A PDE multiscale model of hepatitis C virus infection can be transformed to a system of ODEs

Kosaku Kitagawa1, Shinji Nakaoka2, Yusuke Asai3

  • 1Mathematical Biology Laboratory, Department of Biology, Faculty of Sciences, Kyushu University, Fukuoka 812-8581, Japan.

Insights

This study simplifies hepatitis C virus (HCV) mathematical models. Transforming complex partial differential equations (PDEs) into ordinary differential equations (ODEs) allows for faster, more accurate analysis of direct-acting antiviral (DAA) treatments.

Area of Science:

  • Virology
  • Mathematical Biology
  • Pharmacometrics

Background:

  • Direct-acting antivirals (DAAs) are effective treatments for hepatitis C virus (HCV) infection.
  • Optimizing DAA treatment regimens, especially multi-drug combinations, requires accurate quantification of antiviral effects.
  • Existing multiscale mathematical models using partial differential equations (PDEs) for HCV replication are computationally intensive and difficult to parameterize.

Purpose of the Study:

  • To develop a user-friendly and computationally efficient method for analyzing DAA treatment efficacy.
  • To transform a complex PDE-based multiscale model of HCV infection into an equivalent ordinary differential equation (ODE) model.
  • To facilitate improved data analysis and optimization of multi-drug DAA combinations.

Main Methods:

  • Mathematical model transformation from PDEs to ODEs without assumptions.
  • Confirmation of numerical solution consistency between the original PDE model and the transformed ODE model.
  • Leveraging established methods for ODE parameter estimation.

Main Results:

  • A mathematically identical ODE model was derived from a standard PDE multiscale model of HCV infection.
  • The transformed ODE model avoids the time-consuming computations associated with PDE models.
  • The ODE model offers a more accessible approach for parameter estimation and data analysis.

Conclusions:

  • The developed ODE model provides a computationally efficient and broadly available tool for analyzing HCV DAA treatments.
  • This model aggregation simplifies complex biological systems, aiding in the optimization of antiviral drug combinations.
  • The approach facilitates further data analysis and enhances the understanding of intracellular viral replication dynamics.

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