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Drug Repurposing Hypothesis Generation Using the "RE:fine Drugs" System
Published on: December 11, 2016
What phases of the drug development framework can epidemiological studies emulate?
Stephen Burgess1,2, Benjamin Woolf1,3,4, Emily Bassett1
1Medical Research Council Biostatistics Unit, University of Cambridge, Cambridge, United Kingdom.
Target trial emulation frames research questions as hypothetical clinical trials, protecting against bias. Early-phase trials offer proof-of-concept, while late-phase trials provide precise causal estimates for interventions.
Area of Science:
- Epidemiology
- Clinical Trial Design
Background:
- Target trial emulation is a framework for causal inference.
- It aims to mitigate bias in observational studies by mimicking randomized controlled trials.
- Understanding which trial phases are suitable for emulation is crucial.
Purpose of the Study:
- To explore the applicability of target trial emulation across different phases of clinical research.
- To differentiate the goals and estimands of early-phase versus late-phase target trials.
- To discuss the trade-offs between validity and applicability in causal inference.
Main Methods:
- Conceptual analysis of target trial emulation.
- Comparison of early-phase (Phase 2 or earlier) and late-phase (Phase 3 or 4) trial objectives.
- Discussion of natural experiments within the target trial emulation framework.
Main Results:
- Late-phase target trials aim for precise causal estimates of interventions as implemented.
- Early-phase target trials provide proof-of-concept on intervention effects, but may not reflect practical application.
- Natural experiments, when emulated as early-phase trials, may yield valid but less applicable findings.
Conclusions:
- Target trial emulation can protect against various biases, though not confounding.
- The choice between early-phase and late-phase emulation depends on the research question and desired estimand.
- Prioritizing validity over applicability is often preferable in causal inference, especially when dealing with natural experiments.
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