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April 1, 2002Stroke

Predicting Outcome After Acute and Subacute Stroke

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Authors

CCCarl CounsellUniversity of AberdeenMDMartin DennisOslo University HospitalMMM. McDowallValley Hospital

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Implication

Cohort study reveals six basic clinical variables accurately predict survival and disability after stroke, indicating strong utility for trial stratification.

Key Points

  • To develop and externally validate regression models that predict 30-day survival and 6-month functional independence following acute and subacute stroke.
  • Derived prognostic regression models with varying complexity using predictor variables collected within 30 days of onset in 530 stroke incidence patients.
  • Externally validated models on two independent cohorts of stroke patients (N=538 and N=1330).
  • Evaluated model performance using calibration plots and the area under the receiver operating characteristic curve (AUC).
  • A simple model containing six clinical variables (age, living alone, pre-stroke daily living independence, verbal Glasgow Coma Scale, arm power, and walking ability) matched complex models, achieving AUCs of 0.84 to 0.88.
  • Models demonstrated good overall calibration but showed overoptimism in patients with the highest predicted probabilities of functional independence.
  • Discriminative performance remained consistent across stroke subtypes (ischemic vs. hemorrhagic), timing of assessment (<48 hours vs. later), and history of prior stroke.

Cite This Study

Counsell et al. (2002) studied this question.

synapsesocial.com/papers/6a167e855deceb32b76560e3https://doi.org/10.1161/hs0402.105909
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Long-term survival after first-ever stroke: the Oxfordshire Community Stroke Project.1993 · 572 citations
  2. 2Clinical prediction rules. A review and suggested modifications of methodological standards1997 · 1,091 citations
  3. 3Comparing the Areas under Two or More Correlated Receiver Operating Characteristic Curves: A Nonparametric Approach1988 · 23,113 citations
  4. 4Predicting functional outcome following acute stroke using a standard clinical examination.1982 · 221 citations
  5. 5The principle of parsimony: Glasgow Coma Scale score predicts mortality as well as the APACHE II score for stroke patients.1990 · 42 citations