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Community-wide analysis of microbial genome sequence signatures

Journal Article · · GenomeBiology.com
 [1];  [2];  [2];  [2];  [2];  [2];  [3]
  1. Univ. of California, Berkeley, CA (United States). Dept. of Earth and Planetary Science; DOE/OSTI
  2. Univ. of California, Berkeley, CA (United States). Dept. of Earth and Planetary Science
  3. Univ. of California, Berkeley, CA (United States). Dept. of Earth and Planetary Science; Univ. of California, Berkeley, CA (United States). Dept. of Environmental Science, Policy, and Management
Background: Analyses of DNA sequences from cultivated microorganisms have revealed genome-wide, taxa-specific nucleotide compositional characteristics, referred to as genome signatures. These signatures have far-reaching implications for understanding genome evolution and potential application in classification of metagenomic sequence fragments. However, little is known regarding the distribution of genome signatures in natural microbial communities or the extent to which environmental factors shape them. Results: We analyzed metagenomic sequence data from two acidophilic biofilm communities, including composite genomes reconstructed for nine archaea, three bacteria, and numerous associated viruses, as well as thousands of unassigned fragments from strain variants and low abundance organisms. Genome signatures, in the form of tetranucleotide frequencies analyzed by emergent self-organizing maps, segregated sequences from all known populations sharing < 50 to 60% average amino acid identity and revealed previously unknown genomic clusters corresponding to low-abundance organisms and a putative plasmid. Signatures were pervasive genome-wide. Clusters were resolved because intra-genome differences resulting from translational selection or protein adaptation to the intracellular (pH ~5) versus extracellular (pH ~1) environment were small relative to inter-genome differences. We found that these genome signatures stem from multiple influences but are primarily manifested through codon composition, which we propose is the result of genome-specific mutational biases. Conclusions: An important conclusion is that shared environmental pressures and interactions among coevolving organisms do not obscure genome signatures in acid mine drainage communities. Thus, genome signatures can be used to assign sequence fragments to populations, an essential prerequisite if metagenomics is to provide ecological and biochemical insights into the functioning of microbial communities.
Research Organization:
Univ. of California, Oakland, CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER). Earth and Environmental Systems Science Division
Grant/Contract Number:
FG02-05ER64134
OSTI ID:
1626734
Journal Information:
GenomeBiology.com, Journal Name: GenomeBiology.com Journal Issue: 8 Vol. 10; ISSN 1465-6906
Publisher:
BioMed CentralCopyright Statement
Country of Publication:
United States
Language:
English

References (8)

Deciphering the evolution and metabolism of an anammox bacterium from a community genome journal April 2006
Genomic analysis of the uncultivated marine crenarchaeote Cenarchaeum symbiosum journal November 2006
Variation in the strength of selected codon usage bias among bacteria journal February 2005
Capturing Whole-Genome Characteristics in Short Sequences Using a Naive Bayesian Classifier journal August 2001
Community Genomics Among Stratified Microbial Assemblages in the Ocean's Interior journal January 2006
Phylogenetic Classification and the Universal Tree journal June 1999
Performance of the Translational Apparatus Varies with the Ecological Strategies of Bacteria journal February 2007
The Sorcerer II Global Ocean Sampling Expedition: Expanding the Universe of Protein Families journal March 2007

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