Simulation for Predicting Effectiveness and Safety of New Cardiovascular Drugs in Routine Care Populations

Clin Pharmacol Ther. 2018 Nov;104(5):1008-1015. doi: 10.1002/cpt.1045. Epub 2018 Mar 8.

Abstract

In the presence of heterogeneity of treatment effect (HTE), the average treatment effect from a randomized controlled trial (RCT) may not be applicable to different patients, such as those in observational settings. Our objective was to develop a novel approach that uses individual-level simulation to expand RCT results to target patient populations in the presence of HTE. For this purpose, we compared the results of the Randomized Evaluation of Long-Term Anticoagulation Therapy (RE-LY) trial, and two observational studies that compared benefits and risks of dabigatran to warfarin in patients with atrial fibrillation. We developed a simulation model that replicates the rates of ischemic stroke and major bleeding observed in RE-LY using published outcome risk models and participants' baseline characteristics. We used our validated simulation model to predict what the results of the RCT would have been had it been conducted in populations similar to those in the observational studies.

MeSH terms

  • Aged
  • Aged, 80 and over
  • Anticoagulants / adverse effects
  • Anticoagulants / therapeutic use*
  • Antithrombins / adverse effects
  • Antithrombins / therapeutic use*
  • Atrial Fibrillation / blood
  • Atrial Fibrillation / drug therapy*
  • Atrial Fibrillation / epidemiology
  • Brain Ischemia / blood
  • Brain Ischemia / epidemiology
  • Brain Ischemia / prevention & control*
  • Computer Simulation*
  • Dabigatran / adverse effects
  • Dabigatran / therapeutic use*
  • Female
  • Hemorrhage / chemically induced
  • Hemorrhage / epidemiology
  • Humans
  • Incidence
  • Male
  • Models, Biological*
  • Observational Studies as Topic
  • Randomized Controlled Trials as Topic
  • Risk Assessment
  • Risk Factors
  • Stroke / blood
  • Stroke / epidemiology
  • Stroke / prevention & control*
  • Time Factors
  • Treatment Outcome
  • Warfarin / adverse effects
  • Warfarin / therapeutic use*

Substances

  • Anticoagulants
  • Antithrombins
  • Warfarin
  • Dabigatran