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Updated: Jan 23, 2026

In Silico Clinical Trials for Cardiovascular Disease
Published on: May 27, 2022
Technical Note: In silico imaging tools from the VICTRE clinical trial.
Diksha Sharma1, Christian G Graff1, Andreu Badal1
1Division of Imaging, Diagnostics, and Software Reliability, OSEL/CDRH, US Food and Drug Administration, Silver Spring, MD, USA.
The Virtual Clinical Trial for Regulatory Evaluation (VICTRE) offers open-source software tools for conducting faster, cheaper in silico imaging clinical trials. These tools enable the creation and execution of virtual trials for regulatory evaluation.
Area of Science:
- Medical imaging
- Computational biology
- Regulatory science
Background:
- In silico imaging clinical trials offer a cost-effective and time-efficient alternative to traditional human trials for regulatory evaluation.
- The Virtual Clinical Trial for Regulatory Evaluation (VICTRE) project developed a computational pipeline to replicate traditional trials.
Purpose of the Study:
- To describe the in silico imaging software tools used in the VICTRE project.
- To present a computational pipeline for in silico imaging clinical trials.
Main Methods:
- Development of digital breast models with procedural generation for normal anatomy.
- Insertion of lesions into breast models and simulation of imaging using GPU-accelerated Monte Carlo methods.
- Image interpretation models were used to analyze simulated images for lesion detection.
Main Results:
- An open-source collection of in silico tools for conducting imaging clinical trials was developed.
- All tools and source codes are freely available for public use.
Conclusions:
- The VICTRE project provides open-source tools that facilitate the design and execution of in silico imaging clinical trials.
- The computational pipeline can be utilized as a complete imaging chain, modified for different trial designs, or used as independent components.
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