Phylogenetic classification of short environmental DNA fragments

被引:170
作者
Krause, Lutz [1 ]
Diaz, Naryttza N. [1 ]
Goesmann, Alexander [1 ,2 ]
Kelley, Scott [3 ,4 ]
Nattkemper, Tim W. [1 ,5 ]
Rohwer, Forest [3 ,4 ]
Edwards, Robert A. [4 ,6 ,7 ]
Stoye, Jens [1 ,8 ]
机构
[1] Univ Bielefeld, Ctr Biotechnol, D-33594 Bielefeld, Germany
[2] Univ Bielefeld, BRF, D-33594 Bielefeld, Germany
[3] San Diego State Univ, Dept Biol, San Diego, CA 92182 USA
[4] Ctr Microbial Sci, San Diego, CA 92182 USA
[5] Univ Bielefeld, Appl Neuroinformat Grp, D-33594 Bielefeld, Germany
[6] San Diego State Univ, Dept Comp Sci, San Diego, CA 92182 USA
[7] Argonne Natl Lab, Div Math & Comp Sci, Argonne, IL 60439 USA
[8] Univ Bielefeld, Fac Technol, AG Genominformat, D-33594 Bielefeld, Germany
关键词
D O I
10.1093/nar/gkn038
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Metagenomics is providing striking insights into the ecology of microbial communities. The recently developed massively parallel 454 pyrosequencing technique gives the opportunity to rapidly obtain metagenomic sequences at a low cost and without cloning bias. However, the phylogenetic analysis of the short reads produced represents a significant computational challenge. The phylogenetic algorithm CARMA for predicting the source organisms of environmental 454 reads is described. The algorithm searches for conserved Pfam domain and protein families in the unassembled reads of a sample. These gene fragments (environmental gene tags, EGTs), are classified into a higher-order taxonomy based on the reconstruction of a phylogenetic tree of each matching Pfam family. The method exhibits high accuracy for a wide range of taxonomic groups, and EGTs as short as 27 amino acids can be phylogenetically classified up to the rank of genus. The algorithm was applied in a comparative study of three aquatic microbial samples obtained by 454 pyrosequencing. Profound differences in the taxonomic composition of these samples could be clearly revealed.
引用
收藏
页码:2230 / 2239
页数:10
相关论文
共 33 条
[1]   Stromatolite reef from the Early Archaean era of Australia [J].
Allwood, Abigail C. ;
Walter, Malcolm R. ;
Kamber, Balz S. ;
Marshall, Craig P. ;
Burch, Ian W. .
NATURE, 2006, 441 (7094) :714-718
[2]   BASIC LOCAL ALIGNMENT SEARCH TOOL [J].
ALTSCHUL, SF ;
GISH, W ;
MILLER, W ;
MYERS, EW ;
LIPMAN, DJ .
JOURNAL OF MOLECULAR BIOLOGY, 1990, 215 (03) :403-410
[3]  
[Anonymous], 1989, Cladistics, DOI DOI 10.1111/J.1096-0031.1989.TB00562.X
[4]   Bacterial rhodopsin:: Evidence for a new type of phototrophy in the sea [J].
Béjà, O ;
Aravind, L ;
Koonin, EV ;
Suzuki, MT ;
Hadd, A ;
Nguyen, LP ;
Jovanovich, S ;
Gates, CM ;
Feldman, RA ;
Spudich, JL ;
Spudich, EN ;
DeLong, EF .
SCIENCE, 2000, 289 (5486) :1902-1906
[5]  
Benson DA, 2010, NUCLEIC ACIDS RES, V38, pD46, DOI [10.1093/nar/gkp1024, 10.1093/nar/gkq1079, 10.1093/nar/gkl986, 10.1093/nar/gks1195, 10.1093/nar/gkw1070, 10.1093/nar/gkr1202, 10.1093/nar/gkn723, 10.1093/nar/gkx1094]
[6]   Genomic analysis of uncultured marine viral communities [J].
Breitbart, M ;
Salamon, P ;
Andresen, B ;
Mahaffy, JM ;
Segall, AM ;
Mead, D ;
Azam, F ;
Rohwer, F .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 (22) :14250-14255
[7]   The ribosomal database project (RDP-II): introducing myRDP space and quality controlled public data [J].
Cole, J. R. ;
Chai, B. ;
Farris, R. J. ;
Wang, Q. ;
Kulam-Syed-Mohideen, A. S. ;
McGarrell, D. M. ;
Bandela, A. M. ;
Cardenas, E. ;
Garrity, G. M. ;
Tiedje, J. M. .
NUCLEIC ACIDS RESEARCH, 2007, 35 :D169-D172
[8]   Profile hidden Markov models [J].
Eddy, SR .
BIOINFORMATICS, 1998, 14 (09) :755-763
[9]  
Edwards Robert A, 2006, BMC Genomics, V7, P57
[10]   Pfam:: clans, web tools and services [J].
Finn, Robert D. ;
Mistry, Jaina ;
Schuster-Bockler, Benjamin ;
Griffiths-Jones, Sam ;
Hollich, Volker ;
Lassmann, Timo ;
Moxon, Simon ;
Marshall, Mhairi ;
Khanna, Ajay ;
Durbin, Richard ;
Eddy, Sean R. ;
Sonnhammer, Erik L. L. ;
Bateman, Alex .
NUCLEIC ACIDS RESEARCH, 2006, 34 :D247-D251