Evidence map›Paper›PMID 40833107›Full record

ArticleJournal of virology2025

HSV-1 progeny production by individual human keratinocytes spans three orders of magnitude.

Vincent P Villani, Jason A Espinoza, Nir Drayman

Abstract read
In one paragraph

Article in Journal of virology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Reconstructing EBV reactivation and DNA damage response kinetics in morphologic pseudotime.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
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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

3 authors.

Vincent P VillaniDepartment of Molecular Biology and Biochemistry, University of California Irvine, Irvine, California, USA.
Jason A EspinozaDepartment of Molecular Biology and Biochemistry, University of California Irvine, Irvine, California, USA.
Nir DraymanDepartment of Molecular Biology and Biochemistry, University of California Irvine, Irvine, California, USA.ORCID 0000-0003-4460-9558

Funding

UCI P30 Skin Center Systems Biology CoreP30AR075047 · NIAMS · UNIVERSITY OF CALIFORNIA-IRVINE · PI LANDER, ARTHUR D · 2019 to 2025
$5.1M
Harnessing cell-to-cell variability to understand viral infection outcomesDP2AI154437 · NIAID · UNIVERSITY OF CALIFORNIA-IRVINE · PI Nir Drayman · 2022 to 2026
$2.3M
NIAID NIH HHS DP2 AI154437NIAMS NIH HHS P30 AR075047
6 · The paper itself

Abstract

A fundamental property of viruses is their burst size-the amount of progeny produced during one round of infection. Herpes simplex virus 1 (HSV-1) is a widespread pathogen, causing significant morbidity in the human population worldwide. Despite decades of investigation into the biology of HSV-1, its burst size at the single-cell level has not been rigorously assessed. Here, we characterized HSV-1 progeny production by individual human keratinocytes, the physiological target of HSV-1 infection. Using a fluorescently-tagged virus, high-throughput single-cell sorting, and miniaturized plaque assay, we have quantified the progeny released from over a thousand individual cells throughout infection, at two multiplicities of infection. We found that individual keratinocytes harbor a very small number of infectious viruses inside them, which necessitated physical separation of cells to account for both secreted and cell-associated progeny. The total progeny produced by individual cells spans three orders of magnitude, and this variability is observed at both high and low multiplicities of infection, with a small sub-population of super-producer cells responsible for the majority of produced progeny by the entire population. We further found that super-production is not a genetic trait of the virus, as amplification of viruses produced by low and high producer cells results in similar burst sizes. Our findings both shed light on the fundamental process of progeny production during HSV-1 infection and provide a novel target for antiviral development, aimed at blocking super-producer cells.IMPORTANCEViruses are defined by their ability to take over host cells and turn them into factories that produce new progeny. Recent advances in Biology allowed us to study viral infections at the single-cell level, illuminating the vast heterogeneity presented by genetically identical cells during viral infection. Despite these advances, for many viruses, we still lack even basic characterization of progeny production at the single-cell level, due to the highly demanding technical challenges associated with measuring it. Here, we present the first quantification of progeny production by individual human keratinocytes infected by herpes simplex virus 1, revealing most individual cells produce a low level of new progeny, while a few rare cells produce significantly more.

Indexed as

Herpes SimplexHerpesvirus 1, HumanKeratinocytesVirus ReplicationHumansSingle-Cell AnalysisVero CellsViral Plaque Assayherpes simplexkeratinocytesprogeny productionsingle cell

Identifiers

PMID40833107
PMCPMC12455958

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Registered trials

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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.