MetaCurator: A hidden Markov model‐based toolkit for extracting and curating sequences from taxonomically‐informative genetic markers. Issue 1 (29th October 2019)
- Record Type:
- Journal Article
- Title:
- MetaCurator: A hidden Markov model‐based toolkit for extracting and curating sequences from taxonomically‐informative genetic markers. Issue 1 (29th October 2019)
- Main Title:
- MetaCurator: A hidden Markov model‐based toolkit for extracting and curating sequences from taxonomically‐informative genetic markers
- Authors:
- Richardson, Rodney T.
Sponsler, Douglas B.
McMinn‐Sauder, Harper
Johnson, Reed M. - Editors:
- Jarman, Simon
- Abstract:
- Abstract: While metabarcoding and metagenomic approaches are increasingly popular, questions remain about how best to analyse and taxonomically characterize the sequence data produced by such methods. Due to a lack of software infrastructure, important reference sequence curation steps are often ignored. We present MetaCurator, a software package designed for automated reference sequence curation and highly generalizable across markers and study systems. MetaCurator contains two signature tools. IterRazor utilizes profile hidden Markov models and an iterative search framework to exhaustively identify and extract the precise marker of interest from available references. DerepByTaxonomy dereplicates sequences using a taxonomically aware approach, removing duplicates only when they belong to the same taxon. This is important for highly conserved markers, such as plant rbcL and trnL, which often display no sequence divergence across taxa, even at the genus level. Using MetaCurator, we produced reference sequence databases for a popular arthropod COI marker as well as four plant barcoding markers, trnL, rbcL, ITS2 and trnH . In comparing these databases to those produced by recent and comparable studies, we show that the Metacurator pipeline exhibits greater sensitivity during sequence extraction, especially for poorly conserved markers. Further, database taxonomic richness was not decreased following sequence dereplication, as observed in previous studies. MetaCurator isAbstract: While metabarcoding and metagenomic approaches are increasingly popular, questions remain about how best to analyse and taxonomically characterize the sequence data produced by such methods. Due to a lack of software infrastructure, important reference sequence curation steps are often ignored. We present MetaCurator, a software package designed for automated reference sequence curation and highly generalizable across markers and study systems. MetaCurator contains two signature tools. IterRazor utilizes profile hidden Markov models and an iterative search framework to exhaustively identify and extract the precise marker of interest from available references. DerepByTaxonomy dereplicates sequences using a taxonomically aware approach, removing duplicates only when they belong to the same taxon. This is important for highly conserved markers, such as plant rbcL and trnL, which often display no sequence divergence across taxa, even at the genus level. Using MetaCurator, we produced reference sequence databases for a popular arthropod COI marker as well as four plant barcoding markers, trnL, rbcL, ITS2 and trnH . In comparing these databases to those produced by recent and comparable studies, we show that the Metacurator pipeline exhibits greater sensitivity during sequence extraction, especially for poorly conserved markers. Further, database taxonomic richness was not decreased following sequence dereplication, as observed in previous studies. MetaCurator is supported on OSX and Linux and is freely available under a GPL v3.0 license at https://github.com/RTRichar/MetaCurator . The reference databases produced in this work, and the commands used for curation, are available at https://github.com/RTRichar/MetabarcodeDBsV2 . … (more)
- Is Part Of:
- Methods in ecology and evolution. Volume 11:Issue 1(2020)
- Journal:
- Methods in ecology and evolution
- Issue:
- Volume 11:Issue 1(2020)
- Issue Display:
- Volume 11, Issue 1 (2020)
- Year:
- 2020
- Volume:
- 11
- Issue:
- 1
- Issue Sort Value:
- 2020-0011-0001-0000
- Page Start:
- 181
- Page End:
- 186
- Publication Date:
- 2019-10-29
- Subjects:
- arthropod metabarcoding -- biodiversity -- environmental DNA -- metagenomics -- molecular ecology -- plant metabarcoding -- sequence curation -- sequence dereplication
Ecology -- Periodicals
Evolution -- Periodicals
577 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)2041-210X ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1111/2041-210X.13314 ↗
- Languages:
- English
- ISSNs:
- 2041-210X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 20864.xml