PreprintCited by 108Genomics and Phylogenetic StudiesBacteriophages and microbial interactionsVirology and Viral Diseases

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RdRp-scan: A Bioinformatic Resource to Identify and Annotate Divergent RNA Viruses in Metagenomic Sequence Data

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Preprint — published as 10.1093/ve/veac082

Abstract

Despite a rapid expansion in the number of known RNA viruses following the advent of metagenomic sequencing, the identification and annotation of highly divergent RNA viruses remains challenging, particularly from poorly characterized hosts and environmental samples. Protein structures are more conserved than primary sequence data, such that structure-based comparisons provide an opportunity to reveal the viral “dusk matter”: viral sequences with low, but detectable, levels of sequence identity to known viruses with available protein structures. Here, we present a new open computational and resource – RdRp-scan – that contains a standardized bioinformatic toolkit to identify and annotate divergent RNA viruses in metagenomic sequence data based on the detection of RNA dependent RNA polymerase (RdRp) sequences. By combining RdRp-specific Hidden Markov models (HMM) and structural comparisons we show that RdRp-scan can efficiently detect RdRp sequences with identity levels as low as 10% to those from known viruses and not identifiable using standard sequence-to-sequence comparisons. In addition, to facilitate the annotation and placement of newly detected and divergent virus-like sequences into the known diversity of RNA viruses, RdRp-scan provides new custom and curated databases of viral RdRp sequences and core motif, as well as pre-built RdRp alignments. In parallel, our analysis of the sequence diversity detected by RdRp-scan revealed that while most of the taxonomically unassigned RdRps fell into pre-established clusters, some sequences cluster into potential new orders of RNA viruses related to the Wolframvirales and Tolivirales . Finally, a survey of the conserved A, B and C RdRp motifs within the RdRp-scan sequence database revealed additional variations of both sequence and position, which might provide new insights into the structure, function and evolution of viral RdRps.

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Metadata

Authors
Charon, J., Buchmann, J. P., Sadiq, S., & Holmes, E. C.
Affiliations
  • The University of Sydney (AU)
  • Heinrich Heine University Düsseldorf (DE)
Corresponding author
Charon, Justine
Venue
Virus Evolution
Publisher
openRxiv
Published
2022-03-01
Volume
8
Issue
2
Pages
veac082-veac082
ISSN
2057-1577 (ISSN-L)
OpenAlex
W4294253063
Cited by
108
References
1
Citations by year
2026: 22 · 2025: 34 · 2024: 34 · 2023: 15 · 2022: 3
FWCI
7.02
Type
journal article
Language
en
Open access
Licence
cc-by-nc
Locations
  • Virus Evolution (publishedVersion, cc-by-nc)
  • bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc-nd)
  • PubMed Central (publishedVersion, cc-by-nc)
  • PubMed (publishedVersion)
  • HAL (submittedVersion, cc-by-nc)
  • Oskar-Bordeaux (Universite de Bordeaux) (submittedVersion)
Funders
  • Innovation and Technology Commission
  • Australian Research Council (FL170100022)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
  • Life Sciences › Immunology and Microbiology › Virology › Bacteriophages and microbial interactions
  • Health Sciences › Medicine › Epidemiology › Virology and Viral Diseases
Keywords
RNA-dependent RNA polymerase, hidden Markov models, virus taxonomy

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