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How to integrate external evidence into within trial
economic evaluations?
Mohsen Sadatsafavi MD, PhD
University of British Columbia
2015.04.13
2
Conflict of Interest
No apparent or perceived conflict of interest
Received CIHR fellow-ship award for this work
All interpretations are my own
Our Team
Carlo Marra, Shawn Aaron, Stirling Bryan
3
Outline
• A novel method for incorporating external
evidence in economic evaluations
• Context in which it is applicable
• What it does
• A running example
• Pros + Cons + conclusions
4
Economic trials
as vehicles for evaluations
• Model-based evaluations
• Evidence is ‘parameterized’ and fed into a computer
program (mathematical function)
• simulation
• Trial-based evaluations
• Individuals are assigned to competing treatments and
their experiences is represented through cost and
effectiveness values
• (bivariate) statistical inference
• bootstrap as s popular paradigm
5
Issues with trial-based CEAs
 Failure to compare all available options
 A truncated time horizon
 Lack of relevance to the jurisdiction of
interest
 Failure to incorporate all evidence
 the most damning criticism
6
Context
An example: OPTIMAL trial in COPD
• Mono, double, and triple inhaler therapy in COPD (T1,
T2, T3)
• N=442
• Follow-up 1 year
• Primary outcome: exacerbation rate
• Prospective economic evaluation component
• Results
– RR of T2 v. T1: 1.01 (0.59 – 0.73)
– RR of T3 v. T1: 0.84 (0.47 – 1.49)
7
Context
OPTIMAL CEA
• Sequence of imputation, regression, outcome calculations
within a bootstrap envelope
8
Trialist versus economist
Treatment effects (RR=0.84, NS) ICER=243K
Pooled estimate
Regression-based methods Bootstrap methods
OPTIMAL trial
Trialist Economist
Decision maker
Welte et. al. T3 v. T1
RR=0.38 (0.28 – 0.57)
Meta-analyst
9
CONTEXT
Reconciling external evidence in RCT-based CEAs
Desist RCT-based CEA and resort to model-based evaluation
Switch to parametric Bayesian evidence synthesis
MCMC using WinBUGS (technical, lots of programing, model
convergence etc)
Stay with the bootstrap-based methods, incorporate external evidence
10
Methods
RCT-CEA without external evidence
11
Methods
RCT-CEA with external evidence
12
Results
Case study in COPD
13
Results
Case study in COPD
14
Conclusions
• Theoretically, possible to use trials as ‘vehicle’ for
evidence synthesis, yet avoid the ‘most damning criticism’
• Practically, with too many parameters, it can be
computationally prohibitive
• Best use is in sensitivity and secondary analyses
• What if we incorporate the results of the study by xyz?
• The experts in our team believe it is almost impossible
that chemo+radiation increases the risk of metastasis
->half-flat priors
Faculty
Mohsen Sadatsafavi
J Mark FitzGerald
Stirling Bryan
Larry Lynd
Research Staff
Hamid Tavakoli
Tania Conte
Roxanne Rousseau
Students
Zafar Zafari
Wenjia Chen
Thank You!
msafavi@mail.ubc.ca
Respiratory Evaluation Sciences Program (resp.med.ubc.ca)

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Cadth 2015 c2 panel.mohsen

  • 1. How to integrate external evidence into within trial economic evaluations? Mohsen Sadatsafavi MD, PhD University of British Columbia 2015.04.13
  • 2. 2 Conflict of Interest No apparent or perceived conflict of interest Received CIHR fellow-ship award for this work All interpretations are my own Our Team Carlo Marra, Shawn Aaron, Stirling Bryan
  • 3. 3 Outline • A novel method for incorporating external evidence in economic evaluations • Context in which it is applicable • What it does • A running example • Pros + Cons + conclusions
  • 4. 4 Economic trials as vehicles for evaluations • Model-based evaluations • Evidence is ‘parameterized’ and fed into a computer program (mathematical function) • simulation • Trial-based evaluations • Individuals are assigned to competing treatments and their experiences is represented through cost and effectiveness values • (bivariate) statistical inference • bootstrap as s popular paradigm
  • 5. 5 Issues with trial-based CEAs  Failure to compare all available options  A truncated time horizon  Lack of relevance to the jurisdiction of interest  Failure to incorporate all evidence  the most damning criticism
  • 6. 6 Context An example: OPTIMAL trial in COPD • Mono, double, and triple inhaler therapy in COPD (T1, T2, T3) • N=442 • Follow-up 1 year • Primary outcome: exacerbation rate • Prospective economic evaluation component • Results – RR of T2 v. T1: 1.01 (0.59 – 0.73) – RR of T3 v. T1: 0.84 (0.47 – 1.49)
  • 7. 7 Context OPTIMAL CEA • Sequence of imputation, regression, outcome calculations within a bootstrap envelope
  • 8. 8 Trialist versus economist Treatment effects (RR=0.84, NS) ICER=243K Pooled estimate Regression-based methods Bootstrap methods OPTIMAL trial Trialist Economist Decision maker Welte et. al. T3 v. T1 RR=0.38 (0.28 – 0.57) Meta-analyst
  • 9. 9 CONTEXT Reconciling external evidence in RCT-based CEAs Desist RCT-based CEA and resort to model-based evaluation Switch to parametric Bayesian evidence synthesis MCMC using WinBUGS (technical, lots of programing, model convergence etc) Stay with the bootstrap-based methods, incorporate external evidence
  • 14. 14 Conclusions • Theoretically, possible to use trials as ‘vehicle’ for evidence synthesis, yet avoid the ‘most damning criticism’ • Practically, with too many parameters, it can be computationally prohibitive • Best use is in sensitivity and secondary analyses • What if we incorporate the results of the study by xyz? • The experts in our team believe it is almost impossible that chemo+radiation increases the risk of metastasis ->half-flat priors
  • 15. Faculty Mohsen Sadatsafavi J Mark FitzGerald Stirling Bryan Larry Lynd Research Staff Hamid Tavakoli Tania Conte Roxanne Rousseau Students Zafar Zafari Wenjia Chen Thank You! msafavi@mail.ubc.ca Respiratory Evaluation Sciences Program (resp.med.ubc.ca)