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Digital twins, synthetic patient data, and in-silico trials: can they empower paediatric clinical trials?
Mohan Pammi1, Prakesh S Shah2, Liu K Yang3
1Department of Pediatrics, Baylor College of Medicine and Texas Children's Hospital, Houston, TX, USA.
Insights
Virtual patient data can enhance pediatric clinical trials by reducing patient exposure to risky interventions and speeding up drug approvals. Addressing ethical concerns is crucial for widespread adoption of these digital health innovations.
Area of Science:
- Digital health innovations
- Clinical trial methodology
- Pediatric research
Background:
- Paediatric clinical trials often face early discontinuation due to low patient enrollment, leading to inadequate statistical power.
- Current trial limitations include high costs and potential exposure of children to unproven therapies.
- Advances in digital health offer alternatives like digital twins, synthetic patient data, and in-silico trials.
Purpose of the Study:
- To propose the integration of virtual patient data in paediatric clinical trials.
- To highlight the potential benefits of using digital innovations to empower paediatric research.
- To address the challenges and ethical considerations associated with virtual patient data adoption.
Main Methods:
- This viewpoint discusses the application of virtual patient data, including digital twins, synthetic data, and in-silico trials.
- It explores how these digital tools can be leveraged within the context of paediatric research.
- The authors review the advantages and potential drawbacks of incorporating virtual patient data.
Main Results:
- Virtual patient data can decrease children's exposure to potentially ineffective or risky interventions.
- Utilizing virtual data can shorten trial durations, enabling faster assessment of intervention safety and effectiveness.
- This approach may lead to more personalized treatments, reduced costs, and accelerated drug approvals for paediatric populations.
Conclusions:
- Virtual patient data offers significant advantages for paediatric clinical trials, including enhanced efficiency and safety.
- Widespread adoption requires careful consideration and resolution of ethical and regulatory issues, such as data privacy and security.
- Ensuring the safety and sustainability of digital data innovations is paramount before their broad implementation.
Abstract:
Randomised controlled trials are the gold standard to assess the effectiveness and safety of clinical interventions; however, many paediatric trials are discontinued early due to challenges in patient enrolment. Hence, most paediatric clinical trials suffer from lack of adequate power. Additionally, trials are expensive and might expose patients to unproven therapies. Alternatives to overcome these issues using virtual patient data-namely, digital twins, synthetic patient data, and in-silico trials-are now possible due to rapid advances in digital health-care tools and interventions. However, such digital innovations have been rarely used in paediatric trials. In this Viewpoint, we propose using virtual patient data to empower paediatric trials. The use of virtual patient data has the advantages of decreased exposure of children to potentially ineffective or risky interventions, shorter trial durations leading to more rapid ascertainment of safety and effectiveness of interventions, and faster drug approvals. Use of virtual patient data could lead to more personalised treatment options with low costs and could result in faster clinical implementation of interventions in children. However, ethical and regulatory concerns, including replacing humans with digital data, data privacy, and security should be addressed and the safety and sustainability of digital data innovation ensured before virtual patient data are adopted widely.
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