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
References (24)
24 references, click to expand
-
Empirical and theoretical bacterial diversity in four Arizona soils.
Appl Environ Microbiol. 2002 Jun;68(6):3035-45
PMID: 12039765
-
Statistical approaches for estimating actinobacterial diversity in marine sediments.
Appl Environ Microbiol. 2003 Oct;69(10):6189-200
PMID: 14532080
-
Microbial community variation in pristine and polluted nearshore Antarctic sediments.
FEMS Microbiol Ecol. 2003 Jul 1;45(2):135-45
PMID: 19719624
-
Cultivation of globally distributed soil bacteria from phylogenetic lineages previously only detected in cultivation-independent surveys.
Environ Microbiol. 2002 Nov;4(11):654-66
PMID: 12460273
-
A census of rRNA genes and linked genomic sequences within a soil metagenomic library.
Appl Environ Microbiol. 2003 May;69(5):2684-91
PMID: 12732537
-
Recovery of novel bacterial diversity from a forested wetland impacted by reject coal.
Environ Microbiol. 2002 Nov;4(11):764-9
PMID: 12460285
-
Molecular and culture-based analyses of prokaryotic communities from an agricultural soil and the burrows and casts of the earthworm Lumbricus rubellus.
Appl Environ Microbiol. 2002 Mar;68(3):1265-79
PMID: 11872477
-
Levels of bacterial community diversity in four arid soils compared by cultivation and 16S rRNA gene cloning.
Appl Environ Microbiol. 1999 Apr;65(4):1662-9
PMID: 10103265
-
The Ribosomal Database Project (RDP-II): previewing a new autoaligner that allows regular updates and the new prokaryotic taxonomy.
Nucleic Acids Res. 2003 Jan 1;31(1):442-3
PMID: 12520046
-
Phylogenetic approaches for describing and comparing the diversity of microbial communities.
Appl Environ Microbiol. 2002 Aug;68(8):3673-82
PMID: 12147459
-
Biodiversity, community structural shifts, and biogeography of prokaryotes within Antarctic continental shelf sediment.
Appl Environ Microbiol. 2003 May;69(5):2463-83
PMID: 12732511
-
Phylogenetic characterization of the bacterial assemblage associated with mucous secretions of the hydrothermal vent polychaete Paralvinella palmiformis.
FEMS Microbiol Ecol. 2002 Dec 1;42(3):463-76
PMID: 19709305
-
Molecular analysis of bacterial community structure and diversity in unimproved and improved upland grass pastures.
Appl Environ Microbiol. 1999 Apr;65(4):1721-30
PMID: 10103273
-
Gnotobiotic zebrafish reveal evolutionarily conserved responses to the gut microbiota.
Proc Natl Acad Sci U S A. 2004 Mar 30;101(13):4596-601
PMID: 15070763
-
Quantitative comparisons of 16S rRNA gene sequence libraries from environmental samples.
Appl Environ Microbiol. 2001 Sep;67(9):4374-6
PMID: 11526051
-
A natural species concept for prokaryotes.
Curr Opin Microbiol. 1998 Jun;1(3):271-7
PMID: 10066488
-
Web-based phylogenetic assignment tool for analysis of terminal restriction fragment length polymorphism profiles of microbial communities.
Appl Environ Microbiol. 2003 Nov;69(11):6768-76
PMID: 14602639
-
Molecular analysis of bacterial microbiota in the gut of the termite Reticulitermes speratus (Isoptera; Rhinotermitidae).
FEMS Microbiol Ecol. 2003 May 1;44(2):231-42
PMID: 19719640
-
Metagenomic profiling: microarray analysis of an environmental genomic library.
Appl Environ Microbiol. 2003 Aug;69(8):4927-34
PMID: 12902288
-
Bacterial community structures of phosphate-removing and non-phosphate-removing activated sludges from sequencing batch reactors.
Appl Environ Microbiol. 1995 May;61(5):1910-6
PMID: 7544094
-
Counting the uncountable: statistical approaches to estimating microbial diversity.
Appl Environ Microbiol. 2001 Oct;67(10):4399-406
PMID: 11571135
-
Estimating prokaryotic diversity and its limits.
Proc Natl Acad Sci U S A. 2002 Aug 6;99(16):10494-9
PMID: 12097644
-
The bacterial ecology of a plague-like disease affecting the Caribbean coral Montastrea annularis.
Environ Microbiol. 2003 May;5(5):370-82
PMID: 12713463
-
Depth distribution of microbial diversity in Mono Lake, a meromictic soda lake in California.
Appl Environ Microbiol. 2003 Feb;69(2):1030-42
PMID: 12571026