A Mouse Model for “Definitive” Polyomavirus Nephropathy with End-Organ Injury
Abstract
1. Introduction
2. Materials and Methods
2.1. Animals and Infection with Murine Polyomavirus
2.2. Sample Analysis
- (a)
- Library preparation and sequencing: Library preparation was carried out post extraction from FFPE tissue using the Watchmaker Genomics DNA Kit for whole genome sequencing (WGS) and Watchmaker Genomics RNA Kit for RNAseq (Watchmaker Genomics Inc., Boulder, CO, USA). The kits utilize a ligation-based approach to construct DNA libraries suitable for downstream sequencing applications. The following steps were performed for library preparation: isolated genomic DNA was sheared using the Covaris L system to obtain DNA fragments within the desired size range of 200–400 base pairs. Fragmented DNA was treated with the NEBNext FFPE DNA Repair v2 kit (New England Biolabs, Ipswich, MA, USA), which is an optimized cocktail of enzymes designed to repair DNA retrieved from FFPE tissue. RNAseq depletion of ribosomal gene expression was performed using the Polaris Depletion kit (Watchmaker Genomics) according to manufacturer recommendations, followed by cDNA generation. The DNA/cDNA fragments were subjected to end repair and A-tailing using the Watchmaker Genomics DNA or RNA Kit components. This process involved enzymatic treatment to ensure blunt-ended fragments and the addition of adenine nucleotides to the 3′ends. Illumina-compatible “Stuby” adapters (ITD) were ligated to the A-tailed DNA fragments using T4 DNA ligase followed by purification and removal of unligated adapters. PCR amplification was performed to enrich the DNA fragments containing the ligated adapters selectively. The number of PCR cycles was optimized to minimize over-amplification risk and ensure library complexity. Primers used for PCR reaction had barcoding and platform-specific sequences required for cluster generation and sequencing. The quality and quantity of the constructed libraries were assessed using Qubit (ThermoFisher, Waltham, MA, USA) and TapeStation (Agilent, Santa Clara, CA, USA). Libraries were analyzed to confirm the appropriate size distribution and absence of contamination or artifacts. The individual libraries were normalized to equimolar concentrations and pooled to create a sequencing library pool. The pooled library was then denatured and diluted according to the manufacturer’s guidelines to achieve the desired final loading concentration for sequencing. The prepared library pool was sequenced using NextSeq6000 S4 (Dispendix, Ashland, MA, USA) flowcell at the University of North Carolina High Throughput Sequencing Facility. Paired-end Sequencing was performed with read lengths of 150 to ensure comprehensive coverage of the genomic regions of interest.
- (b)
- Bioinformatics: The raw DNA sequencing data and RNAseq were processed using tools from CLC Genomic Workbench to perform quality filtering, read mapping to a reference genome, variant calling, and downstream analysis. Raw sequencing (SRA) data were recorded under bioproject accessioning number: PRJNA1393053.
- (c)
- Assessment of MuPyV location—episomal versus integration: The physical state ofMuPyV in PyVN was assessed using complementary evidence from WGS and RNAseq. In the WGS data set, reads were aligned to the mouse reference genome (MuPyV reference A2 strain PLY2CG, Gene Bank: J02288 [28]) and the MuPyV reference sequence. Focus was placed on evidence of canonical signatures of viral integration, including discordant paired-end reads with one mate mapping to MuPyV and the other to the mouse genome, as well as split (chimeric) reads spanning virus–host junctions.
2.3. Antibody Response to MuPyV Infection in Plasma
2.4. MuPyV Replication and Clearance Rates
- Viral growth/clearance rates: a straight line/regression line was fitted to log-transformed PCR viral load levels to obtain the slopes
- r = exponential rate/slope of viral increase/growth
- c = exponential rate/slope of viral decrease/clearance
3. Results
3.1. Monitoring Disease Progression
- Bracket 1 (D1–D3): initial infection—no tubular IHC-VP signal
- Bracket 2 (D4–13): evolving PyVN—minimal tubular IHC-VP signal
- Bracket 3 (Wk3–6): peak PyVN—marked tubular IHC-VP signals
- Bracket 4 (Wk7–30): diminishing PyVN—decreasing tubular IHC-VP signals
- Bracket 5 (Wk47–54): post-PyVN—no tubular IHC-VP signal


3.2. Mapping MuPyV Replication onto Specific Nephron Segments (Figure 8)

3.3. Typing of Interstitial Cell Elements
3.4. DNA/RNA Sequencing of MuPyV
3.5. MuPyV Replication and Clearance Rates
4. Discussion
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| Ab | antibody |
| ATI | acute tubular injury |
| D | day (used mostly post infection) |
| EM | electron microscopy |
| FFPE | formalin fixed and paraffin embedded (tissue) |
| IHC | immunohistochemistry |
| LM | light microscopy |
| LT | polyoma virus large-T antigen |
| MFI | multiplex fluorescent immunoassay |
| MuPyV | murine polyomavirus strain A2 |
| PyV | polyomavirus |
| PyVN | “definitive” polyomavirus nephropathy with lytic viral replication and end-organ kidney disease |
| qPCR | quantitative polymerase chain reaction |
| SMA | smooth muscle actin/myofibroblast marker |
| VP | polyoma virus capsid protein |
| WGS | whole genome sequencing |
| Wk | week (used mostly post infection) |
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| Urine PCR (Copies/mL) | Plasma PCR (Copies/mL) | Kidney PCR (Copies/mg of Tissue) | IHC MuPyV-VP Positive Tubules | Anti-MuPyV Ab Plasma IgG Titers | Anti-MuPyV Ab Plasma IgM Titers | |
|---|---|---|---|---|---|---|
| Observational Time Bracket One (D1–D3—initial infection) | ||||||
| Median | 0 | 3.14 × 107 | 2.48 × 107 | 0 | 0 | 0 |
| Minimum | 0 | 1.90 × 105 | 2.94 × 106 | 0 | 0 | 0 |
| Maximum | 1.67 × 106 | 3.31 × 1010 | 2.86 × 1010 | 0 | 0 | 0 |
| Observational Time Bracket Two (D4–13—evolving-PyVN) | ||||||
| Median | 7.80 × 105 | 2.50 × 1010 | 3.46 × 1010 | 0 | 0 | 0 |
| Minimum | 0 | 3.10 × 108 | 1.17 × 109 | 0 | 0 | 0 |
| Maximum | 1.28 × 1010 | 3.73 × 1011 | 1.65 × 1013 | 45 | 10 | 20 |
| Observational Time Bracket Three (Wk 3–6—peak PyVN) | ||||||
| Median | 3.12 × 1011 | 3.71 × 109 | 2.56 × 1010 | 100 | 240 | 320 |
| Minimum | 7.98 × 107 | 7.33 × 106 | 5.58 × 108 | 71 | 20 | 40 |
| Maximum | 2.17 × 1012 | 5.67 × 1010 | 1.22 × 1012 | 100 | 20,480 | 5120 |
| Observational Time Bracket Four (Wk 7–30—diminishing PyVN) | ||||||
| Median | 1.14 × 1010 | 6.03 × 107 | 9.92 × 108 | 26 | 20,480 | 0 |
| Minimum | 3.23 × 107 | 5.31 × 105 | 5.36 × 107 | 5 | 5120 | 0 |
| Maximum | 3.94 × 1012 | 2.94 × 109 | 4.09 × 1010 | 81 | 20,480 | 5120 |
| Observational Time Bracket Five (Wk 47–54—post PyVN) | ||||||
| Median | 0.00 × 100 | 0.00 × 100 | 0.00 × 100 | 0 | 40 | 0 |
| Minimum | 0.00 × 100 | 0.00 × 100 | 0.00 × 100 | 0 | 0 | 0 |
| Maximum | 9.03 × 106 | 1.36 × 105 | 8.26 × 107 | 0 | 10,240 | 0 |
| Viral DNA Reads/Copy Equivalents * per Mouse Cell Equivalent | ||||||
| D17 ** | Wk4 ** | Wk14 ** | Wk15 ** | Wk22 ** | Wk30 ** | |
| 731 | 3589 | 345 | 275 | 55 | 20 | |
| MUPyV Genes | RNA Reads aligned to MUPyV Genes in Kidneys (normalized to a total of 10 million RNA reads) | |||||
| D17 ** | Wk4 ** | Wk14 ** | Wk15 ** | Wk22 ** | Wk30 ** | |
| small, middle, large T | 185 | 894 | 11 | 59 | 1 | 2 |
| VP1 | 4069 | 9317 | 355 | 888 | 4 | 25 |
| VP2, VP3 | 520 | 1543 | 59 | 181 | 0 | 4 |
| total RNA reads *** | 13.972.524 | 10.936.602 | 13.327.792 | 6.248.636 | 9.691.776 | 14.655.336 |
| Time Period | Units | Value | SE | |
|---|---|---|---|---|
| Urine | (mean) | |||
| viral growth rate—r | Day 4–Day 8 | 1 copy/day | 3.97 | 0.419 |
| viral doubling time—(t2) | Day 4–Day 8 | days | 0.17 | 0.018 |
| viral growth rate—r | Day 15–Day 20 | 1 copy/day | 0.43 | 0.173 |
| viral doubling time—(t2) | Day 15–Day 20 | days | 1.61 | 0.649 |
| viral clearance rate—c | Day 28–Day 357 | 1 copy/day | 0.07 | 0.003 |
| viral half-life—(t1/2) | Day 28–Day 357 | days | 9.90 | 0.424 |
| Plasma | ||||
| viral growth rate—r | Day 4–Day 8 | 1 copy/day | 0.59 | 0.256 |
| viral doubling time—(t2) | Day 4–Day 8 | days | 1.17 | 0.510 |
| viral growth rate—r | Day 15–Day 20 | 1 copy/day | 0.32 | 0.159 |
| viral doubling time—(t2) | Day 15–Day 20 | days | 2.17 | 1.076 |
| viral clearance rate—c | Day 28–Day 357 | 1 copy/day | 0.05 | 0.003 |
| viral half-life—(t1/2) | Day 28–Day 357 | days | 13.86 | 0.832 |
| Kidney | ||||
| viral growth rate—r | Day 4–Day 6 | 1 copy/day | 3.17 | 0.521 |
| viral doubling time—(t2) | Day 4–Day 6 | days | 0.22 | 0.036 |
| viral growth rate—r | Day 15–Day 20 | 1 copy/day | 0.02 | 0.145 |
| viral doubling time—(t2) | Day 15–Day 20 | days | 34.66 | 251.266 |
| viral clearance rate—c | Day 28–Day 357 | 1 copy/day | 0.06 | 0.004 |
| viral half-life—(t1/2) | Day 28–Day 357 | days | 11.55 | 0.770 |
| Polyomavirus Nephropathy | ||
|---|---|---|
| Human | Mouse Model | |
| Episomal PyV location | + | + |
| Latent PyV | + | − |
| Activation of latent/dormant intrarenal PyV | + | − |
| Lytic PyV replication | + | + |
| Prominent replication in cortical collecting ducts/distal nephrons | + | + |
| Replication medulla/renal pelvis | + | (+) |
| Replication in non-epithelial cells | − | + |
| Viral inclusions/nuclear changes | + | + |
| Viral protein expression (IHC) | + | + |
| IHC Large-T nuclei | + | + |
| IHC Large-T cytoplasm | − | (+) |
| IHC VP nuclei | + | + |
| IHC VP cytoplasm | (+) | + |
| Severe tubular injury/TBM denudation | + | + |
| Interstitial inflammation | + | + |
| Chronic tissue injury (fibrosis/atrophy) | + | − |
| Urinary PyV-Haufen as biomarkers for disease * | + | + |
| Criteria of Banff PyVN disease class 2 ** | + | + |
| Renal dysfunction | + | − |
| Coinciding allograft injury (rejection/pre-existing donor disease/hypertension with arterionephrosclerosis etc.) | + | NA |
| Associated systemic infection | − | + |
| Humoral IgM/IgG Immune Response in Plasma | + | + |
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Nickeleit, V.; Butcher, D.; Thompson, B.; Davis, V.G.; Mieczkowski, P.; Singh, H.K. A Mouse Model for “Definitive” Polyomavirus Nephropathy with End-Organ Injury. Viruses 2026, 18, 168. https://doi.org/10.3390/v18020168
Nickeleit V, Butcher D, Thompson B, Davis VG, Mieczkowski P, Singh HK. A Mouse Model for “Definitive” Polyomavirus Nephropathy with End-Organ Injury. Viruses. 2026; 18(2):168. https://doi.org/10.3390/v18020168
Chicago/Turabian StyleNickeleit, Volker, Dalton Butcher, Bawana Thompson, Vicki G. Davis, Piotr Mieczkowski, and Harsharan K. Singh. 2026. "A Mouse Model for “Definitive” Polyomavirus Nephropathy with End-Organ Injury" Viruses 18, no. 2: 168. https://doi.org/10.3390/v18020168
APA StyleNickeleit, V., Butcher, D., Thompson, B., Davis, V. G., Mieczkowski, P., & Singh, H. K. (2026). A Mouse Model for “Definitive” Polyomavirus Nephropathy with End-Organ Injury. Viruses, 18(2), 168. https://doi.org/10.3390/v18020168

