Evaluation of a Probe-Based Enrichment Protocol for Nanopore Sequencing of Zoonotic Viruses
Abstract
1. Introduction
2. Materials and Methods
2.1. Development of VES_Viral_HyperExplore
2.2. Samples
2.2.1. Mock Virome Composition
2.2.2. Bat Experimental Samples
2.2.3. Field Samples
2.3. Targeted Enrichment and Sequencing
2.4. Sequence Analysis
2.5. Statistical Analysis
3. Results
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
Appendix B
| Virus | Strain |
|---|---|
| EBOV | Zaire ebolavirus Kikwit (15476) |
| HeV | Hendra henipavirus/Pteropus spp/Australia/RML-084/2018 |
| NiV | Nipah henipavirus/Pteropus-medius/Bangladesh/RML-EHA-08/2018 |
| MERS-CoV | Domedary camel MERS-CoV BF785 |
| SARS-CoV-2 | 2019-nCoV/USA-WA1/2020 (GenBank Accession MN985325) |
| LASV | LASV Macenta wt |
| MenPV | Menangle virus from bat field samples |
| Virus | Forward Primer | Reverse Primer | Probe |
|---|---|---|---|
| HeV/NiV | CAGATGACATACAACTGGACCCA (50 µM) | CCCTCTCTCAGGGCTTGAAG (50 µM) | SUN-GTATACCATGATCATGGAGGAGAATGTACC-TAMRA (13.9 µM) |
| LASV | CCACCATYTTRTGCATRTGCCA | GCACATGTNTCHTAYAGYATGGAYCA | FAM-AARTGGGGYCCDATGATGTGYCCWTT-ZEN-IBHQ |
| MERS-CoV | CTATCTCACTTCCCCTCGTTCTC (2 µM) | GGAAGATGGCCATAGGAGCC (2 µM) | FAM-CTGAGGCGCAGATTATTGCC-ZEN-IBHQ (2 µM) |
| EBOV | CAGCCAGCAATTTCTTCCAT (20 µM) | TTTTCGGTTGCTGTTTCTGTG (20 µM) | FAM-TCATTGGCGTACTGGAGGAGCAGG-ZEN-IBHQ (5 µM) |
| SARS-CoV-2 | AACAGGTACGTTAATAGTTAATAGCGT (20 µM) | ATATTGCAGCAGTACGCACACA (20 µM) | FAM-ACACTAGCCATCCTTACTGCGCTTCG (5 µM) |
| Menangle-like viruses | ATCTGGATTCCCCTATAGTG (20 µM) | CTAGGTTAGGGAAGTATGAGTTC (20 µM) | FAM-CCAAAAGTTAGGCCAGTTACCTGG-ZEN-IBHQ (5 µM) |
| Virus | Reagents | Thermocycling Conditions |
|---|---|---|
| EBOV, SARS-CoV-2 | 1 µL of primers and probes 5 µL of master mix 9 µL of nuclease-free water 5 µL of RNA | 10 min 50 °C 5 min 95 °C 40×: 10 s 95 °C 30 s 60 °C |
| HeV, NiV, MERS-CoV | 0.5 µL of primers and probes 5 µL of master mix 4.5 µL of nuclease-free water 5 µL of RNA | 5 min 50 °C 20 s 95 °C 40×: 15 s 95 °C 60 s 60 °C |
| LASV | 0.5 µL of primers and probes 5 µL of master mix 9.5 µL of nuclease-free water 5 µL of RNA | 5 min 50 °C 20 s 95 °C 40×: 15 s 95 °C 60 s 60 °C |
| Menangle virus | 0.5 µL of primers and probes 5 µL of master mix 9.5 µL of nuclease-free water 5 µL of RNA | 10 min 50 °C 5 min 95 °C 40×: 10 s 95 °C 30 s 60 °C |
| Virus | Ct Value in Mock Virome |
|---|---|
| HeV | 28.286 |
| NiV | 28.279 |
| LASV | 26.927 |
| MERS-CoV | 27.795 |
| EBOV | 31.022 |
| SARS-CoV-2 | 26.75 |
| MenPV | 25.519 |
| Sample Number | Targeted Average Viral Read Length | Untargeted Average Viral Read Length |
|---|---|---|
| Sample 1 | 2361 | 1442 |
| Sample 2 | 2277 | 1003 |
| Sample 3 | 2375 | 1366 |
| Sample 4 | 1816 | 613 |
| Sample 5 | 2441 | 929 |
| Sample 6 | 1846 | 1514 |
References
- Marie, V.; Gordon, M.L. The (Re-)Emergence and Spread of Viral Zoonotic Disease: A Perfect Storm of Human Ingenuity and Stupidity. Viruses 2023, 15, 1638. [Google Scholar] [CrossRef]
- Tang, P.; Chiu, C. Metagenomics for the Discovery of Novel Human Viruses. Future Microbiol. 2010, 5, 177–189. [Google Scholar] [CrossRef]
- Heeney, J.L. Zoonotic viral diseases and the frontier of early diagnosis, control and prevention. J. Intern. Med. 2006, 260, 399–408. [Google Scholar] [CrossRef]
- Quick, J.; Loman, N.J.; Duraffour, S.; Simpson, J.T.; Severi, E.; Cowley, L.; Bore, J.A.; Koundouno, R.; Dudas, G.; Mikhail, A.; et al. Real-time, portable genome sequencing for Ebola surveillance. Nature 2016, 530, 228–232. [Google Scholar] [CrossRef]
- O’Flaherty, B.M.; Li, Y.; Tao, Y.; Paden, C.R.; Queen, K.; Zhang, J.; Dinwiddie, D.L.; Gross, S.M.; Schroth, G.P.; Tong, S. Comprehensive viral enrichment enables sensitive respiratory virus genomic identification and analysis by next generation sequencing. Genome Res. 2018, 28, 869–877. [Google Scholar] [CrossRef]
- Sozhamannan, S.; Holland, M.Y.; Hall, A.T.; Negrón, D.A.; Ivancich, M.; Koehler, J.W.; Minogue, T.D.; Campbell, C.E.; Berger, W.J.; Christopher, G.W.; et al. Evaluation of Signature Erosion in Ebola Virus Due to Genomic Drift and Its Impact on the Performance of Diagnostic Assays. Viruses 2015, 7, 3130–3154. [Google Scholar] [CrossRef] [PubMed]
- Duncavage, E.J.; Magrini, V.; Becker, N.; Armstrong, J.R.; Demeter, R.T.; Wylie, T.; Abel, H.J.; Pfeifer, J.D. Hybrid Capture and Next-Generation Sequencing Identify Viral Integration Sites from Formalin-Fixed, Paraffin-Embedded Tissue. J. Mol. Diagn. 2011, 13, 325–333. [Google Scholar] [CrossRef] [PubMed]
- Radford, A.D.; Chapman, D.; Dixon, L.; Chantrey, J.; Darby, A.C.; Hall, N. Application of next-generation sequencing technologies in virology. J. Gen. Virol. 2012, 93, 1853–1868. [Google Scholar] [CrossRef]
- Lefterova, M.I.; Suarez, C.J.; Banaei, N.; Pinsky, B.A. Next-Generation Sequencing for Infectious Disease Diagnosis and Management: A Report of the Association for Molecular Pathology. J. Mol. Diagn. 2015, 17, 623–634. [Google Scholar] [CrossRef] [PubMed]
- Briese, T.; Kapoor, A.; Mishra, N.; Jain, K.; Kumar, A.; Jabado, O.J.; Lipkin, W.I. Virome Capture Sequencing Enables Sensitive Viral Diagnosis and Comprehensive Virome Analysis. mBio 2015, 6, e01491-15. [Google Scholar] [CrossRef]
- Wang, Y.; Zhao, Y.; Bollas, A.; Wang, Y.; Au, K.F. Nanopore sequencing technology, bioinformatics and applications. Nat. Biotechnol. 2021, 39, 1348–1365. [Google Scholar] [CrossRef]
- Pogka, V.; Papadopoulou, G.; Valiakou, V.; Sgouras, D.N.; Mentis, A.F.; Karamitros, T. Targeted Virome Sequencing Enhances Unbiased Detection and Genome Assembly of Known and Emerging Viruses-The Example of SARS-CoV-2. Viruses 2022, 14, 1272. [Google Scholar] [CrossRef]
- Karamitros, T.; Magiorkinis, G. A novel method for the multiplexed target enrichment of MinION next generation sequencing libraries using PCR-generated baits. Nucleic Acids Res. 2015, 43, e152. [Google Scholar] [CrossRef] [PubMed]
- Cummings, M.J.; Tokarz, R.; Bakamutumaho, B.; Kayiwa, J.; Byaruhanga, T.; Owor, N.; Namagambo, B.; Wolf, A.; Mathema, B.; Lutwama, J.J.; et al. Precision Surveillance for Viral Respiratory Pathogens: Virome Capture Sequencing for the Detection and Genomic Characterization of Severe Acute Respiratory Infection in Uganda. Clin. Infect. Dis. 2018, 68, 1118–1125. [Google Scholar] [CrossRef]
- Kim, K.W.; Deveson, I.W.; Pang, C.N.I.; Yeang, M.; Naing, Z.; Adikari, T.; Hammond, J.M.; Stevanovski, I.; Beukers, A.G.; Verich, A.; et al. Respiratory viral co-infections among SARS-CoV-2 cases confirmed by virome capture sequencing. Sci. Rep. 2021, 11, 3934. [Google Scholar] [CrossRef] [PubMed]
- Kapoor, V.; Briese, T.; Ranjan, A.; Donovan, W.M.; Mansukhani, M.M.; Chowdhary, R.; Lipkin, W.I. Validation of the VirCapSeq-VERT system for differential diagnosis, detection, and surveillance of viral infections. J. Clin. Microbiol. 2024, 62, e00612–e00623. [Google Scholar] [CrossRef]
- Heidecker, B.; Williams, S.H.; Jain, K.; Oleynik, A.; Patriki, D.; Kottwitz, J.; Berg, J.; Garcia, J.A.; Baltensperger, N.; Lovrinovic, M.; et al. Virome Sequencing in Patients with Myocarditis. Circ. Heart Fail. 2020, 13, e007103. [Google Scholar] [CrossRef] [PubMed]
- McGill, F.; Tokarz, R.; Thomson, E.C.; Filipe, A.; Sameroff, S.; Jain, K.; Bhuva, N.; Ashraf, S.; Lipkin, W.I.; Corless, C.; et al. Viral capture sequencing detects unexpected viruses in the cerebrospinal fluid of adults with meningitis. J. Infect. 2022, 84, 499–510. [Google Scholar] [CrossRef]
- Williams, S.H.; Cordey, S.; Bhuva, N.; Laubscher, F.; Hartley, M.-A.; Boillat-Blanco, N.; Mbarack, Z.; Samaka, J.; Mlaganile, T.; Jain, K.; et al. Investigation of the Plasma Virome from Cases of Unexplained Febrile Illness in Tanzania from 2013 to 2014: A Comparative Analysis between Unbiased and VirCapSeq-VERT High-Throughput Sequencing Approaches. mSphere 2018, 3, e00311-18. [Google Scholar] [CrossRef]
- Paulson, J.N.; Williams, B.L.; Hehnly, C.; Mishra, N.; Sinnar, S.A.; Zhang, L.; Ssentongo, P.; Mbabazi-Kabachelor, E.; Wijetunge, D.S.S.; von Bredow, B.; et al. Paenibacillus infection with frequent viral coinfection contributes to postinfectious hydrocephalus in Ugandan infants. Sci. Transl. Med. 2020, 12, eaba0565. [Google Scholar] [CrossRef]
- Boruah, A.P.; Kroopnick, A.; Thakkar, R.; Wapniarski, A.E.; Kim, C.; Dugue, R.; Harrigan, E.; Lipkin, W.I.; Mishra, N.; Thakur, K.T. Application of VirCapSeq-VERT and BacCapSeq in the diagnosis of presumed and definitive neuroinfectious diseases. J. NeuroVirology 2023, 29, 678–691. [Google Scholar] [CrossRef] [PubMed]
- Munster, V.; Yinda, C.K.; Eden, J.-S.; Prates, E.; Vlot, A.; Anzick, S.; Wang, J.; Halpin, K.; Borremans, B.; Lunn, T. Spatio-temporal dynamics of Hendra virus in Pteropus bats in Australia reveals high evolutionary diversity linked with spillover. Res. Sq. 2025. [Google Scholar] [CrossRef]
- van Tol, S.; Port, J.R.; Fischer, R.J.; Gallogly, S.; Bushmaker, T.; Griffin, A.; Schulz, J.E.; Carmody, A.; Myers, L.; Crowley, D.E.; et al. Jamaican fruit bats’ competence for Ebola but not Marburg virus is driven by intrinsic differences. Nat. Commun. 2025, 16, 2884. [Google Scholar] [CrossRef]
- Peel, A.J.; Yinda, C.K.; Annand, E.J.; Dale, A.S.; Eby, P.; Eden, J.S.; Jones, D.N.; Kessler, M.K.; Lunn, T.J.; Pearson, T.; et al. Novel Hendra Virus Variant Circulating in Black Flying Foxes and Grey-Headed Flying Foxes, Australia. Emerg. Infect. Dis. 2022, 28, 1043–1047. [Google Scholar] [CrossRef]
- Claro, I.M.; Ramundo, M.S.; Coletti, T.M.; da Silva, C.A.M.; Valenca, I.N.; Candido, D.S.; Sales, F.C.S.; Manuli, E.R.; de Jesus, J.G.; de Paula, A.; et al. Rapid viral metagenomics using SMART-9N amplification and nanopore sequencing. Wellcome Open Res. 2021, 6, 241. [Google Scholar] [CrossRef]
- Ochwoto, M.; Skyler, K.; Paul, S.; Ben, G.; Kailin, H.; Felix, K.-K.; Golmard, E.R.; Aymard, E.B.D.; Issamou, M.P.; Jonathan, S.; et al. Development and Validation of a New Mpox Virus Sequencing and Bioinformatic Analysis Pipeline. Emerg. Microbes Infect. 2025, 14, 2494733. [Google Scholar] [CrossRef]
- Kuhn, S.; Schaughency, P. OpenOmics/nanite (v0.6.0). Zenodo 2024. [Google Scholar] [CrossRef]
- De Coster, W.; D’Hert, S.; Schultz, D.T.; Cruts, M.; Van Broeckhoven, C. NanoPack: Visualizing and processing long-read sequencing data. Bioinformatics 2018, 34, 2666–2669. [Google Scholar] [CrossRef] [PubMed]
- Li, H. Minimap2: Pairwise alignment for nucleotide sequences. Bioinformatics 2018, 34, 3094–3100. [Google Scholar] [CrossRef]
- Ondov, B.D.; Bergman, N.H.; Phillippy, A.M. Interactive metagenomic visualization in a Web browser. BMC Bioinform. 2011, 12, 385. [Google Scholar] [CrossRef]
- Kolmogorov, M.; Yuan, J.; Lin, Y.; Pevzner, P.A. Assembly of long, error-prone reads using repeat graphs. Nat. Biotechnol. 2019, 37, 540–546. [Google Scholar] [CrossRef] [PubMed]
- Kolmogorov, M.; Bickhart, D.M.; Behsaz, B.; Gurevich, A.; Rayko, M.; Shin, S.B.; Kuhn, K.; Yuan, J.; Polevikov, E.; Smith, T.P.L.; et al. metaFlye: Scalable long-read metagenome assembly using repeat graphs. Nat. Methods 2020, 17, 1103–1110. [Google Scholar] [CrossRef]
- Antipov, D.; Rayko, M.; Kolmogorov, M.; Pevzner, P.A. viralFlye: Assembling viruses and identifying their hosts from long-read metagenomics data. Genome Biol. 2022, 23, 57. [Google Scholar] [CrossRef]
- Li, H.; Handsaker, B.; Wysoker, A.; Fennell, T.; Ruan, J.; Homer, N.; Marth, G.; Abecasis, G.; Durbin, R. The Sequence Alignment/Map format and SAMtools. Bioinformatics 2009, 25, 2078–2079. [Google Scholar] [CrossRef]
- Liu, P.; Fang, X.; Feng, Z.; Guo, Y.M.; Peng, R.J.; Liu, T.; Huang, Z.; Feng, Y.; Sun, X.; Xiong, Z.; et al. Direct sequencing and characterization of a clinical isolate of Epstein-Barr virus from nasopharyngeal carcinoma tissue by using next-generation sequencing technology. J. Virol. 2011, 85, 11291–11299. [Google Scholar] [CrossRef]
- Becker, D.J.; Eby, P.; Madden, W.; Peel, A.J.; Plowright, R.K. Ecological conditions predict the intensity of Hendra virus excretion over space and time from bat reservoir hosts. Ecol. Lett. 2023, 26, 23–36. [Google Scholar] [CrossRef]
- Gerba, C.P. Chapter 22—Environmentally Transmitted Pathogens. In Environmental Microbiology, 2nd ed.; Maier, R.M., Pepper, I.L., Gerba, C.P., Eds.; Academic Press: San Diego, CA, USA, 2009; pp. 445–484. [Google Scholar]
- Plowright, R.K.; Becker, D.J.; McCallum, H.; Manlove, K.R. Sampling to elucidate the dynamics of infections in reservoir hosts. Philos. Trans. R Soc. Lond. B Biol. Sci. 2019, 374, 20180336. [Google Scholar] [CrossRef] [PubMed]
- Ruiz-Aravena, M.; McKee, C.; Gamble, A.; Lunn, T.; Morris, A.; Snedden, C.E.; Yinda, C.K.; Port, J.R.; Buchholz, D.W.; Yeo, Y.Y.; et al. Ecology, evolution and spillover of coronaviruses from bats. Nat. Rev. Microbiol. 2022, 20, 299–314. [Google Scholar] [CrossRef] [PubMed]
- Plowright, R.K.; Peel, A.J.; Streicker, D.G.; Gilbert, A.T.; McCallum, H.; Wood, J.; Baker, M.L.; Restif, O. Transmission or Within-Host Dynamics Driving Pulses of Zoonotic Viruses in Reservoir–Host Populations. PLoS Neglected Trop. Dis. 2016, 10, e0004796. [Google Scholar] [CrossRef] [PubMed]
- McKee, C.D.; Islam, A.; Rahman, M.Z.; Khan, S.U.; Rahman, M.; Satter, S.M.; Islam, A.; Yinda, C.K.; Epstein, J.H.; Daszak, P.; et al. Nipah Virus Detection at Bat Roosts after Spillover Events, Bangladesh, 2012–2019. Emerg Infect Dis 2022, 28, 1384–1392. [Google Scholar] [CrossRef]
- Bodi, K.; Perera, A.G.; Adams, P.S.; Bintzler, D.; Dewar, K.; Grove, D.S.; Kieleczawa, J.; Lyons, R.H.; Neubert, T.A.; Noll, A.C.; et al. Comparison of commercially available target enrichment methods for next-generation sequencing. J. Biomol. Tech. 2013, 24, 73–86. [Google Scholar] [CrossRef]
- Zhang, T.; Li, H.; Jiang, M.; Hou, H.; Gao, Y.; Li, Y.; Wang, F.; Wang, J.; Peng, K.; Liu, Y.-X. Nanopore sequencing: Flourishing in its teenage years. J. Genet. Genom. 2024, 51, 1361–1374. [Google Scholar] [CrossRef] [PubMed]
- Thireou, T.; Spyrou, G.; Atlamazoglou, V. A Survey of the Availability of Primary Bioinformatics Web Resources. Genom. Proteom. Bioinform. 2007, 5, 70–76. [Google Scholar] [CrossRef]
- Evertsz, N.; Bull, S.; Pratt, B. What constitutes equitable data sharing in global health research? A scoping review of the literature on low-income and middle-income country stakeholders’ perspectives. BMJ Glob. Health 2023, 8, e010157. [Google Scholar] [CrossRef] [PubMed]




Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Hawes, K.; Greene, B.; Weishampel, Z.A.; Beare, P.A.; van Tol, S.; Schaughency, P.; Kuhn, S.; Peel, A.J.; Munster, V.J.; Yinda, C.K. Evaluation of a Probe-Based Enrichment Protocol for Nanopore Sequencing of Zoonotic Viruses. Viruses 2025, 17, 1465. https://doi.org/10.3390/v17111465
Hawes K, Greene B, Weishampel ZA, Beare PA, van Tol S, Schaughency P, Kuhn S, Peel AJ, Munster VJ, Yinda CK. Evaluation of a Probe-Based Enrichment Protocol for Nanopore Sequencing of Zoonotic Viruses. Viruses. 2025; 17(11):1465. https://doi.org/10.3390/v17111465
Chicago/Turabian StyleHawes, Kailin, Benjamin Greene, Zachary A. Weishampel, Paul A. Beare, Sarah van Tol, Paul Schaughency, Skyler Kuhn, Alison J. Peel, Vincent J. Munster, and Claude Kwe Yinda. 2025. "Evaluation of a Probe-Based Enrichment Protocol for Nanopore Sequencing of Zoonotic Viruses" Viruses 17, no. 11: 1465. https://doi.org/10.3390/v17111465
APA StyleHawes, K., Greene, B., Weishampel, Z. A., Beare, P. A., van Tol, S., Schaughency, P., Kuhn, S., Peel, A. J., Munster, V. J., & Yinda, C. K. (2025). Evaluation of a Probe-Based Enrichment Protocol for Nanopore Sequencing of Zoonotic Viruses. Viruses, 17(11), 1465. https://doi.org/10.3390/v17111465

