.G.W., A.H., M.G.M.H., M.A.I.), Radiology (B.S.F., B.J.H.v.K., M.G.M.H., M.A.I.), Neurology (R.G.W., P.J.K., M.A.I.), and Public Health (E.W.S.), Erasmus Medical Center, Rotterdam, the Netherlands; Division of Epidemiology and Biostatistics (E.S.), Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson; Department of Neurology (R.F.G.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (W.R.), Gillings School of Global Public Health, University of North Carolina, Chapel Hill; Department of Medicine, and Department of Epidemiology of Population Health (J.R.K.), Albert Einstein College of Medicine, Bronx, NY; Departments of Biostatistics (R.A.K.), Neurology (W.T.L.), and Epidemiology (W.T.L.), and Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services (B.M.P.), University of Washington, Seattle; Group Health Research Institute (B.M.P.), Group Health Cooperative, Seattle, WA; Departments of Medicine (Geriatrics) and Neurology (T.M.), University of Mississippi Medical Center, Jackson; Division of Epidemiology and Community Health (A.R.F.), University of Minnesota, Minneapolis; and Department of Health Policy and Management (M.G.M.H.), Harvard School of Public Health, Boston, MA.
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Rebecca F. Gottesman
From the Departments of Epidemiology (B.S.F., B.J.H.v.K., R.G.W., A.H., M.G.M.H., M.A.I.), Radiology (B.S.F., B.J.H.v.K., M.G.M.H., M.A.I.), Neurology (R.G.W., P.J.K., M.A.I.), and Public Health (E.W.S.), Erasmus Medical Center, Rotterdam, the Netherlands; Division of Epidemiology and Biostatistics (E.S.), Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson; Department of Neurology (R.F.G.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (W.R.), Gillings School of Global Public Health, University of North Carolina, Chapel Hill; Department of Medicine, and Department of Epidemiology of Population Health (J.R.K.), Albert Einstein College of Medicine, Bronx, NY; Departments of Biostatistics (R.A.K.), Neurology (W.T.L.), and Epidemiology (W.T.L.), and Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services (B.M.P.), University of Washington, Seattle; Group Health Research Institute (B.M.P.), Group Health Cooperative, Seattle, WA; Departments of Medicine (Geriatrics) and Neurology (T.M.), University of Mississippi Medical Center, Jackson; Division of Epidemiology and Community Health (A.R.F.), University of Minnesota, Minneapolis; and Department of Health Policy and Management (M.G.M.H.), Harvard School of Public Health, Boston, MA.
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Wayne Rosamond
From the Departments of Epidemiology (B.S.F., B.J.H.v.K., R.G.W., A.H., M.G.M.H., M.A.I.), Radiology (B.S.F., B.J.H.v.K., M.G.M.H., M.A.I.), Neurology (R.G.W., P.J.K., M.A.I.), and Public Health (E.W.S.), Erasmus Medical Center, Rotterdam, the Netherlands; Division of Epidemiology and Biostatistics (E.S.), Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson; Department of Neurology (R.F.G.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (W.R.), Gillings School of Global Public Health, University of North Carolina, Chapel Hill; Department of Medicine, and Department of Epidemiology of Population Health (J.R.K.), Albert Einstein College of Medicine, Bronx, NY; Departments of Biostatistics (R.A.K.), Neurology (W.T.L.), and Epidemiology (W.T.L.), and Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services (B.M.P.), University of Washington, Seattle; Group Health Research Institute (B.M.P.), Group Health Cooperative, Seattle, WA; Departments of Medicine (Geriatrics) and Neurology (T.M.), University of Mississippi Medical Center, Jackson; Division of Epidemiology and Community Health (A.R.F.), University of Minnesota, Minneapolis; and Department of Health Policy and Management (M.G.M.H.), Harvard School of Public Health, Boston, MA.
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Jorge R. Kizer
From the Departments of Epidemiology (B.S.F., B.J.H.v.K., R.G.W., A.H., M.G.M.H., M.A.I.), Radiology (B.S.F., B.J.H.v.K., M.G.M.H., M.A.I.), Neurology (R.G.W., P.J.K., M.A.I.), and Public Health (E.W.S.), Erasmus Medical Center, Rotterdam, the Netherlands; Division of Epidemiology and Biostatistics (E.S.), Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson; Department of Neurology (R.F.G.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (W.R.), Gillings School of Global Public Health, University of North Carolina, Chapel Hill; Department of Medicine, and Department of Epidemiology of Population Health (J.R.K.), Albert Einstein College of Medicine, Bronx, NY; Departments of Biostatistics (R.A.K.), Neurology (W.T.L.), and Epidemiology (W.T.L.), and Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services (B.M.P.), University of Washington, Seattle; Group Health Research Institute (B.M.P.), Group Health Cooperative, Seattle, WA; Departments of Medicine (Geriatrics) and Neurology (T.M.), University of Mississippi Medical Center, Jackson; Division of Epidemiology and Community Health (A.R.F.), University of Minnesota, Minneapolis; and Department of Health Policy and Management (M.G.M.H.), Harvard School of Public Health, Boston, MA.
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Richard A. Kronmal
From the Departments of Epidemiology (B.S.F., B.J.H.v.K., R.G.W., A.H., M.G.M.H., M.A.I.), Radiology (B.S.F., B.J.H.v.K., M.G.M.H., M.A.I.), Neurology (R.G.W., P.J.K., M.A.I.), and Public Health (E.W.S.), Erasmus Medical Center, Rotterdam, the Netherlands; Division of Epidemiology and Biostatistics (E.S.), Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson; Department of Neurology (R.F.G.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (W.R.), Gillings School of Global Public Health, University of North Carolina, Chapel Hill; Department of Medicine, and Department of Epidemiology of Population Health (J.R.K.), Albert Einstein College of Medicine, Bronx, NY; Departments of Biostatistics (R.A.K.), Neurology (W.T.L.), and Epidemiology (W.T.L.), and Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services (B.M.P.), University of Washington, Seattle; Group Health Research Institute (B.M.P.), Group Health Cooperative, Seattle, WA; Departments of Medicine (Geriatrics) and Neurology (T.M.), University of Mississippi Medical Center, Jackson; Division of Epidemiology and Community Health (A.R.F.), University of Minnesota, Minneapolis; and Department of Health Policy and Management (M.G.M.H.), Harvard School of Public Health, Boston, MA.
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Bruce M. Psaty
From the Departments of Epidemiology (B.S.F., B.J.H.v.K., R.G.W., A.H., M.G.M.H., M.A.I.), Radiology (B.S.F., B.J.H.v.K., M.G.M.H., M.A.I.), Neurology (R.G.W., P.J.K., M.A.I.), and Public Health (E.W.S.), Erasmus Medical Center, Rotterdam, the Netherlands; Division of Epidemiology and Biostatistics (E.S.), Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson; Department of Neurology (R.F.G.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (W.R.), Gillings School of Global Public Health, University of North Carolina, Chapel Hill; Department of Medicine, and Department of Epidemiology of Population Health (J.R.K.), Albert Einstein College of Medicine, Bronx, NY; Departments of Biostatistics (R.A.K.), Neurology (W.T.L.), and Epidemiology (W.T.L.), and Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services (B.M.P.), University of Washington, Seattle; Group Health Research Institute (B.M.P.), Group Health Cooperative, Seattle, WA; Departments of Medicine (Geriatrics) and Neurology (T.M.), University of Mississippi Medical Center, Jackson; Division of Epidemiology and Community Health (A.R.F.), University of Minnesota, Minneapolis; and Department of Health Policy and Management (M.G.M.H.), Harvard School of Public Health, Boston, MA.
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W.T. Longstreth Jr
From the Departments of Epidemiology (B.S.F., B.J.H.v.K., R.G.W., A.H., M.G.M.H., M.A.I.), Radiology (B.S.F., B.J.H.v.K., M.G.M.H., M.A.I.), Neurology (R.G.W., P.J.K., M.A.I.), and Public Health (E.W.S.), Erasmus Medical Center, Rotterdam, the Netherlands; Division of Epidemiology and Biostatistics (E.S.), Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson; Department of Neurology (R.F.G.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (W.R.), Gillings School of Global Public Health, University of North Carolina, Chapel Hill; Department of Medicine, and Department of Epidemiology of Population Health (J.R.K.), Albert Einstein College of Medicine, Bronx, NY; Departments of Biostatistics (R.A.K.), Neurology (W.T.L.), and Epidemiology (W.T.L.), and Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services (B.M.P.), University of Washington, Seattle; Group Health Research Institute (B.M.P.), Group Health Cooperative, Seattle, WA; Departments of Medicine (Geriatrics) and Neurology (T.M.), University of Mississippi Medical Center, Jackson; Division of Epidemiology and Community Health (A.R.F.), University of Minnesota, Minneapolis; and Department of Health Policy and Management (M.G.M.H.), Harvard School of Public Health, Boston, MA.
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Thomas Mosley
From the Departments of Epidemiology (B.S.F., B.J.H.v.K., R.G.W., A.H., M.G.M.H., M.A.I.), Radiology (B.S.F., B.J.H.v.K., M.G.M.H., M.A.I.), Neurology (R.G.W., P.J.K., M.A.I.), and Public Health (E.W.S.), Erasmus Medical Center, Rotterdam, the Netherlands; Division of Epidemiology and Biostatistics (E.S.), Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson; Department of Neurology (R.F.G.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (W.R.), Gillings School of Global Public Health, University of North Carolina, Chapel Hill; Department of Medicine, and Department of Epidemiology of Population Health (J.R.K.), Albert Einstein College of Medicine, Bronx, NY; Departments of Biostatistics (R.A.K.), Neurology (W.T.L.), and Epidemiology (W.T.L.), and Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services (B.M.P.), University of Washington, Seattle; Group Health Research Institute (B.M.P.), Group Health Cooperative, Seattle, WA; Departments of Medicine (Geriatrics) and Neurology (T.M.), University of Mississippi Medical Center, Jackson; Division of Epidemiology and Community Health (A.R.F.), University of Minnesota, Minneapolis; and Department of Health Policy and Management (M.G.M.H.), Harvard School of Public Health, Boston, MA.
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Aaron R. Folsom
From the Departments of Epidemiology (B.S.F., B.J.H.v.K., R.G.W., A.H., M.G.M.H., M.A.I.), Radiology (B.S.F., B.J.H.v.K., M.G.M.H., M.A.I.), Neurology (R.G.W., P.J.K., M.A.I.), and Public Health (E.W.S.), Erasmus Medical Center, Rotterdam, the Netherlands; Division of Epidemiology and Biostatistics (E.S.), Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson; Department of Neurology (R.F.G.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (W.R.), Gillings School of Global Public Health, University of North Carolina, Chapel Hill; Department of Medicine, and Department of Epidemiology of Population Health (J.R.K.), Albert Einstein College of Medicine, Bronx, NY; Departments of Biostatistics (R.A.K.), Neurology (W.T.L.), and Epidemiology (W.T.L.), and Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services (B.M.P.), University of Washington, Seattle; Group Health Research Institute (B.M.P.), Group Health Cooperative, Seattle, WA; Departments of Medicine (Geriatrics) and Neurology (T.M.), University of Mississippi Medical Center, Jackson; Division of Epidemiology and Community Health (A.R.F.), University of Minnesota, Minneapolis; and Department of Health Policy and Management (M.G.M.H.), Harvard School of Public Health, Boston, MA.
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M.G. Myriam Hunink
From the Departments of Epidemiology (B.S.F., B.J.H.v.K., R.G.W., A.H., M.G.M.H., M.A.I.), Radiology (B.S.F., B.J.H.v.K., M.G.M.H., M.A.I.), Neurology (R.G.W., P.J.K., M.A.I.), and Public Health (E.W.S.), Erasmus Medical Center, Rotterdam, the Netherlands; Division of Epidemiology and Biostatistics (E.S.), Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson; Department of Neurology (R.F.G.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (W.R.), Gillings School of Global Public Health, University of North Carolina, Chapel Hill; Department of Medicine, and Department of Epidemiology of Population Health (J.R.K.), Albert Einstein College of Medicine, Bronx, NY; Departments of Biostatistics (R.A.K.), Neurology (W.T.L.), and Epidemiology (W.T.L.), and Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services (B.M.P.), University of Washington, Seattle; Group Health Research Institute (B.M.P.), Group Health Cooperative, Seattle, WA; Departments of Medicine (Geriatrics) and Neurology (T.M.), University of Mississippi Medical Center, Jackson; Division of Epidemiology and Community Health (A.R.F.), University of Minnesota, Minneapolis; and Department of Health Policy and Management (M.G.M.H.), Harvard School of Public Health, Boston, MA.
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M. Arfan Ikram
From the Departments of Epidemiology (B.S.F., B.J.H.v.K., R.G.W., A.H., M.G.M.H., M.A.I.), Radiology (B.S.F., B.J.H.v.K., M.G.M.H., M.A.I.), Neurology (R.G.W., P.J.K., M.A.I.), and Public Health (E.W.S.), Erasmus Medical Center, Rotterdam, the Netherlands; Division of Epidemiology and Biostatistics (E.S.), Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson; Department of Neurology (R.F.G.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (W.R.), Gillings School of Global Public Health, University of North Carolina, Chapel Hill; Department of Medicine, and Department of Epidemiology of Population Health (J.R.K.), Albert Einstein College of Medicine, Bronx, NY; Departments of Biostatistics (R.A.K.), Neurology (W.T.L.), and Epidemiology (W.T.L.), and Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services (B.M.P.), University of Washington, Seattle; Group Health Research Institute (B.M.P.), Group Health Cooperative, Seattle, WA; Departments of Medicine (Geriatrics) and Neurology (T.M.), University of Mississippi Medical Center, Jackson; Division of Epidemiology and Community Health (A.R.F.), University of Minnesota, Minneapolis; and Department of Health Policy and Management (M.G.M.H.), Harvard School of Public Health, Boston, MA.
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Full PDF
Citation
Separate prediction of intracerebral hemorrhage and ischemic stroke
Bart S. Ferket, Bob J.H. van Kempen, Renske G. Wieberdink, Ewout W. Steyerberg, Peter J. Koudstaal, Albert Hofman, Eyal Shahar, Rebecca F. Gottesman, Wayne Rosamond, Jorge R. Kizer, Richard A. Kronmal, Bruce M. Psaty, W.T. Longstreth, Thomas Mosley, Aaron R. Folsom, M.G. Myriam Hunink, M. Arfan Ikram
Neurology May 2014, 82 (20) 1804-1812; DOI: 10.1212/WNL.0000000000000427

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Abstract

Objectives: To develop and validate 10-year cumulative incidence functions of intracerebral hemorrhage (ICH) and ischemic stroke (IS).

Methods: We used data on 27,493 participants from 3 population-based cohort studies: the Atherosclerosis Risk in Communities Study, median age 54 years, 45% male, median follow-up 20.7 years; the Rotterdam Study, median age 68 years, 38% male, median follow-up 14.3 years; and the Cardiovascular Health Study, median age 71 years, 41% male, median follow-up 12.8 years. Among these participants, 325 ICH events, 2,559 IS events, and 9,909 nonstroke deaths occurred. We developed 10-year cumulative incidence functions for ICH and IS using stratified Cox regression and competing risks analysis. Basic models including only established nonlaboratory risk factors were extended with diastolic blood pressure, total cholesterol/high-density lipoprotein cholesterol ratio, body mass index, waist-to-hip ratio, and glomerular filtration rate. The cumulative incidence functions' performances were cross-validated in each cohort separately by Harrell C-statistic and calibration plots.

Results: High total cholesterol/high-density lipoprotein cholesterol ratio decreased the ICH rates but increased IS rates (p for difference across stroke types <0.001). For both the ICH and IS models, C statistics increased more by model extension in the Atherosclerosis Risk in Communities and Cardiovascular Health Study cohorts. Improvements in C statistics were reproduced by cross-validation. Models were well calibrated in all cohorts. Correlations between 10-year ICH and IS risks were moderate in each cohort.

Conclusions: We developed and cross-validated cumulative incidence functions for separate prediction of 10-year ICH and IS risk. These functions can be useful to further specify an individual's stroke risk.

GLOSSARY

ARIC=
Atherosclerosis Risk in Communities;
BMI=
body mass index;
CHS=
Cardiovascular Health Study;
CI=
confidence interval;
HDL-C=
high-density lipoprotein cholesterol;
HR=
hazard ratio;
ICH=
intracerebral hemorrhage;
IS=
ischemic stroke

Footnotes

  • Go to Neurology.org for full disclosures. Funding information and disclosures deemed relevant by the authors, if any, are provided at the end of the article.

  • Supplemental data at Neurology.org

  • Received August 5, 2013.
  • Accepted in final form February 19, 2014.
  • © 2014 American Academy of Neurology
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  • Cohort studies
  • Infarction
  • Intracerebral hemorrhage
  • Risk factors in epidemiology
  • Stroke prevention

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