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A risk score for in-hospital death in patients admitted with ischemic or hemorrhagic stroke.

Publication ,  Journal Article
Smith, EE; Shobha, N; Dai, D; Olson, DM; Reeves, MJ; Saver, JL; Hernandez, AF; Peterson, ED; Fonarow, GC; Schwamm, LH
Published in: J Am Heart Assoc
January 28, 2013

BACKGROUND: We aimed to derive and validate a single risk score for predicting death from ischemic stroke (IS), intracerebral hemorrhage (ICH), and subarachnoid hemorrhage (SAH). METHODS AND RESULTS: Data from 333 865 stroke patients (IS, 82.4%; ICH, 11.2%; SAH, 2.6%; uncertain type, 3.8%) in the Get With The Guidelines-Stroke database were used. In-hospital mortality varied greatly according to stroke type (IS, 5.5%; ICH, 27.2%; SAH, 25.1%; unknown type, 6.0%; P<0.001). The patients were randomly divided into derivation (60%) and validation (40%) samples. Logistic regression was used to determine the independent predictors of mortality and to assign point scores for a prediction model in the overall population and in the subset with the National Institutes of Health Stroke Scale (NIHSS) recorded (37.1%). The c statistic, a measure of how well the models discriminate the risk of death, was 0.78 in the overall validation sample and 0.86 in the model including NIHSS. The model with NIHSS performed nearly as well in each stroke type as in the overall model including all types (c statistics for IS alone, 0.85; for ICH alone, 0.83; for SAH alone, 0.83; uncertain type alone, 0.86). The calibration of the model was excellent, as demonstrated by plots of observed versus predicted mortality. CONCLUSIONS: A single prediction score for all stroke types can be used to predict risk of in-hospital death following stroke admission. Incorporation of NIHSS information substantially improves this predictive accuracy.

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Published In

J Am Heart Assoc

DOI

EISSN

2047-9980

Publication Date

January 28, 2013

Volume

2

Issue

1

Start / End Page

e005207

Location

England

Related Subject Headings

  • United States
  • Subarachnoid Hemorrhage
  • Stroke
  • Severity of Illness Index
  • Risk Factors
  • Risk Assessment
  • Reproducibility of Results
  • Registries
  • Predictive Value of Tests
  • Multivariate Analysis
 

Citation

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Smith, E. E., Shobha, N., Dai, D., Olson, D. M., Reeves, M. J., Saver, J. L., … Schwamm, L. H. (2013). A risk score for in-hospital death in patients admitted with ischemic or hemorrhagic stroke. J Am Heart Assoc, 2(1), e005207. https://doi.org/10.1161/JAHA.112.005207
Smith, Eric E., Nandavar Shobha, David Dai, DaiWai M. Olson, Mathew J. Reeves, Jeffrey L. Saver, Adrian F. Hernandez, Eric D. Peterson, Gregg C. Fonarow, and Lee H. Schwamm. “A risk score for in-hospital death in patients admitted with ischemic or hemorrhagic stroke.J Am Heart Assoc 2, no. 1 (January 28, 2013): e005207. https://doi.org/10.1161/JAHA.112.005207.
Smith EE, Shobha N, Dai D, Olson DM, Reeves MJ, Saver JL, et al. A risk score for in-hospital death in patients admitted with ischemic or hemorrhagic stroke. J Am Heart Assoc. 2013 Jan 28;2(1):e005207.
Smith, Eric E., et al. “A risk score for in-hospital death in patients admitted with ischemic or hemorrhagic stroke.J Am Heart Assoc, vol. 2, no. 1, Jan. 2013, p. e005207. Pubmed, doi:10.1161/JAHA.112.005207.
Smith EE, Shobha N, Dai D, Olson DM, Reeves MJ, Saver JL, Hernandez AF, Peterson ED, Fonarow GC, Schwamm LH. A risk score for in-hospital death in patients admitted with ischemic or hemorrhagic stroke. J Am Heart Assoc. 2013 Jan 28;2(1):e005207.
Journal cover image

Published In

J Am Heart Assoc

DOI

EISSN

2047-9980

Publication Date

January 28, 2013

Volume

2

Issue

1

Start / End Page

e005207

Location

England

Related Subject Headings

  • United States
  • Subarachnoid Hemorrhage
  • Stroke
  • Severity of Illness Index
  • Risk Factors
  • Risk Assessment
  • Reproducibility of Results
  • Registries
  • Predictive Value of Tests
  • Multivariate Analysis