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PMID: 15345436 Published · ppublish English Comparative Study Journal Article Research Support, Non-U.S. Gov't Research Support, U.S. Gov't, Non-P.H.S.

Integration of microbial ecology and statistics: a test to compare gene libraries.

Applied and environmental microbiology ·Vol. 70 ·No. 9 ·2004-09-00 ·Pages 5485-92

Schloss PD, Larget BR, Handelsman J

Abstract

Libraries of 16S rRNA genes provide insight into the membership of microbial communities. Statistical methods help to determine whether differences in library composition are artifacts of sampling or are due to underlying differences in the communities from which they are derived. To contribute to a growing statistical framework for comparing 16S rRNA libraries, we present a computer program, integral -LIBSHUFF, which calculates the integral form of the Cramér-von Mises statistic. This implementation builds upon the LIBSHUFF program, which uses an approximation of the statistic and makes a number of modifications that improve precision and accuracy. Once integral -LIBSHUFF calculates the P values, when pairwise comparisons are tested at the 0.05 level, the probability of falsely identifying a significant P value is 0.098 for a study with two libraries, 0.265 for three libraries, and 0.460 for four libraries. The potential negative effects of making the multiple pairwise comparisons necessitate correcting for the increased likelihood that differences between treatments are due to chance and do not reflect biological differences. Using integral -LIBSHUFF, we found that previously published 16S rRNA gene libraries constructed from Scottish and Wisconsin soils contained different bacterial lineages. We also analyzed the published libraries constructed for the zebrafish gut microflora and found statistically significant changes in the community during development of the host. These analyses illustrate the power of integral -LIBSHUFF to detect differences between communities, providing the basis for ecological inference about the association of soil productivity or host gene expression and microbial community composition.

MeSH Terms
Aeromonas/genetics Animals Ecosystem Evolution, Molecular Gene Library Pseudomonas/genetics RNA, Ribosomal, 16S/genetics Reproducibility of Results Soil Zebrafish/genetics
Chemicals
RNA, Ribosomal, 16S Soil
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Schloss Patrick D
Department of Plant Pathology, University of Wisconsin--Madison, 1630 Linden Dr., Madison, WI 53706, USA.
Larget Bret R
Handelsman Jo
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Article Info
Journal
Applied and environmental microbiology
Abbr.
Appl Environ Microbiol
ISSN
0099-2240
Published
2004-09-00
Pages
5485-92
Language
English
Region
United States
NLM ID
7605801
PMCID
PMC520927
Subset
IM
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