Evidence map›Paper›PMID 41383811›Full record

ReviewVirus evolution2025

The importance of epistasis in the evolution of viral pathogens.

Swathi Nachiar Manivannan, Carolina Diaz Arenas, Nathan D Grubaugh, C Brandon Ogbunugafor

Abstract readReview
In one paragraph

Review in Virus evolution, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Review
  2. Review
  3. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Swathi Nachiar ManivannanDepartment of Ecology and Evolutionary Biology, Yale University, 165 Prospect Street, New Haven, CT 06511, United States.
Carolina Diaz ArenasDepartment of Ecology and Evolutionary Biology, Yale University, 165 Prospect Street, New Haven, CT 06511, United States.
Nathan D GrubaughDepartment of Ecology and Evolutionary Biology, Yale University, 165 Prospect Street, New Haven, CT 06511, United States.
C Brandon OgbunugaforDepartment of Ecology and Evolutionary Biology, Yale University, 165 Prospect Street, New Haven, CT 06511, United States.ORCID https://orcid.org/0000-0002-1581-8345

Funding

Defining the Interplay Between Viral Adaptation and Host ProteostasisR01AI168166 · NIAID · MASSACHUSETTS INSTITUTE OF TECHNOLOGY · PI Matthew Donald Shoulders · 2022 to 2026
$2.9M
NIAID NIH HHS R01 AI168166
6 · The paper itself

Abstract

Understanding the genetic and genomic underpinnings of infectious disease outbreaks has emerged as a frontier of epidemiology. Here, we argue that epistasis-where the phenotypic effects of mutations or gene variants are dictated by the presence of other mutations or genes-should become a focus of genomic epidemiology. To demonstrate this, we present the results of a systematic review of the literature on epistasis in viruses, focusing on three major human viral systems: (i) influenza, (ii) SARS-CoV-2, and (iii) human immunodeficiency virus, as well as two other bodies of the literature mainly focusing on nonhuman viruses: (iv) tobacco etch virus and (v) experimental evolution of viruses. Our systematic review of these five bodies of the literature highlights that epistasis is prevalent in host-virus systems of various kinds, manifesting within and between different loci, with effects of different magnitudes and directions, and shaping various phenotypic traits of epidemiological interest. At the same time, our systematic review demonstrates that our ability to draw general conclusions about the direction and magnitude of epistasis in viral evolution is constrained by several factors: the idiosyncrasies of virus-host systems, biases in the underlying data collection exercises, and the limitations of existing methods. Moving forward, we encourage collaborations between genomic epidemiologists and evolutionary biologists to identify and measure epistasis in studying the evolution of viral pathogens.

Indexed as

epistasisgenomic epidemiologyHIVinfluenzaSARS-CoV-2tobacco etch virusvirus evolution

Identifiers

PMID41383811
PMCPMC12694738

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

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.