The START nomogram for individualized prediction of the probability of unfavorable outcome after intravenous thrombolysis for stroke

Int J Stroke. 2018 Oct;13(7):700-706. doi: 10.1177/1747493018765490. Epub 2018 Mar 15.

Abstract

Background and purpose The nomogram is an important component of modern medical decision-making, which calculates the probability of an event entirely based on individual characteristics. We aimed to develop and validate a nomogram for individualized prediction of the probability of unfavorable outcome in intravenous thrombolysis-treated stroke patients included in the large multicenter Safe Implementation of Thrombolysis in Stroke-International Stroke Thrombolysis Register. Methods All patients registered in the Safe Implementation of Thrombolysis in Stroke-International Stroke Thrombolysis Register by 179 Italian centers between May 2001 and March 2016 were originally included. The main outcome measure was three-month unfavorable outcome (modified Rankin Scale 3-6). Four non-categorical predictors of unfavorable outcome (baseline National Institutes of Health (NIH) Stroke Scale score: 0-25, age ≥18 years, pre-stroke modified Rankin Scale score: 0-2, and onset-to-treatment time: 0-270 min) were identified a-priori by three neurologists with expertise in the management of stroke. To generate the NIHSS STroke Scale score, Age, pre-stroke mRS score, onset-to-treatment Time (START), the pre-established predictors were entered into a logistic regression model. The discriminative performance of the model was assessed using the area under the receiver operating characteristic curve. Results A total of 15,862 patients with complete data for generating the START was randomly dichotomized into training (2/3, n = 10,574) and test (1/3, n = 5288) sets. The area under the receiver operating characteristic curve of START was 0.800 (95% confidence interval: 0.792-0.809) in the training set and 0.815 (95% confidence interval: 0.804-0.822) in the test set. Conclusions By using a limited number of non-categorical predictors, the START is the first nomogram developed and validated in a large Safe Implementation of Thrombolysis in Stroke-International Stroke Thrombolysis Register cohort, which reliably calculates the probability of unfavorable outcome in intravenous thrombolysis-treated stroke patients.

Keywords: Thrombolysis; nomogram; outcome; prognosis; recombinant tissue plasminogen activator (rtPA); stroke.

Publication types

  • Multicenter Study
  • Validation Study

MeSH terms

  • Administration, Intravenous
  • Area Under Curve
  • Cohort Studies
  • Fibrinolytic Agents / therapeutic use
  • Humans
  • Nomograms*
  • Precision Medicine* / methods
  • Probability
  • ROC Curve
  • Stroke / diagnosis*
  • Stroke / drug therapy*
  • Thrombolytic Therapy*
  • Tissue Plasminogen Activator / therapeutic use
  • Treatment Outcome

Substances

  • Fibrinolytic Agents
  • Tissue Plasminogen Activator