Abstract
We present an algorithm, PyroNoise, that clusters the flowgrams of 454 pyrosequencing reads using a distance measure that models sequencing noise. This infers the true sequences in a collection of amplicons. We pyrosequenced a known mixture of microbial 16S rDNA sequences extracted from a lake and found that without noise reduction the number of operational taxonomic units is overestimated but using PyroNoise it can be accurately calculated.
MeSH Terms
Algorithms
Bacteria/genetics
Genetic Variation
Models, Genetic
Polymerase Chain Reaction
RNA, Bacterial/genetics
RNA, Ribosomal, 16S/genetics
Sequence Analysis, DNA/methods
Software
Chemicals
RNA, Bacterial
RNA, Ribosomal, 16S
Authors & Affiliations
8 authors, click to expand affiliations / ORCID
Quince Christopher
Department of Civil Engineering, Rankine Building, University of Glasgow, Glasgow, UK. quince@civil.gla.ac.uk
Lanzén Anders
Curtis Thomas P
Davenport Russell J
Hall Neil
Head Ian M
Read L Fiona
Sloan William T
References (16)
16 references, click to expand
-
A probabilistic method for small RNA flowgram matching.
Pac Symp Biocomput. 2008;:75-86
PMID: 18229677
-
Introducing DOTUR, a computer program for defining operational taxonomic units and estimating species richness.
Appl Environ Microbiol. 2005 Mar;71(3):1501-6
PMID: 15746353
-
The frequency of chimeric molecules as a consequence of PCR co-amplification of 16S rRNA genes from different bacterial species.
Microbiology (Reading). 1996 May;142 ( Pt 5):1107-1114
PMID: 8704952
-
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
-
UniFrac: a new phylogenetic method for comparing microbial communities.
Appl Environ Microbiol. 2005 Dec;71(12):8228-35
PMID: 16332807
-
Gapped BLAST and PSI-BLAST: a new generation of protein database search programs.
Nucleic Acids Res. 1997 Sep 1;25(17):3389-402
PMID: 9254694
-
The Ribosomal Database Project: improved alignments and new tools for rRNA analysis.
Nucleic Acids Res. 2009 Jan;37(Database issue):D141-5
PMID: 19004872
-
New screening software shows that most recent large 16S rRNA gene clone libraries contain chimeras.
Appl Environ Microbiol. 2006 Sep;72(9):5734-41
PMID: 16957188
-
The rational exploration of microbial diversity.
ISME J. 2008 Oct;2(10):997-1006
PMID: 18650928
-
Microbial diversity in the deep sea and the underexplored "rare biosphere".
Proc Natl Acad Sci U S A. 2006 Aug 8;103(32):12115-20
PMID: 16880384
-
A general method applicable to the search for similarities in the amino acid sequence of two proteins.
J Mol Biol. 1970 Mar;48(3):443-53
PMID: 5420325
-
Pyrobayes: an improved base caller for SNP discovery in pyrosequences.
Nat Methods. 2008 Feb;5(2):179-81
PMID: 18193056
-
Pyrosequencing enumerates and contrasts soil microbial diversity.
ISME J. 2007 Aug;1(4):283-90
PMID: 18043639
-
MUSCLE: multiple sequence alignment with high accuracy and high throughput.
Nucleic Acids Res. 2004 Mar 19;32(5):1792-7
PMID: 15034147
-
MAFFT version 5: improvement in accuracy of multiple sequence alignment.
Nucleic Acids Res. 2005 Jan 20;33(2):511-8
PMID: 15661851