bioRxivMicrobiologyPreprint
First community challenge for automated virus taxonomy
Cédric LoodiD, Swapnil Prakash DoijadiD, Evelien M. AdriaenssensiD, Yīmíng BàoiD, Jakub BarylskiiD, Benjamin BolduciD, George Spyro BourasiD, James Rodney BristeriD, C. Titus BrowniD, Antônio Pedro CamargoiD, Lander De ConinckiD, Sebastian DeorowicziD, R. C. EdgariD, Robert Alan EdwardsiD, Shitao GongiD, Arthur GruberiD, Adam GudyśiD, Ernestina HauptfeldiD, Anneliek M. ter HorstiD, Tianyang HuangiD, J‐Z JiangiD, Lars KaderaliiD, Jaebeom KimiD, Mart KrupovìčiD, Jens H. KuhniD, , Bas E. DutilhiD
Abstract
The rapid rate of virus discovery renders manual curation by taxonomy experts increasingly impractical, creating a need for reliable software that can reproducibly assign viral contigs to taxa at all fifteen ranks of the virus taxonomy. We led an open community challenge for the computational taxonomic classification of viruses and assembled a dataset of virus sequences combining expert-curated and metagenomic sequences. Seventeen teams contributed a total of thirty-four automated, fully reproducible classification pipelines. Most tools correctly assigned viruses belonging to established species, genera, or families, but viruses that are unclassified at those lower ranks remain challenging. This study provides datasets, open-source software, novel approaches, and recommendations to benchmark computational taxonomic classification of viruses, and support organizing the many viruses discovered in big omics data.
- Citations
- 0
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- VirusTaxo: Taxonomic classification of virus genome using multi-class hierarchical classification by k-mer enrichment
Rajan Saha Raju, Abdullah Al Nahid, … Rashedul Islam·GenomicsPeer-reviewed·Jun 17, 2022
- Scalable and systematic hierarchical virus taxonomy with vConTACT3
Benjamin Bolduc, Olivier Zablocki, … Matthew B. Sullivan·bioRxiv·Nov 6, 2025
- Gene sharing networks to automate genome-based prokaryotic viral taxonomy
Ho Bin Jang, Benjamin Bolduc, … Matthew B. Sullivan·bioRxiv·Jan 29, 2019
- GRAViTy-V2: a grounded viral taxonomy application
Richard Mayne, Pakorn Aiewsakun, … Peter Simmonds K·NAR Genomics and BioinformaticsPeer-reviewed·Sep 28, 2024
- VIRify: an integrated detection, annotation and taxonomic classification pipeline using virus-specific protein profile hidden Markov models
Guillermo Rangel-Piñeros, Alexandre Almeida, … Robert D. Finn·PLoS Computational BiologyPeer-reviewed·Aug 28, 2023
- CHEER: hierarCHical taxonomic classification for viral mEtagEnomic data via deep leaRning
Jiayu Shang, Yanni Sun·MethodsPeer-reviewed·May 23, 2020