RefSeq database growth influences the accuracy of k-mer-based lowest common ancestor species identification

dc.contributor.authorNasko, Daniel J
dc.contributor.authorKoren, Sergey
dc.contributor.authorPhillippy, Adam M
dc.contributor.authorTreangen, Todd J
dc.date.accessioned2018-11-28T16:43:59Z
dc.date.available2018-11-28T16:43:59Z
dc.date.issued2018-10-30
dc.date.updated2018-11-28T16:43:59Z
dc.description.abstractAbstract In order to determine the role of the database in taxonomic sequence classification, we examine the influence of the database over time on k-mer-based lowest common ancestor taxonomic classification. We present three major findings: the number of new species added to the NCBI RefSeq database greatly outpaces the number of new genera; as a result, more reads are classified with newer database versions, but fewer are classified at the species level; and Bayesian-based re-estimation mitigates this effect but struggles with novel genomes. These results suggest a need for new classification approaches specially adapted for large databases.
dc.identifier.citationNasko, Daniel J, Koren, Sergey, Phillippy, Adam M, et al.. "RefSeq database growth influences the accuracy of k-mer-based lowest common ancestor species identification." (2018) BioMed Central: https://doi.org/10.1186/s13059-018-1554-6.
dc.identifier.doihttps://doi.org/10.1186/s13059-018-1554-6
dc.identifier.urihttps://hdl.handle.net/1911/103430
dc.language.rfc3066en
dc.publisherBioMed Central
dc.rightsThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
dc.rights.holderThe Author(s).
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.titleRefSeq database growth influences the accuracy of k-mer-based lowest common ancestor species identification
dc.typeJournal article
dc.type.dcmiText
dc.type.publicationpublisher version
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