Abstract
The recent introduction of massively parallel pyrosequencers allows rapid, inexpensive analysis of microbial community composition using 16S ribosomal RNA (rRNA) sequences. However, a major challenge is to design a workflow so that taxonomic information can be accurately and rapidly assigned to each read, so that the composition of each community can be linked back to likely ecological roles played by members of each species, genus, family or phylum. Here, we use three large 16S rRNA datasets to test whether taxonomic information based on the full-length sequences can be recaptured by short reads that simulate the pyrosequencer outputs. We find that different taxonomic assignment methods vary radically in their ability to recapture the taxonomic information in full-length 16S rRNA sequences: most methods are sensitive to the region of the 16S rRNA gene that is targeted for sequencing, but many combinations of methods and rRNA regions produce consistent and accurate results. To process large datasets of partial 16S rRNA sequences obtained from surveys of various microbial communities, including those from human body habitats, we recommend the use of Greengenes or RDP classifier with fragments of at least 250 bases, starting from one of the primers R357, R534, R798, F343 or F517.
MeSH Terms
Algorithms
Animals
Bacteria/classification,genetics
Classification/methods
Humans
Metagenome
Mice
Phylogeny
RNA, Ribosomal, 16S/genetics
Reproducibility of Results
Sequence Alignment
Sequence Analysis, DNA
Chemicals
RNA, Ribosomal, 16S
Authors & Affiliations
4 authors, click to expand affiliations / ORCID
Liu Zongzhi
Department of Chemistry and Biochemistry, UCB 215, University of Colorado at Boulder, Boulder, CO 80309-0215, USA.
DeSantis Todd Z
Andersen Gary L
Knight Rob
References (31)
31 references, click to expand
-
An obesity-associated gut microbiome with increased capacity for energy harvest.
Nature. 2006 Dec 21;444(7122):1027-31
PMID: 17183312
-
ARB: a software environment for sequence data.
Nucleic Acids Res. 2004 Feb 25;32(4):1363-71
PMID: 14985472
-
Exploring prokaryotic diversity in the genomic era.
Genome Biol. 2002;3(2):REVIEWS0003
PMID: 11864374
-
A molecular view of microbial diversity and the biosphere.
Science. 1997 May 2;276(5313):734-40
PMID: 9115194
-
The use of coded PCR primers enables high-throughput sequencing of multiple homolog amplification products by 454 parallel sequencing.
PLoS One. 2007 Feb 14;2(2):e197
PMID: 17299583
-
Distinguishing homologous from analogous proteins.
Syst Zool. 1970 Jun;19(2):99-113
PMID: 5449325
-
The uncultured microbial majority.
Annu Rev Microbiol. 2003;57:369-94
PMID: 14527284
-
Unexpected diversity and complexity of the Guerrero Negro hypersaline microbial mat.
Appl Environ Microbiol. 2006 May;72(5):3685-95
PMID: 16672518
-
Greengenes, a chimera-checked 16S rRNA gene database and workbench compatible with ARB.
Appl Environ Microbiol. 2006 Jul;72(7):5069-72
PMID: 16820507
-
Microbial ecology: human gut microbes associated with obesity.
Nature. 2006 Dec 21;444(7122):1022-3
PMID: 17183309
-
UniFrac--an online tool for comparing microbial community diversity in a phylogenetic context.
BMC Bioinformatics. 2006 Aug 07;7:371
PMID: 16893466
-
The macaque gut microbiome in health, lentiviral infection, and chronic enterocolitis.
PLoS Pathog. 2008 Feb 8;4(2):e20
PMID: 18248093
-
Clearcut: a fast implementation of relaxed neighbor joining.
Bioinformatics. 2006 Nov 15;22(22):2823-4
PMID: 16982706
-
Error-correcting barcoded primers for pyrosequencing hundreds of samples in multiplex.
Nat Methods. 2008 Mar;5(3):235-7
PMID: 18264105
-
Short pyrosequencing reads suffice for accurate microbial community analysis.
Nucleic Acids Res. 2007;35(18):e120
PMID: 17881377
-
Genome sequencing in microfabricated high-density picolitre reactors.
Nature. 2005 Sep 15;437(7057):376-80
PMID: 16056220
-
Microbial population structures in the deep marine biosphere.
Science. 2007 Oct 5;318(5847):97-100
PMID: 17916733
-
High-density universal 16S rRNA microarray analysis reveals broader diversity than typical clone library when sampling the environment.
Microb Ecol. 2007 Apr;53(3):371-83
PMID: 17334858
-
Obesity alters gut microbial ecology.
Proc Natl Acad Sci U S A. 2005 Aug 2;102(31):11070-5
PMID: 16033867
-
The human microbiome project.
Nature. 2007 Oct 18;449(7164):804-10
PMID: 17943116
-
Predicting functional gene links from phylogenetic-statistical analyses of whole genomes.
PLoS Comput Biol. 2005 Jun;1(1):e3
PMID: 16103904
-
Phylogenetic classification of short environmental DNA fragments.
Nucleic Acids Res. 2008 Apr;36(7):2230-9
PMID: 18285365
-
Prokaryote phylogeny without sequence alignment: from avoidance signature to composition distance.
J Bioinform Comput Biol. 2004 Mar;2(1):1-19
PMID: 15272430
-
UniFrac: a new phylogenetic method for comparing microbial communities.
Appl Environ Microbiol. 2005 Dec;71(12):8228-35
PMID: 16332807
-
NAST: a multiple sequence alignment server for comparative analysis of 16S rRNA genes.
Nucleic Acids Res. 2006 Jul 1;34(Web Server issue):W394-9
PMID: 16845035
-
Quantitative and qualitative beta diversity measures lead to different insights into factors that structure microbial communities.
Appl Environ Microbiol. 2007 Mar;73(5):1576-85
PMID: 17220268
-
PyCogent: a toolkit for making sense from sequence.
Genome Biol. 2007;8(8):R171
PMID: 17708774
-
Accurate phylogenetic classification of variable-length DNA fragments.
Nat Methods. 2007 Jan;4(1):63-72
PMID: 17179938
-
Diversity of the human intestinal microbial flora.
Science. 2005 Jun 10;308(5728):1635-8
PMID: 15831718
-
Basic local alignment search tool.
J Mol Biol. 1990 Oct 5;215(3):403-10
PMID: 2231712
-
The ribosomal database project (RDP-II): introducing myRDP space and quality controlled public data.
Nucleic Acids Res. 2007 Jan;35(Database issue):D169-72
PMID: 17090583