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Updated: Dec 4, 2025

In Silico Clinical Trials for Cardiovascular Disease
Published on: May 27, 2022
An Introductory Overview of Image-Based Computational Modeling in Personalized Cardiovascular Medicine
Thanh Danh Nguyen1, Olufemi E Kadri1,2, Roman S Voronov1,3
1Otto H. York Department of Chemical and Materials Engineering, Newark College of Engineering, New Jersey Institute of Technology, Newark, NJ, United States.
Insights
Image-based modeling (IBM) offers a non-invasive approach to understanding cardiovascular diseases. This review explores IBM
Area of Science:
- Biomedical Engineering
- Computational Medicine
- Cardiovascular Research
Background:
- Cardiovascular diseases are the leading global cause of death, with limited understanding of underlying mechanisms.
- Current diagnostic and treatment testing methods are often invasive, hindering patient-specific research.
- Advancements in biomedical imaging and computer simulations enable new non-invasive approaches.
Purpose of the Study:
- To review the state-of-the-art and limitations of image-based modeling (IBM) in cardiovascular medicine.
- To explore the application of IBM for personalized cardiovascular investigations and treatments.
- To provide an accessible overview of IBM methods for a broader audience.
Main Methods:
- Discussion of three core physics models: electrophysiology, biomechanics, and hemodynamics within cardiovascular IBM.
- Review of imaging methods used to derive cardiac anatomy for patient-specific models.
- Explanation of the relationship between imaging data and modeling algorithms.
Main Results:
- IBM integrates imaging data with physics-based models for comprehensive cardiovascular analysis.
- The review covers the fundamental aspects of modeling approaches for accessibility.
- Identifies current limitations and areas for future development in cardiovascular IBM.
Conclusions:
- Image-based modeling holds significant potential to revolutionize non-invasive cardiovascular diagnosis.
- IBM facilitates virtual design and testing of treatments and assistive devices.
- Future evolution of IBM methods promises deeper insights into cardiovascular diseases.
Abstract:
Cardiovascular diseases account for the number one cause of deaths in the world. Part of the reason for such grim statistics is our limited understanding of the underlying mechanisms causing these devastating pathologies, which is made difficult by the invasiveness of the procedures associated with their diagnosis (e.g., inserting catheters into the coronal artery to measure blood flow to the heart). Likewise, it is also difficult to design and test assistive devices without implanting them in vivo. However, with the recent advancements made in biomedical scanning technologies and computer simulations, image-based modeling (IBM) has arisen as the next logical step in the evolution of non-invasive patient-specific cardiovascular medicine. Yet, due to its novelty, it is still relatively unknown outside of the niche field. Therefore, the goal of this manuscript is to review the current state-of-the-art and the limitations of the methods used in this area of research, as well as their applications to personalized cardiovascular investigations and treatments. Specifically, the modeling of three different physics - electrophysiology, biomechanics and hemodynamics - used in the cardiovascular IBM is discussed in the context of the physiology that each one of them describes and the mechanisms of the underlying cardiac diseases that they can provide insight into. Only the "bare-bones" of the modeling approaches are discussed in order to make this introductory material more accessible to an outside observer. Additionally, the imaging methods, the aspects of the unique cardiac anatomy derived from them, and their relation to the modeling algorithms are reviewed. Finally, conclusions are drawn about the future evolution of these methods and their potential toward revolutionizing the non-invasive diagnosis, virtual design of treatments/assistive devices, and increasing our understanding of these lethal cardiovascular diseases.
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