Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2024 May 2;16(5):723.
doi: 10.3390/v16050723.

Long-Read Nanopore-Based Sequencing of Anelloviruses

Affiliations

Long-Read Nanopore-Based Sequencing of Anelloviruses

Raghavendran Anantharam et al. Viruses. .

Abstract

Routinely used metagenomic next-generation sequencing (mNGS) techniques often fail to detect low-level viremia (<104 copies/mL) and appear biased towards viruses with linear genomes. These limitations hinder the capacity to comprehensively characterize viral infections, such as those attributed to the Anelloviridae family. These near ubiquitous non-pathogenic components of the human virome have circular single-stranded DNA genomes that vary in size from 2.0 to 3.9 kb and exhibit high genetic diversity. Hence, species identification using short reads can be challenging. Here, we introduce a rolling circle amplification (RCA)-based metagenomic sequencing protocol tailored for circular single-stranded DNA genomes, utilizing the long-read Oxford Nanopore platform. The approach was assessed by sequencing anelloviruses in plasma drawn from people who inject drugs (PWID) in two geographically distinct cohorts. We detail the methodological adjustments implemented to overcome difficulties inherent in sequencing circular genomes and describe a computational pipeline focused on anellovirus detection. We assessed our protocol across various sample dilutions and successfully differentiated anellovirus sequences in conditions simulating mixed infections. This method provides a robust framework for the comprehensive characterization of circular viruses within the human virome using the Oxford Nanopore.

Keywords: bioinformatics; circular viral genomes; metagenomics; plasma; rolling circle amplification; virome.

PubMed Disclaimer

Conflict of interest statement

The authors declare no conflicts of interest. The funders had no role in the design of the study, in the collection, analyses, or interpretation of data, in the writing of the manuscript, or in the decision to publish the results.

Figures

Figure 1
Figure 1
Overview of sequencing protocol steps. Prior to library preparation, extracted DNA was enriched for circular DNA by enzymatic digestion and rolling circle amplification (RCA). The concatemers formed during RCA were then sheared to ~1000 bp fragments for sequencing on a GridION platform. Figure created using BioRender.com.
Figure 2
Figure 2
ICTV species identified in sequencing reproducibility experiments using two HCV-positive samples from a person who injects drugs in Baltimore, MD (PS-1) and in San Francisco, CA (PS-2). Colored cells denote the number of replicates in which a given species/isolate was identified. Dilution experiments included a 1/2, 1/10, and 1/100 dilution of PS-2 made by mixing known volumes of PS-2 plasma DNA with PS-1 plasma (diluent). This figure does not differentiate sequences of anellovirus species common to both PS-1 and PS-2 (e.g., TTV 15).

Similar articles

Cited by

References

    1. Varsani A., Kraberger S., Opriessnig T., Maggi F., Celer V., Okamoto H., Biagini P. Anelloviridae taxonomy update 2023. Arch. Virol. 2023;168:277. doi: 10.1007/s00705-023-05903-6. - DOI - PubMed
    1. Arze C.A., Springer S., Dudas G., Patel S., Bhattacharyya A., Swaminathan H., Brugnara C., Delagrave S., Ong T., Kahvejian A., et al. Global genome analysis reveals a vast and dynamic anellovirus landscape within the human virome. Cell Host Microbe. 2021;29:1305–1315.e1306. doi: 10.1016/j.chom.2021.07.001. - DOI - PubMed
    1. Kaczorowska J., Deijs M., Klein M., Bakker M., Jebbink M.F., Sparreboom M., Kinsella C.M., Timmerman A.L., van der Hoek L. Diversity and Long-Term Dynamics of Human Blood Anelloviruses. J. Virol. 2022;96:e0010922. doi: 10.1128/jvi.00109-22. - DOI - PMC - PubMed
    1. Cebria-Mendoza M., Arbona C., Larrea L., Diaz W., Arnau V., Pena C., Bou J.V., Sanjuan R., Cuevas J.M. Deep viral blood metagenomics reveals extensive anellovirus diversity in healthy humans. Sci. Rep. 2021;11:6921. doi: 10.1038/s41598-021-86427-4. - DOI - PMC - PubMed
    1. Kandathil A.J., Breitwieser F.P., Sachithanandham J., Robinson M., Mehta S.H., Timp W., Salzberg S.L., Thomas D.L., Balagopal A. Presence of Human Hepegivirus-1 in a Cohort of People Who Inject Drugs. Ann. Intern. Med. 2017;167:1–7. doi: 10.7326/M17-0085. - DOI - PMC - PubMed

LinkOut - more resources