dRep: a tool for fast and accurate genomic comparisons that enables improved genome recovery from metagenomes through de-replication

被引:1487
作者
Olm, Matthew R. [1 ]
Brown, Christopher T. [1 ]
Brooks, Brandon [1 ]
Banfield, Jillian F. [2 ,3 ]
机构
[1] Univ Calif Berkeley, Dept Plant & Microbial Biol, Berkeley, CA 94720 USA
[2] Univ Calif Berkeley, Dept Environm Sci Policy & Management, 369 McCone Hall, Berkeley, CA 94720 USA
[3] Univ Calif Berkeley, Dept Earth & Planetary Sci, Berkeley, CA 94720 USA
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
INFANT GUT; MICROBIAL GENOMES; COLONIZATION; STRAINS;
D O I
10.1038/ismej.2017.126
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
The number of microbial genomes sequenced each year is expanding rapidly, in part due to genome-resolved metagenomic studies that routinely recover hundreds of draft-quality genomes. Rapid algorithms have been developed to comprehensively compare large genome sets, but they are not accurate with draft-quality genomes. Here we present dRep, a program that reduces the computational time for pairwise genome comparisons by sequentially applying a fast, inaccurate estimation of genome distance, and a slow, accurate measure of average nucleotide identity. dRep achieves a 28 x increase in speed with perfect recall and precision when benchmarked against previously developed algorithms. We demonstrate the use of dRep for genome recovery from time-series datasets. Each metagenome was assembled separately, and dRep was used to identify groups of essentially identical genomes and select the best genome from each replicate set. This resulted in recovery of significantly more and higher-quality genomes compared to the set recovered using co-assembly.
引用
收藏
页码:2864 / 2868
页数:5
相关论文
共 19 条
[1]   Genome-wide selective sweeps and gene-specific sweeps in natural bacterial populations [J].
Bendall, Matthew L. ;
Stevens, Sarah L. R. ;
Chan, Leong-Keat ;
Malfatti, Stephanie ;
Schwientek, Patrick ;
Tremblay, Julien ;
Schackwitz, Wendy ;
Martin, Joel ;
Pati, Amrita ;
Bushnell, Brian ;
Froula, Jeff ;
Kang, Dongwan ;
Tringe, Susannah G. ;
Bertilsson, Stefan ;
Moran, Mary A. ;
Shade, Ashley ;
Newton, Ryan J. ;
McMahon, Katherine D. ;
Malmstrom, Rex R. .
ISME JOURNAL, 2016, 10 (07) :1589-1601
[2]   Anvi'o: an advanced analysis and visualization platformfor 'omics data [J].
Eren, A. Murat ;
Esen, Ozcan C. ;
Quince, Christopher ;
Vineis, Joseph H. ;
Morrison, Hilary G. ;
Sogin, Mitchell L. ;
Delmont, Tom O. .
PEERJ, 2015, 3
[3]  
Gibson MK, 2016, NAT MICROBIOL, V1, DOI [10.1038/NMICROBIOL.2016.24, 10.1038/nmicrobiol.2016.24]
[4]  
Jones E., 2001, SciPy: Open source scientific tools for Python
[5]   Tracking microbial colonization in fecal microbiota transplantation experiments via genome-resolved metagenomics [J].
Lee, Sonny T. M. ;
Kahn, Stacy A. ;
Delmont, Tom O. ;
Shaiber, Alon ;
Esen, Ozcan C. ;
Hubert, Nathaniel A. ;
Morrison, Hilary G. ;
Antonopoulos, Dionysios A. ;
Rubin, David T. ;
Eren, A. Murat .
MICROBIOME, 2017, 5
[6]   Identical bacterial populations colonize premature infant gut, skin, and oral microbiomes and exhibit different in situ growth rates [J].
Olm, Matthew R. ;
Brown, Christopher T. ;
Brooks, Brandon ;
Firek, Brian ;
Baker, Robyn ;
Burstein, David ;
Soenjoyo, Karina ;
Thomas, Brian C. ;
Morowitz, Michael ;
Banfield, Jillian F. .
GENOME RESEARCH, 2017, 27 (04) :601-612
[7]   Mash: fast genome and metagenome distance estimation using MinHash [J].
Ondov, Brian D. ;
Treangen, Todd J. ;
Melsted, Pall ;
Mallonee, Adam B. ;
Bergman, Nicholas H. ;
Koren, Sergey ;
Phillippy, Adam M. .
GENOME BIOLOGY, 2016, 17
[8]   CheckM: assessing the quality of microbial genomes recovered from isolates, single cells, and metagenomes [J].
Parks, Donovan H. ;
Imelfort, Michael ;
Skennerton, Connor T. ;
Hugenholtz, Philip ;
Tyson, Gene W. .
GENOME RESEARCH, 2015, 25 (07) :1043-1055
[9]   Genomic resolution of a cold subsurface aquifer community provides metabolic insights for novel microbes adapted to high CO2 concentrations [J].
Probst, Alexander J. ;
Castelle, Cindy J. ;
Singh, Andrea ;
Brown, Christopher T. ;
Anantharaman, Karthik ;
Sharon, Itai ;
Hug, Laura A. ;
Burstein, David ;
Emerson, Joanne B. ;
Thomas, Brian C. ;
Banfield, Jillian F. .
ENVIRONMENTAL MICROBIOLOGY, 2017, 19 (02) :459-474
[10]  
Quince C, 2016, NOVO EXTRACTION MICR