Stochastic Modeling and Simulation of Viral Evolution.

Bull Math Biol

Departamento de Informática em Saúde, Laboratório de Biocomplexidade e Genômica Evolutiva, Universidade Federal de São Paulo, São Paulo, SP, Brazil.

Published: April 2019

AI Article Synopsis

  • RNA viruses are highly diverse and exist as quasispecies, making it crucial to study how this diversity affects their survival and behavior in hosts.
  • A mathematical model based on multitype branching processes was developed to analyze and simulate factors that contribute to viral diversity, persistence, and extinction.
  • The study found that viral populations can follow four different paths after entering a new host and identified a unifying principle relating lethal mutagenesis and mutational meltdown, two key mechanisms that lead to RNA virus extinction.

Article Abstract

RNA viruses comprise vast populations of closely related, but highly genetically diverse, entities known as quasispecies. Understanding the mechanisms by which this extreme diversity is generated and maintained is fundamental when approaching viral persistence and pathobiology in infected hosts. In this paper, we access quasispecies theory through a mathematical model based on the theory of multitype branching processes, to better understand the roles of mechanisms resulting in viral diversity, persistence and extinction. We accomplish this understanding by a combination of computational simulations and the theoretical analysis of the model. In order to perform the simulations, we have implemented the mathematical model into a computational platform capable of running simulations and presenting the results in a graphical format in real time. Among other things, we show that the establishment of virus populations may display four distinct regimes from its introduction into new hosts until achieving equilibrium or undergoing extinction. Also, we were able to simulate different fitness distributions representing distinct environments within a host which could either be favorable or hostile to the viral success. We addressed the most used mechanisms for explaining the extinction of RNA virus populations called lethal mutagenesis and mutational meltdown. We were able to demonstrate a correspondence between these two mechanisms implying the existence of a unifying principle leading to the extinction of RNA viruses.

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Source
http://dx.doi.org/10.1007/s11538-018-00550-4DOI Listing

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