Tackling soil diversity with the assembly of large, complex metagenomes

被引:206
作者
Howe, Adina Chuang [1 ,3 ]
Jansson, Janet K. [4 ,5 ]
Malfatti, Stephanie A. [4 ]
Tringe, Susannah G. [4 ]
Tiedje, James M. [1 ,3 ]
Brown, C. Titus [1 ,2 ]
机构
[1] Michigan State Univ, Dept Microbiol & Mol Genet, E Lansing, MI 48824 USA
[2] Michigan State Univ, Dept Comp Sci & Engn, E Lansing, MI 48824 USA
[3] Michigan State Univ, Dept Plant Soil & Microbial Sci, E Lansing, MI 48824 USA
[4] Joint Genome Inst, Dept Energy, Walnut Creek, CA 94598 USA
[5] Univ Calif Berkeley, Lawrence Berkeley Natl Lab, Div Earth Sci, Berkeley, CA 94720 USA
基金
美国国家科学基金会; 美国食品与农业研究所;
关键词
REVEALS; GENOMES;
D O I
10.1073/pnas.1402564111
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 large volumes of sequencing data required to sample deeply the microbial communities of complex environments pose new challenges to sequence analysis. De novo metagenomic assembly effectively reduces the total amount of data to be analyzed but requires substantial computational resources. We combine two preassembly filtering approaches-digital normalization and partitioning-to generate previously intractable large metagenome assemblies. Using a human-gut mock communitydataset, we demonstrate that these methods result in assemblies nearly identical to assemblies from unprocessed data. We then assemble two large soil metagenomes totaling 398 billion bp (equivalent to 88,000 Escherichia coli genomes) from matched Iowa corn and native prairie soils. The resulting assembled contigs could be used to identify molecular interactions and reaction networks of known metabolic pathways using the Kyoto Encyclopedia of Genes and Genomes Orthology database. Nonetheless, more than 60% of predicted proteins in assemblies could not be annotated against known databases. Many of these unknown proteins were abundant in both corn and prairie soils, highlighting the benefits of assembly for the discovery and characterization of novelty in soil biodiversity. Moreover, 80% of the sequencing data could not be assembled because of low coverage, suggesting that considerably more sequencing data are needed to characterize the functional content of soil.
引用
收藏
页码:4904 / 4909
页数:6
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