ArticlePLoS biology2015
Viruses roll the dice: the stochastic behavior of viral genome molecules accelerates viral adaptation at the cell and tissue levels.
Article in PLoS biology, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 29 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
29 citing papers in PubMed, 69 citations in OpenAlex.
- Tobacco Mosaic Virus Movement: From Capsid Disassembly to Transport Through Plasmodesmata.Viruses · 2025Review
- Quasispecies are constantly selected through virus-encoded intracellular reproductive population bottlenecking.Journal of virology · 2024Article
- The genome formula of a multipartite virus is regulated both at the individual segment and the segment group levels.PLoS pathogens · 2024Article
- Mechanistic modelling of within-mosquito viral dynamics: Insights into infection and dissemination patterns.PLoS computational biology · 2023Article
- Intracellular bottlenecking permits no more than three tomato yellow leaf curl virus genomes to initiate replication in a single cell.PLoS pathogens · 2023Article
- Article
- Negative DNA supercoiling makes protein-mediated looping deterministic and ergodic within the bacterial doubling time.Nucleic acids research · 2021Article
- Life cycle process dependencies of positive-sense RNA viruses suggest strategies for inhibiting productive cellular infection.Journal of the Royal Society, Interface · 2021Article
- Plant death caused by inefficient induction of antiviral R-gene-mediated resistance may function as a suicidal population resistance mechanism.Communications biology · 2021Article
- Quantifying collective intelligence and behaviours of SARS-CoV-2 via environmental resources from virus' perspectives.Environmental research · 2021Article
- Why are viral genomes so fragile? The bottleneck hypothesis.PLoS computational biology · 2021Article
- Potato Virus X Vector-Mediated DNA-Free Genome Editing in Plants.Plant & cell physiology · 2020Article
- Bottleneck, Isolate, Amplify, Select (BIAS) as a mechanistic framework for intracellular population dynamics of positive-sense RNA viruses.Virus evolution · 2020Review
- Cell-to-Cell Spread of Dengue Viral RNA in Mosquito Cells.BioMed research international · 2020Article
- Viral cell-to-cell spread: Conventional and non-conventional ways.Advances in virus research · 2020Review
- Membrane-Associated Enteroviruses Undergo Intercellular Transmission as Pools of Sibling Viral Genomes.Cell reports · 2019Article
- Why viruses sometimes disperse in groups?Virus evolution · 2019Review
- Collective properties of viral infectivity.Current opinion in virology · 2018Review
- Review
- A New Mechanistic Model for Viral Cross Protection and Superinfection Exclusion.Frontiers in plant science · 2018Review
Corrections and comments
- Commented on by
Authors and funding
4 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Recent studies on evolutionarily distant viral groups have shown that the number of viral genomes that establish cell infection after cell-to-cell transmission is unexpectedly small (1-20 genomes). This aspect of viral infection appears to be important for the adaptation and survival of viruses. To clarify how the number of viral genomes that establish cell infection is determined, we developed a simulation model of cell infection for tomato mosaic virus (ToMV), a positive-strand RNA virus. The model showed that stochastic processes that govern the replication or degradation of individual genomes result in the infection by a small number of genomes, while a large number of infectious genomes are introduced in the cell. It also predicted two interesting characteristics regarding cell infection patterns: stochastic variation among cells in the number of viral genomes that establish infection and stochastic inequality in the accumulation of their progenies in each cell. Both characteristics were validated experimentally by inoculating tobacco cells with a library of nucleotide sequence-tagged ToMV and analyzing the viral genomes that accumulated in each cell using a high-throughput sequencer. An additional simulation model revealed that these two characteristics enhance selection during tissue infection. The cell infection model also predicted a mechanism that enhances selection at the cellular level: a small difference in the replication abilities of coinfected variants results in a large difference in individual accumulation via the multiple-round formation of the replication complex (i.e., the replication machinery). Importantly, this predicted effect was observed in vivo. The cell infection model was robust to changes in the parameter values, suggesting that other viruses could adopt similar adaptation mechanisms. Taken together, these data reveal a comprehensive picture of viral infection processes including replication, cell-to-cell transmission, and evolution, which are based on the stochastic behavior of the viral genome molecules in each cell.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.