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Updated: Feb 12, 2026

Modeling Hepatitis B Virus Infection in Non-Hepatic 293T-NE-3NRs Cells
Published on: June 5, 2020
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.
Abstract:
Direct-acting antivirals (DAAs) treat hepatitis C virus (HCV) by targeting its intracellular viral replication. DAAs are effective and deliver high clinical performance against HCV infection, but optimization of the DAA treatment regimen is ongoing. Different classes of DAAs are currently under development, and HCV treatments that combine two or three DAAs with different action mechanisms are being improved. To accurately quantify the antiviral effect of these DAA treatments and optimize multi-drug combinations, we must describe the intracellular viral replication processes corresponding to the action mechanisms by multiscale mathematical models. Previous multiscale models of HCV treatment have been formulated by partial differential equations (PDEs). However, estimating the parameters from clinical datasets requires comprehensive numerical PDE computations that are time consuming and often converge poorly. Here, we propose a user-friendly approach that transforms a standard PDE multiscale model of HCV infection (Guedj J et al., Proc. Natl. Acad. Sci. USA 2013; 110(10):3991-6) to mathematically identical ordinary differential equations (ODEs) without any assumptions. We also confirm consistency between the numerical solutions of our transformed ODE model and the original PDE model. This relationship between a detailed structured model and a simple model is called ``model aggregation problem'' and a fundamental important in theoretical biology. In particular, as the parameters of ODEs can be estimated by already established methods, our transformed ODE model and its modified version avoid the time-consuming computations and are broadly available for further data analysis.
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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