Bioinformatic approaches for functional annotation and pathway inference in metagenomics data

被引:59
作者
De Filippo, Carlotta
Ramazzotti, Matteo [1 ]
Fontana, Paolo
Cavalieri, Duccio [1 ,2 ]
机构
[1] Univ Florence, I-50121 Florence, Italy
[2] CRI FEM, Ctr Computat Biol, Trento, Italy
关键词
metagenomics; next-generation sequencing; microbiome; pathway analysis; gene annotation; GENE IDENTIFICATION; METABOLIC PATHWAYS; TAXONOMIC CLASSIFICATION; MARKUP LANGUAGE; DNA-SEQUENCES; WEB SERVER; BIOLOGY; GENERATION; PREDICTION; GENOMICS;
D O I
10.1093/bib/bbs070
中图分类号
Q5 [生物化学];
学科分类号
070307 [化学生物学];
摘要
Metagenomic approaches are increasingly recognized as a baseline for understanding the ecology and evolution of microbial ecosystems. The development of methods for pathway inference from metagenomics data is of paramount importance to link a phenotype to a cascade of events stemming from a series of connected sets of genes or proteins. Biochemical and regulatory pathways have until recently been thought and modelled within one cell type, one organism, one species. This vision is being dramatically changed by the advent of whole microbiome sequencing studies, revealing the role of symbiotic microbial populations in fundamental biochemical functions. The new landscape we face requires a clear picture of the potentialities of existing tools and development of new tools to characterize, reconstruct and model biochemical and regulatory pathways as the result of integration of function in complex symbiotic interactions of ontologically and evolutionary distinct cell types.
引用
收藏
页码:696 / 710
页数:15
相关论文
共 102 条
[1]
Metabolic Reconstruction for Metagenomic Data and Its Application to the Human Microbiome [J].
Abubucker, Sahar ;
Segata, Nicola ;
Goll, Johannes ;
Schubert, Alyxandria M. ;
Izard, Jacques ;
Cantarel, Brandi L. ;
Rodriguez-Mueller, Beltran ;
Zucker, Jeremy ;
Thiagarajan, Mathangi ;
Henrissat, Bernard ;
White, Owen ;
Kelley, Scott T. ;
Methe, Barbara ;
Schloss, Patrick D. ;
Gevers, Dirk ;
Mitreva, Makedonka ;
Huttenhower, Curtis .
PLOS COMPUTATIONAL BIOLOGY, 2012, 8 (06)
[2]
Community genomics in microbial ecology and evolution [J].
Allen, EE ;
Banfield, JF .
NATURE REVIEWS MICROBIOLOGY, 2005, 3 (06) :489-498
[3]
Gapped BLAST and PSI-BLAST: a new generation of protein database search programs [J].
Altschul, SF ;
Madden, TL ;
Schaffer, AA ;
Zhang, JH ;
Zhang, Z ;
Miller, W ;
Lipman, DJ .
NUCLEIC ACIDS RESEARCH, 1997, 25 (17) :3389-3402
[4]
Reorganizing the protein space at the Universal Protein Resource (UniProt) [J].
Apweiler, Rolf ;
Martin, Maria Jesus ;
O'Donovan, Claire ;
Magrane, Michele ;
Alam-Faruque, Yasmin ;
Antunes, Ricardo ;
Casanova, Elisabet Barrera ;
Bely, Benoit ;
Bingley, Mark ;
Bower, Lawrence ;
Bursteinas, Borisas ;
Chan, Wei Mun ;
Chavali, Gayatri ;
Da Silva, Alan ;
Dimmer, Emily ;
Eberhardt, Ruth ;
Fazzini, Francesco ;
Fedotov, Alexander ;
Garavelli, John ;
Castro, Leyla Garcia ;
Gardner, Michael ;
Hieta, Reija ;
Huntley, Rachael ;
Jacobsen, Julius ;
Legge, Duncan ;
Liu, Wudong ;
Luo, Jie ;
Orchard, Sandra ;
Patient, Samuel ;
Pichler, Klemens ;
Poggioli, Diego ;
Pontikos, Nikolas ;
Pundir, Sangya ;
Rosanoff, Steven ;
Sawford, Tony ;
Sehra, Harminder ;
Turner, Edward ;
Wardell, Tony ;
Watkins, Xavier ;
Corbett, Matt ;
Donnelly, Mike ;
van Rensburg, Pieter ;
Goujon, Mickael ;
McWilliam, Hamish ;
Lopez, Rodrigo ;
Xenarios, Ioannis ;
Bougueleret, Lydie ;
Bridge, Alan ;
Poux, Sylvain ;
Redaschi, Nicole .
NUCLEIC ACIDS RESEARCH, 2012, 40 (D1) :D71-D75
[5]
Enterotypes of the human gut microbiome [J].
Arumugam, Manimozhiyan ;
Raes, Jeroen ;
Pelletier, Eric ;
Le Paslier, Denis ;
Yamada, Takuji ;
Mende, Daniel R. ;
Fernandes, Gabriel R. ;
Tap, Julien ;
Bruls, Thomas ;
Batto, Jean-Michel ;
Bertalan, Marcelo ;
Borruel, Natalia ;
Casellas, Francesc ;
Fernandez, Leyden ;
Gautier, Laurent ;
Hansen, Torben ;
Hattori, Masahira ;
Hayashi, Tetsuya ;
Kleerebezem, Michiel ;
Kurokawa, Ken ;
Leclerc, Marion ;
Levenez, Florence ;
Manichanh, Chaysavanh ;
Nielsen, H. Bjorn ;
Nielsen, Trine ;
Pons, Nicolas ;
Poulain, Julie ;
Qin, Junjie ;
Sicheritz-Ponten, Thomas ;
Tims, Sebastian ;
Torrents, David ;
Ugarte, Edgardo ;
Zoetendal, Erwin G. ;
Wang, Jun ;
Guarner, Francisco ;
Pedersen, Oluf ;
de Vos, Willem M. ;
Brunak, Soren ;
Dore, Joel ;
Weissenbach, Jean ;
Ehrlich, S. Dusko ;
Bork, Peer .
NATURE, 2011, 473 (7346) :174-180
[6]
The Biological Connection Markup Language: a SBGN-compliant format for visualization, filtering and analysis of biological pathways [J].
Beltrame, Luca ;
Calura, Enrica ;
Popovici, Razvan R. ;
Rizzetto, Lisa ;
Guedez, Damariz Rivero ;
Donato, Michele ;
Romualdi, Chiara ;
Draghici, Sorin ;
Cavalieri, Duccio .
BIOINFORMATICS, 2011, 27 (15) :2127-2133
[7]
Current trends in the bioinformatic sequence analysis of metabolic pathways in prokaryotes [J].
Brilli, Matteo ;
Fani, Renato ;
Lio, Pietro .
BRIEFINGS IN BIOINFORMATICS, 2008, 9 (01) :34-45
[8]
ESPRIT-Tree: hierarchical clustering analysis of millions of 16S rRNA pyrosequences in quasilinear computational time [J].
Cai, Yunpeng ;
Sun, Yijun .
NUCLEIC ACIDS RESEARCH, 2011, 39 (14) :e95
[9]
Bacterial species may exist, metagenomics reveal [J].
Caro-Quintero, Alejandro ;
Konstantinidis, Konstantinos T. .
ENVIRONMENTAL MICROBIOLOGY, 2012, 14 (02) :347-355
[10]
The MetaCyc database of metabolic pathways and enzymes and the BioCyc collection of pathway/genome databases [J].
Caspi, Ron ;
Altman, Tomer ;
Dale, Joseph M. ;
Dreher, Kate ;
Fulcher, Carol A. ;
Gilham, Fred ;
Kaipa, Pallavi ;
Karthikeyan, Athikkattuvalasu S. ;
Kothari, Anamika ;
Krummenacker, Markus ;
Latendresse, Mario ;
Mueller, Lukas A. ;
Paley, Suzanne ;
Popescu, Liviu ;
Pujar, Anuradha ;
Shearer, Alexander G. ;
Zhang, Peifen ;
Karp, Peter D. .
NUCLEIC ACIDS RESEARCH, 2010, 38 :D473-D479