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Updated: Feb 7, 2026

In Silico Clinical Trials for Cardiovascular Disease
Published on: May 27, 2022
Planning a future randomized clinical trial based on a network of relevant past trials
Georgia Salanti1, Adriani Nikolakopoulou2, Alex J Sutton3
1Institute of Social and Preventive Medicine (ISPM), University of Bern, Bern, Switzerland. georgia.salanti@ispm.unibe.ch.
Background:
The important role of network meta-analysis of randomized clinical trials in health technology assessment and guideline development is increasingly recognized. This approach has the potential to obtain conclusive results earlier than with new standalone trials or conventional, pairwise meta-analyses.
Methods:
Network meta-analyses can also be used to plan future trials. We introduce a four-step framework that aims to identify the optimal design for a new trial that will update the existing evidence while minimizing the required sample size. The new trial designed within this framework does not need to include all competing interventions and comparisons of interest and can contribute direct and indirect evidence to the updated network meta-analysis. We present the method by virtually planning a new trial to compare biologics in rheumatoid arthritis and a new trial to compare two drugs for relapsing-remitting multiple sclerosis.
Results:
A trial design based on updating the evidence from a network meta-analysis of relevant previous trials may require a considerably smaller sample size to reach the same conclusion compared with a trial designed and analyzed in isolation. Challenges of the approach include the complexity of the methodology and the need for a coherent network meta-analysis of previous trials with little heterogeneity.
Conclusions:
When used judiciously, conditional trial design could significantly reduce the required resources for a new study and prevent experimentation with an unnecessarily large number of participants.
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