Stability of operational taxonomic units: an important but neglected property for analyzing microbial diversity. Issue 1 (December 2015)
- Record Type:
- Journal Article
- Title:
- Stability of operational taxonomic units: an important but neglected property for analyzing microbial diversity. Issue 1 (December 2015)
- Main Title:
- Stability of operational taxonomic units: an important but neglected property for analyzing microbial diversity
- Authors:
- He, Yan
Caporaso, J
Jiang, Xiao-Tao
Sheng, Hua-Fang
Huse, Susan
Rideout, Jai
Edgar, Robert
Kopylova, Evguenia
Walters, William
Knight, Rob
Zhou, Hong-Wei - Abstract:
- Abstract Background The operational taxonomic unit (OTU) is widely used in microbial ecology. Reproducibility in microbial ecology research depends on the reliability of OTU-based 16S ribosomal subunit RNA (rRNA) analyses. Results Here, we report that many hierarchical and greedy clustering methods produce unstable OTUs, with membership that depends on the number of sequences clustered. If OTUs are regenerated with additional sequences or samples, sequences originally assigned to a given OTU can be split into different OTUs. Alternatively, sequences assigned to different OTUs can be merged into a single OTU. This OTU instability affects alpha-diversity analyses such as rarefaction curves, beta-diversity analyses such as distance-based ordination (for example, Principal Coordinate Analysis (PCoA)), and the identification of differentially represented OTUs. Our results show that the proportion of unstable OTUs varies for different clustering methods. We found that the closed-reference method is the only one that produces completely stable OTUs, with the caveat that sequences that do not match a pre-existing reference sequence collection are discarded. Conclusions As a compromise to the factors listed above, we propose using an open-reference method to enhance OTU stability. This type of method clusters sequences against a database and includes unmatched sequences by clustering them via a relatively stablede novo clustering method. OTU stability is an important considerationAbstract Background The operational taxonomic unit (OTU) is widely used in microbial ecology. Reproducibility in microbial ecology research depends on the reliability of OTU-based 16S ribosomal subunit RNA (rRNA) analyses. Results Here, we report that many hierarchical and greedy clustering methods produce unstable OTUs, with membership that depends on the number of sequences clustered. If OTUs are regenerated with additional sequences or samples, sequences originally assigned to a given OTU can be split into different OTUs. Alternatively, sequences assigned to different OTUs can be merged into a single OTU. This OTU instability affects alpha-diversity analyses such as rarefaction curves, beta-diversity analyses such as distance-based ordination (for example, Principal Coordinate Analysis (PCoA)), and the identification of differentially represented OTUs. Our results show that the proportion of unstable OTUs varies for different clustering methods. We found that the closed-reference method is the only one that produces completely stable OTUs, with the caveat that sequences that do not match a pre-existing reference sequence collection are discarded. Conclusions As a compromise to the factors listed above, we propose using an open-reference method to enhance OTU stability. This type of method clusters sequences against a database and includes unmatched sequences by clustering them via a relatively stablede novo clustering method. OTU stability is an important consideration when analyzing microbial diversity and is a feature that should be taken into account during the development of novel OTU clustering methods. … (more)
- Is Part Of:
- Microbiome. Volume 3:Issue 1(2015)
- Journal:
- Microbiome
- Issue:
- Volume 3:Issue 1(2015)
- Issue Display:
- Volume 3, Issue 1 (2015)
- Year:
- 2015
- Volume:
- 3
- Issue:
- 1
- Issue Sort Value:
- 2015-0003-0001-0000
- Page Start:
- 1
- Page End:
- 10
- Publication Date:
- 2015-12
- Subjects:
- Microbiology -- Periodicals
Microorganisms -- Periodicals
Medical microbiology -- Periodicals
Soil microbiology -- Periodicals
Microbiological Phenomena -- Periodicals
Environmental Microbiology -- Periodicals
Medical microbiology
Microbiology
Microorganisms
Soil microbiology
Periodicals
Electronic journals
579.17 - Journal URLs:
- http://www.microbiomejournal.com/ ↗
http://link.springer.com/ ↗ - DOI:
- 10.1186/s40168-015-0081-x ↗
- Languages:
- English
- ISSNs:
- 2049-2618
- 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:
- 10037.xml