Development and external validation of a prognostic model for ischaemic stroke after surgery

Br J Anaesth. 2021 Nov;127(5):713-721. doi: 10.1016/j.bja.2021.05.035. Epub 2021 Jul 22.

Abstract

Background: There is an under-recognised patient cohort at elevated risk of postoperative ischaemic stroke. We aimed to develop and validate a prognostic model for the identification of such patients at high risk of ischaemic stroke within 1 yr after noncardiac surgery.

Methods: This was a hospital registry study of adult patients undergoing noncardiac surgery between 2005 and 2017 at two independent healthcare networks in Massachusetts, USA without a preoperative indication for therapeutic anticoagulation. Logistic regression was used to fit a model from a priori defined candidate predictors for the outcome 1 yr postoperative ischaemic stroke. To enhance clinical applicability, the model was simplified to a scoring system and externally validated.

Results: In the development (n=107 756) and validation (n=141 724) cohorts, 1.4% and 0.5% of patients had an ischaemic stroke up to 1 yr postoperatively. The final model included 13 variables (patient characteristics, comorbidities, procedural factors), considering sub-models conditional on a previous history of ischaemic stroke. Areas under the curve were 0.89 (95% confidence interval 0.89-0.90) and 0.88 (95% confidence interval 0.86-0.89) in the development and validation cohorts. Decision curve analysis indicated positive net benefits superior to other prediction instruments.

Conclusions: Stroke after surgery (STRAS) screening can reliably identify patients with a high risk for ischaemic stroke during the first year after surgery. A STRAS-guided risk stratification may inform the recruitment to future randomised trials testing the efficacy of treatments for the prevention of postoperative ischaemic stroke.

Keywords: anticoagulation; ischaemic stroke; prognostic factor; stroke prevention; surgery.

Publication types

  • Multicenter Study
  • Validation Study

MeSH terms

  • Adolescent
  • Adult
  • Aged
  • Aged, 80 and over
  • Cohort Studies
  • Female
  • Follow-Up Studies
  • Humans
  • Ischemic Stroke / epidemiology*
  • Ischemic Stroke / etiology
  • Logistic Models
  • Male
  • Massachusetts
  • Middle Aged
  • Models, Statistical*
  • Postoperative Complications / epidemiology*
  • Prognosis
  • Risk Assessment / methods
  • Surgical Procedures, Operative / adverse effects*
  • Surgical Procedures, Operative / methods
  • Young Adult