wavess: An R package for simulation of adaptive within-host virus sequence evolution
View abstract on PubMed
Summary
This summary is machine-generated.This study introduces wavess, a new R package for simulating virus evolution within hosts. It models recombination and selection, validating against HIV-1 data and showing realistic immune response heterogeneity.
Area Of Science
- Virology
- Computational Biology
- Evolutionary Biology
Background
- Understanding within-host virus evolution is crucial for studying viral diversification and adaptation.
- Factors like recombination and host immune responses significantly shape virus evolution.
Purpose Of The Study
- To introduce wavess, a novel software and R package for simulating within-host virus evolution.
- To provide a user-friendly tool for modeling recombination, immune responses, and selection pressures.
- To validate the model's performance against empirical viral sequence data.
Main Methods
- Developed wavess as a discrete-time, individual-based model.
- Implemented simulation of recombination, latent infected cells, and multiple selection types (conserved sites, replicative, immune).
- Created an R package with functions for input generation and output analysis.
Main Results
- Applied wavess to simulate HIV-1 env sequence evolution in 11 individuals.
- Demonstrated that immune cost varied across individuals, reflecting heterogeneous immune responses.
- Showed that phylogenies from simulated sequences closely matched those from real sequences.
Conclusions
- wavess is a rigorously validated tool for simulating within-host virus evolution.
- The R package offers a comprehensive solution for modeling complex evolutionary dynamics.
- The model accurately captures key evolutionary processes, including immune-driven adaptation.
Related Concept Videos
A mutation is a change in the sequence of bases of DNA or RNA in a genome. Some mutations occur during replication of the genome due to errors made by the polymerase enzymes that replicate DNA or RNA. Unlike DNA polymerase, RNA polymerase is prone to errors because it is not capable of “proofreading” its work. Viruses with RNA-based genomes, like HIV, therefore accrue mutations faster than viruses with DNA-based genomes. Because mutation and recombination provide the raw material...
RNA viruses are categorized into positive-strand, negative-strand, or double-stranded groups based on their genomic structure and replication mechanisms. This classification dictates how they exploit host cellular machinery for protein synthesis and replication. Some RNA viruses also utilize reverse transcription as part of their life cycle, further diversifying their replication strategies.Positive-Strand RNA VirusesPositive-strand RNA viruses have genomes that function directly as messenger...
Viral genomes exhibit remarkable diversity in size, structure, and composition, influencing their replication strategies and interactions with host cells. These genomes consist of either DNA or RNA and may be linear or circular. Additionally, they can be single-stranded or double-stranded, with each configuration affecting how the virus propagates within a host. RNA viruses, for instance, generally have smaller genomes than DNA viruses, a factor that contributes to their high mutation rates and...
In a population that is not at Hardy-Weinberg equilibrium, the frequency of alleles changes over time. Therefore, any deviations from the five conditions of Hardy-Weinberg equilibrium can alter the genetic variation of a given population. Conditions that change the genetic variability of a population include mutations, natural selection, non-random mating, gene flow, and genetic drift (small population size).
Mechanisms of Genetic Variation
The original sources of genetic variation are...
Cells are sometimes infected by more than one virus at once. When two viruses disassemble to expose their genomes for replication in the same cell, similar regions of their genomes can pair together and exchange sequences in a process called recombination. Alternatively, viruses with segmented genomes can swap segments in a process called reassortment.
Viral Recombination Can Create New Diseases
Some diseases can infect multiple species. For example, pigs can be infected by some human and...
Retroviruses have a single-stranded RNA genome that undergoes a special form of replication. Once the retrovirus has entered the host cell, an enzyme called reverse transcriptase synthesizes double-stranded DNA from the retroviral RNA genome. This DNA copy of the genome is then integrated into the host’s genome inside the nucleus via an enzyme called integrase. Consequently, the retroviral genome is transcribed into RNA whenever the host’s genome is transcribed, allowing the...

