MICCA: a complete and accurate software for taxonomic profiling of metagenomic data
被引:196
作者:
Albanese, Davide
论文数: 0引用数: 0
h-index: 0
机构:
Fdn Edmund Mach, Res & Innovat Ctr, Computat Biol Dept, I-38010 San Michele All Adige, TN, ItalyFdn Edmund Mach, Res & Innovat Ctr, Computat Biol Dept, I-38010 San Michele All Adige, TN, Italy
Albanese, Davide
[1
]
Fontana, Paolo
论文数: 0引用数: 0
h-index: 0
机构:
Fdn Edmund Mach, Res & Innovat Ctr, Computat Biol Dept, I-38010 San Michele All Adige, TN, ItalyFdn Edmund Mach, Res & Innovat Ctr, Computat Biol Dept, I-38010 San Michele All Adige, TN, Italy
Fontana, Paolo
[1
]
De Filippo, Carlotta
论文数: 0引用数: 0
h-index: 0
机构:
Fdn Edmund Mach, Res & Innovat Ctr, Food Qual Nutr & Hlth Dept, I-38010 San Michele All Adige, TN, ItalyFdn Edmund Mach, Res & Innovat Ctr, Computat Biol Dept, I-38010 San Michele All Adige, TN, Italy
De Filippo, Carlotta
[2
]
Cavalieri, Duccio
论文数: 0引用数: 0
h-index: 0
机构:
Fdn Edmund Mach, Res & Innovat Ctr, Computat Biol Dept, I-38010 San Michele All Adige, TN, ItalyFdn Edmund Mach, Res & Innovat Ctr, Computat Biol Dept, I-38010 San Michele All Adige, TN, Italy
Cavalieri, Duccio
[1
]
Donati, Claudio
论文数: 0引用数: 0
h-index: 0
机构:
Fdn Edmund Mach, Res & Innovat Ctr, Computat Biol Dept, I-38010 San Michele All Adige, TN, ItalyFdn Edmund Mach, Res & Innovat Ctr, Computat Biol Dept, I-38010 San Michele All Adige, TN, Italy
Donati, Claudio
[1
]
机构:
[1] Fdn Edmund Mach, Res & Innovat Ctr, Computat Biol Dept, I-38010 San Michele All Adige, TN, Italy
[2] Fdn Edmund Mach, Res & Innovat Ctr, Food Qual Nutr & Hlth Dept, I-38010 San Michele All Adige, TN, Italy
来源:
SCIENTIFIC REPORTS
|
2015年
/
5卷
关键词:
SEQUENCES;
AMPLICON;
D O I:
10.1038/srep09743
中图分类号:
O [数理科学和化学];
P [天文学、地球科学];
Q [生物科学];
N [自然科学总论];
学科分类号:
07 ;
0710 ;
09 ;
摘要:
The introduction of high throughput sequencing technologies has triggered an increase of the number of studies in which the microbiota of environmental and human samples is characterized through the sequencing of selected marker genes. While experimental protocols have undergone a process of standardization that makes them accessible to a large community of scientist, standard and robust data analysis pipelines are still lacking. Here we introduce MICCA, a software pipeline for the processing of amplicon metagenomic datasets that efficiently combines quality filtering, clustering of Operational Taxonomic Units (OTUs), taxonomy assignment and phylogenetic tree inference. MICCA provides accurate results reaching a good compromise among modularity and usability. Moreover, we introduce a de-novo clustering algorithm specifically designed for the inference of Operational Taxonomic Units (OTUs). Tests on real and synthetic datasets shows that thanks to the optimized reads filtering process and to the new clustering algorithm, MICCA provides estimates of the number of OTUs and of other common ecological indices that are more accurate and robust than currently available pipelines. Analysis of public metagenomic datasets shows that the higher consistency of results improves our understanding of the structure of environmental and human associated microbial communities. MICCA is an open source project.
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Caporaso, J. Gregory
Kuczynski, Justin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Mol Cellular & Dev Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Kuczynski, Justin
Stombaugh, Jesse
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Stombaugh, Jesse
Bittinger, Kyle
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Microbiol, Philadelphia, PA 19104 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Bittinger, Kyle
Bushman, Frederic D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Microbiol, Philadelphia, PA 19104 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Bushman, Frederic D.
Costello, Elizabeth K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Costello, Elizabeth K.
Fierer, Noah
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Cooperat Inst Res Environm Sci, Boulder, CO 80309 USA
Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Fierer, Noah
Pena, Antonio Gonzalez
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Pena, Antonio Gonzalez
Goodrich, Julia K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Goodrich, Julia K.
Gordon, Jeffrey I.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Gordon, Jeffrey I.
Huttley, Gavin A.
论文数: 0引用数: 0
h-index: 0
机构:
Australian Natl Univ, John Curtin Sch Med Res, Computat Genom Lab, Canberra, ACT 2601, AustraliaUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Huttley, Gavin A.
Kelley, Scott T.
论文数: 0引用数: 0
h-index: 0
机构:
San Diego State Univ, Dept Biol, San Diego, CA 92182 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Kelley, Scott T.
Knights, Dan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Knights, Dan
Koenig, Jeremy E.
论文数: 0引用数: 0
h-index: 0
机构:
Cornell Univ, Dept Microbiol, Ithaca, NY USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Koenig, Jeremy E.
Ley, Ruth E.
论文数: 0引用数: 0
h-index: 0
机构:
Cornell Univ, Dept Microbiol, Ithaca, NY USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Ley, Ruth E.
Lozupone, Catherine A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Lozupone, Catherine A.
McDonald, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
McDonald, Daniel
Muegge, Brian D.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Muegge, Brian D.
Pirrung, Meg
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Pirrung, Meg
Reeder, Jens
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Reeder, Jens
Sevinsky, Joel R.
论文数: 0引用数: 0
h-index: 0
机构:
Luca Technol, Golden, CO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Sevinsky, Joel R.
Tumbaugh, Peter J.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Tumbaugh, Peter J.
Walters, William A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Mol Cellular & Dev Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Walters, William A.
Widmann, Jeremy
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Widmann, Jeremy
Yatsunenko, Tanya
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Yatsunenko, Tanya
Zaneveld, Jesse
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Mol Cellular & Dev Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Zaneveld, Jesse
Knight, Rob
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Univ Colorado, Howard Hughes Med Inst, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Caporaso, J. Gregory
Kuczynski, Justin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Mol Cellular & Dev Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Kuczynski, Justin
Stombaugh, Jesse
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Stombaugh, Jesse
Bittinger, Kyle
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Microbiol, Philadelphia, PA 19104 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Bittinger, Kyle
Bushman, Frederic D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Microbiol, Philadelphia, PA 19104 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Bushman, Frederic D.
Costello, Elizabeth K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Costello, Elizabeth K.
Fierer, Noah
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Cooperat Inst Res Environm Sci, Boulder, CO 80309 USA
Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Fierer, Noah
Pena, Antonio Gonzalez
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Pena, Antonio Gonzalez
Goodrich, Julia K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Goodrich, Julia K.
Gordon, Jeffrey I.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Gordon, Jeffrey I.
Huttley, Gavin A.
论文数: 0引用数: 0
h-index: 0
机构:
Australian Natl Univ, John Curtin Sch Med Res, Computat Genom Lab, Canberra, ACT 2601, AustraliaUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Huttley, Gavin A.
Kelley, Scott T.
论文数: 0引用数: 0
h-index: 0
机构:
San Diego State Univ, Dept Biol, San Diego, CA 92182 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Kelley, Scott T.
Knights, Dan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Knights, Dan
Koenig, Jeremy E.
论文数: 0引用数: 0
h-index: 0
机构:
Cornell Univ, Dept Microbiol, Ithaca, NY USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Koenig, Jeremy E.
Ley, Ruth E.
论文数: 0引用数: 0
h-index: 0
机构:
Cornell Univ, Dept Microbiol, Ithaca, NY USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Ley, Ruth E.
Lozupone, Catherine A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Lozupone, Catherine A.
McDonald, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
McDonald, Daniel
Muegge, Brian D.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Muegge, Brian D.
Pirrung, Meg
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Pirrung, Meg
Reeder, Jens
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Reeder, Jens
Sevinsky, Joel R.
论文数: 0引用数: 0
h-index: 0
机构:
Luca Technol, Golden, CO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Sevinsky, Joel R.
Tumbaugh, Peter J.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Tumbaugh, Peter J.
Walters, William A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Mol Cellular & Dev Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Walters, William A.
Widmann, Jeremy
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Widmann, Jeremy
Yatsunenko, Tanya
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Yatsunenko, Tanya
Zaneveld, Jesse
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Mol Cellular & Dev Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Zaneveld, Jesse
Knight, Rob
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Univ Colorado, Howard Hughes Med Inst, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA