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.

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