Shedding dynamics of a DNA virus population during acute and long-term persistent infection
Sylvain BloisiD, Benjamin M. GoetziD, Anik MojumderiD, Christopher S. SullivaniD
Abstract
Although much is known of the molecular mechanisms of virus infection within cells, substantially less is understood about within-host infection. Such knowledge is key to understanding how viruses take up residence and transmit infectious virus, in some cases throughout the life of the host. Here, using murine polyomavirus (muPyV) as a tractable model, we monitor parallel infections of thousands of differentially barcoded viruses within a single host. In individual mice, we show that numerous viruses (>2600) establish infection and are maintained for long periods post-infection. Strikingly, a low level of many different barcodes is shed in urine at all times post-infection, with a minimum of at least 80 different barcodes present in every sample throughout months of infection. During the early acute phase, bulk shed virus genomes derive from numerous different barcodes. This is followed by long term persistent infection detectable in diverse organs. Consistent with limited productive exchange of virus genomes between organs, each displays a unique pattern of relative barcode abundance. During the persistent phase, constant low-level shedding of typically hundreds of barcodes is maintained but is overlapped with rare, punctuated shedding of high amounts of one or a few individual barcodes. In contrast to the early acute phase, these few infrequent highly shed barcodes comprise the majority of bulk shed genomes observed during late times of persistent infection, contributing to a stark decrease in bulk barcode diversity that is shed over time. These temporally shifting patterns, which are conserved across hosts, suggest that polyomaviruses balance continuous transmission potential with reservoir-driven high-level reactivation. This offers a mechanistic basis for polyomavirus ubiquity and long-term persistence, which are typical of many DNA viruses. Author Summary / ImportancePolyomavirus infections, mostly benign but potentially fatal for immunocompromised individuals, undergo acute and long-term persistent infections. Typically, polyomavirus-associated diseases arise due to virus infection occurring in the context of a persistently infected individual. However, little is understood regarding the mechanisms of how polyomaviruses establish, maintain, and reactivate from persistent infection. We developed a non-invasive virus shedding assay combining barcoded murine polyomavirus, massively parallel sequencing technology, and novel computational approaches to track long-term infections in mice. We expect these methods to be of use not only to the study of DNA viruses but also for understanding persitent infection of diverse microbes. The study revealed organ-specific virus reservoirs and two distinct shedding patterns: constant low-level shedding of numerous barcodes and episodic high-level shedding of few barcodes. Over time, the diversity of shed barcodes decreased substantially. These findings suggest a persistent low-level infection in multiple reservoirs, with occasional bursts of replication in a small subset of infected cells. This combination of broad reservoirs and varied shedding mechanisms may contribute to polyomavirus success in transmission and maintaining long-term infections.
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In-depth summary
Claude Sonnet 4.6 · xhigh effort · 8 Nov 2026 · from the full text of version 1 (5 Apr 2025) · CC BY 4.0
Barcoded murine polyomavirus tracked in mouse urine shows many barcodes shed at low levels throughout infection, a few dominating high-level shedding late, and kidney implicated as a primary source.
How DNA viruses establish and reactivate from persistence, and whether shedders are an even or restricted subset, is poorly understood. This work uses about 4,000 barcoded viruses and non-invasive urine sampling to resolve within-host dynamics of many lineages in single mice.
Key results
ShownShed barcode diversity falls after the first days of infection; late shedding is dominated by a few barcodes while many remain detectable at low levels.
Over 80 barcodes detectable in every urine sample; Shannon-entropy-based diversity dropped steeply after early days in all four mice; top 10 barcodes made up the majority of shed genomes in three of four mice (about 40% in mouse ML). · A decline in bulk shed barcode diversity occurs…; A small number of barcodes make up the bulk of…
ShownMost input barcodes established infection and persisted across organs, but each organ had a distinct barcode composition with little exchange between organs.
92-96% of input barcodes recovered in combined tissues (about 73% in mouse FL); low Spearman correlations of barcode abundance between organs; four mice. · Individual organs possess unique patterns of…
ShownIn 3 of the 4 mice, abundant kidney barcodes were also abundant in urine, and no other organ showed this, consistent with kidney being a primary site of shed virus production.
Strong kidney-urine rank concordance in 3 of 4 mice; no other organ showed a similar signature; Fisher's exact test showed significant overlap of top 5% urine and tissue barcodes in all mice. · Individual organs possess unique patterns of…; High levels of viral genomes in tissues do not…
ShownBarcodes that were abundant in the inoculum were more likely to be highly shed late, though other factors also contribute.
The 40 top-10 shed barcodes from the 4 mice had median input ranks of 456 to 1266.5 of 4012 (top 11.36% to 31.56%); a minority ranked in the bottom half or quartile; GC content showed no enrichment trend. · Highly shed barcodes were more abundant in the…
SuggestedA lung tumor in one mouse carried a single dominant, non-integrated viral genome with a large capsid-region deletion, so high viral DNA did not imply infectious virus.
Tumor held 2.42E+08 genome equivalents per µg DNA with a 1052 bp deletion; lung genomes from the same mouse had a 625 bp deletion, and the other female's lung had a 1504 bp deletion; inverted PCR indicated circular genomes. · High levels of viral genomes in tissues do not…
Methods, data and reproducibility
Four FVB/NJ mice were infected with a library of about 4,000 barcoded muPyV; barcodes in serial urine and end-point organs were Illumina-sequenced, clustered, and analyzed for abundance, diversity, cosine similarity and rank.
- Longitudinal urine barcode sequencing from muPyV-infected mice (2 male, 2 female), up to 99 days · mouse (FVB/NJ) · n = 4 mice · PRJNA791340
- End-point barcode sequencing of many harvested tissues (including kidney, lung, blood and one lung tumor) from the same infected mice · mouse (FVB/NJ) · n = 4 mice · PRJNA791340
- Barcoded muPyV input stock library · murine polyomavirus · n = 4012 unique barcodes
- Replication growth curves of barcoded vs wild-type BKPyV libraries (BKBC1, BKBC2) · BK polyomavirus in human RPTE cells · n = 2 libraries · KP412983
- Infectious virus check of urine from infected vs mock mice · mouse (C57BL/6N) · n = 6 infected, 4 mock
- Methods & tools
- Illumina NextSeq SR75, qPCR (StepOnePlus), Cutadapt, Starcode, R tidyverse, ggridges, corrplot, Cosine similarity, Shannon entropy / Hill number (q=1), Fisher's exact test, Spearman correlation, Sanger sequencing
- Software & environment
- StepOne software v2.2.2 for qPCR; analysis in R with tidyverse, ggridges, corrplot, gridExtra, patchwork; Cutadapt default 10% error; Starcode max Levenshtein distance 3, cluster ratio 5.
- Reproducibility gaps
- Barcoded virus stocks are not described as available; software versions for most analysis tools are not given; sequence data is cited by SRA accession only.
Limitations (5)
- Unknown what fraction of shed barcodes derive from replicating virus versus non-replicated inoculum passing through the urinary tract, which matters for the early diversity decline. · stated by the authors
- qPCR underestimates true genome copies at low levels, and low-material samples (some organs, early urine) may have less accurate barcode composition. · stated by the authors
- Only two males and two females; apparent sex differences in shedding could be chance. Transmission was not tested, and urine DNA-infectivity association was not tested in spike samples. · stated by the authors
- Mouse FL showed atypical barcode counts, and one male was euthanized at day 59, leaving only three animals at day 99; this narrows replication of late-phase findings. · noted in this summary
- Smoldering versus latent/lytic interpretation is inferred from barcode patterns only; no viral gene expression or reservoir cell data were measured. · stated by the authors
Who should read:Read this if you study DNA virus persistence or within-host dynamics and want a barcode-sequencing design for tracking many virus lineages non-invasively.
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