Species divergence and the measurement of microbial diversity.

Diversity measurement is important for understanding community structure and dynamics, but has been particularly challenging for microorganisms. Microbial community characterization using small subunit rRNA (SSU rRNA) gene sequences has revealed an extensive, previously unsuspected diversity that we are only now beginning to understand, especially now that advanced sequencing technologies are producing datasets containing hundreds of thousands of sequences from hundreds of samples. Efforts to quantify microbial diversity often use taxon-based methods that ignore the fact that not all species are equally related, which can therefore obscure important patterns in the data. For example, alpha-diversity (diversity within communities) is often estimated as the number of species in a community (species richness), and beta-diversity (partitioning of diversity among communities) is often based on the number of shared species. Methods for measuring alpha- and beta-diversity that account for different levels of divergence between individuals have recently been more widely applied. These methods are more powerful than taxon-based methods because microorganisms in a community differ dramatically in sequence similarity, which also often correlates with phenotypic similarity in key features such as metabolic capabilities. Consequently, divergence-based methods are providing new insights into microbial community structure and function.

[1]  E. Purdom,et al.  Diversity of the Human Intestinal Microbial Flora , 2005, Science.

[2]  Rob Knight,et al.  UniFrac – An online tool for comparing microbial community diversity in a phylogenetic context , 2006, BMC Bioinformatics.

[3]  F. Cohan,et al.  A Systematics for Discovering the Fundamental Units of Bacterial Diversity , 2007, Current Biology.

[4]  D. Chessel,et al.  From dissimilarities among species to dissimilarities among communities: a double principal coordinate analysis. , 2004, Journal of theoretical biology.

[5]  A. N. Pettitt Cramér‐Von Mises Statistic , 2006 .

[6]  Calyampudi R. Rao Diversity and dissimilarity coefficients: A unified approach☆ , 1982 .

[7]  Paul H. Williams,et al.  What to protect?—Systematics and the agony of choice , 1991 .

[8]  S. K. Schmidt,et al.  Seasonal Changes in an Alpine Soil Bacterial Community in the Colorado Rocky Mountains , 2004, Applied and Environmental Microbiology.

[9]  Takahiro Kanagawa,et al.  Bias and artifacts in multitemplate polymerase chain reactions (PCR). , 2003, Journal of bioscience and bioengineering.

[10]  P. Lewis,et al.  Unearthing the molecular phylodiversity of desert soil green algae (Chlorophyta). , 2005, Systematic biology.

[11]  J. Handelsman,et al.  Bacteria Associated with the Guts of Two Wood-Boring Beetles: Anoplophora glabripennis and Saperda vestita (Cerambycidae) , 2006 .

[12]  Susan M. Huse,et al.  Microbial Population Structures in the Deep Marine Biosphere , 2007, Science.

[13]  Philip Hugenholtz,et al.  NAST: a multiple sequence alignment server for comparative analysis of 16S rRNA genes , 2006, Nucleic Acids Res..

[14]  T. Bosch,et al.  Long-term maintenance of species-specific bacterial microbiota in the basal metazoan Hydra , 2007, Proceedings of the National Academy of Sciences.

[15]  U. Göbel,et al.  Determination of microbial diversity in environmental samples: pitfalls of PCR-based rRNA analysis. , 1997, FEMS microbiology reviews.

[16]  F. Bäckhed,et al.  Obesity alters gut microbial ecology. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[17]  E. Mardis,et al.  An obesity-associated gut microbiome with increased capacity for energy harvest , 2006, Nature.

[18]  Jo Handelsman,et al.  Integration of Microbial Ecology and Statistics: a Test To Compare Gene Libraries , 2004, Applied and Environmental Microbiology.

[19]  E. Mayr Systematics and the Origin of Species from the Viewpoint of a Zoologist , 1943 .

[20]  Campbell O. Webb,et al.  Phylogenies and Community Ecology , 2002 .

[21]  R. Knight,et al.  UniFrac: a New Phylogenetic Method for Comparing Microbial Communities , 2005, Applied and Environmental Microbiology.

[22]  R. Warwick,et al.  Serial patterns of biodiversity change in corals across shallow reef flats in Ko Phuket, Thailand, due to the effects of local (sedimentation) and regional (climatic) perturbations , 2002 .

[23]  J. Elser,et al.  The Functional Significance of Ribosomal (r)DNA Variation: Impacts on the Evolutionary Ecology of Organisms , 2005 .

[24]  E. H. Simpson Measurement of Diversity , 1949, Nature.

[25]  F. Bushman,et al.  Short pyrosequencing reads suffice for accurate microbial community analysis , 2007, Nucleic acids research.

[26]  Andrew P. Martin,et al.  Testing for Differentiation of Microbial Communities Using Phylogenetic Methods: Accounting for Uncertainty of Phylogenetic Inference and Character State Mapping , 2006, Microbial Ecology.

[27]  V. Souza,et al.  Microbial macroecology: highly structured prokaryotic soil assemblages in a tropical deciduous forest , 2005 .

[28]  J. Beman,et al.  Diversity of Ammonia-Oxidizing Archaea and Bacteria in the Sediments of a Hypernutrified Subtropical Estuary: Bahía del Tóbari, Mexico , 2006, Applied and Environmental Microbiology.

[29]  R. Whittaker Vegetation of the Siskiyou Mountains, Oregon and California , 1960 .

[30]  A. Price,et al.  Measuring b-diversity using a taxonomic similarity index, and its relation to spatial scale , 2001 .

[31]  János Izsák,et al.  A link between ecological diversity indices and measures of biodiversity. , 2000 .

[32]  THE HAGUE-THE NETHERLANDS , 2022 .

[33]  J. Comiskey,et al.  Forest biodiversity research, monitoring and modeling. Conceptual background and Old World case studies , 1998 .

[34]  D. Gevers,et al.  Re-evaluating prokaryotic species , 2005, Nature Reviews Microbiology.

[35]  M. Blaser,et al.  Molecular analysis of human forearm superficial skin bacterial biota , 2007, Proceedings of the National Academy of Sciences.

[36]  R. Knight,et al.  Global patterns in bacterial diversity , 2007, Proceedings of the National Academy of Sciences.

[37]  Andrew P. Martin Phylogenetic Approaches for Describing and Comparing the Diversity of Microbial Communities , 2002, Applied and Environmental Microbiology.

[38]  Tom Coenye,et al.  Opinion: Re-evaluating prokaryotic species. , 2005, Nature reviews. Microbiology.

[39]  B. Andresen,et al.  Genomic analysis of uncultured marine viral communities , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[40]  Stephen J. G. Hall,et al.  Taxonomic distinctness and diversity measures: responses in marine fish communities , 1998 .

[41]  K. Shimatani,et al.  On the measurement of species diversity incorporating species differences , 2001 .

[42]  Sang Joon Kim,et al.  A Mathematical Theory of Communication , 2006 .

[43]  Christopher W. Schadt,et al.  Seasonal Dynamics of Previously Unknown Fungal Lineages in Tundra Soils , 2003, Science.

[44]  E. Top,et al.  The role of mobile genetic elements in bacterial adaptation to xenobiotic organic compounds. , 2003, Current opinion in biotechnology.

[45]  Campbell O. Webb,et al.  Bioinformatics Applications Note Phylocom: Software for the Analysis of Phylogenetic Community Structure and Trait Evolution , 2022 .

[46]  Laura E. Green,et al.  The role of ecological theory in microbial ecology , 2007, Nature Reviews Microbiology.

[47]  Erko Stackebrandt,et al.  Taxonomic Note: A Place for DNA-DNA Reassociation and 16S rRNA Sequence Analysis in the Present Species Definition in Bacteriology , 1994 .

[48]  Stuart I. Rogers,et al.  The taxonomic distinctness of coastal bottom‐dwelling fish communities of the North‐east Atlantic , 1999 .

[49]  P. Salamon,et al.  Diversity and population structure of a near–shore marine–sediment viral community , 2004, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[50]  David K. Oline Phylogenetic Comparisons of Bacterial Communities from Serpentine and Nonserpentine Soils , 2006, Applied and Environmental Microbiology.

[51]  D. Faith Conservation evaluation and phylogenetic diversity , 1992 .

[52]  J. Lake,et al.  Horizontal gene transfer among genomes: the complexity hypothesis. , 1999, Proceedings of the National Academy of Sciences of the United States of America.

[53]  J. Handelsman,et al.  Introducing TreeClimber, a Test To Compare Microbial Community Structures , 2006, Applied and Environmental Microbiology.

[54]  G. King,et al.  Analysis of Facultative Lithotroph Distribution and Diversity on Volcanic Deposits by Use of the Large Subunit of Ribulose 1,5-Bisphosphate Carboxylase/Oxygenase , 2004, Applied and Environmental Microbiology.

[55]  Jonathan P. Bollback,et al.  The Use of Coded PCR Primers Enables High-Throughput Sequencing of Multiple Homolog Amplification Products by 454 Parallel Sequencing , 2007, PloS one.

[56]  Jorge SoberónM.,et al.  The Use of Species Accumulation Functions for the Prediction of Species Richness , 1993 .

[57]  P. Turnbaugh,et al.  Microbial ecology: Human gut microbes associated with obesity , 2006, Nature.

[58]  J. Hughes,et al.  New approaches to analyzing microbial biodiversity data. , 2003, Current opinion in microbiology.

[59]  M. Busch,et al.  Molecular analysis of the , 1996 .

[60]  W. Moore,et al.  Taxonomic Note : A Place for DNA-DNA Reassociation and 16 s rRNA Sequence Analysis in the Present Species Definition in , 2022 .

[61]  R. Knight,et al.  Quantitative and Qualitative β Diversity Measures Lead to Different Insights into Factors That Structure Microbial Communities , 2007, Applied and Environmental Microbiology.

[62]  B L Maidak,et al.  The RDP-II (Ribosomal Database Project) , 2001, Nucleic Acids Res..

[63]  Scott T. Kelley,et al.  Effects of Abiotic Factors on the Phylogenetic Diversity of Bacterial Communities in Acidic Thermal Springs , 2007, Applied and Environmental Microbiology.

[64]  Robert K. Colwell,et al.  Statistical methods for estimating species richness of woody regeneration in primary and secondary rain forests of northeastern Costa Rica , 1998 .

[65]  W. Doolittle,et al.  Archaeal diversity along a soil salinity gradient prone to disturbance. , 2005, Environmental microbiology.

[66]  R. Palmer,et al.  Molecular Characterization of Subject-Specific Oral Microflora during Initial Colonization of Enamel , 2006, Applied and Environmental Microbiology.

[67]  J. Gordon,et al.  Gnotobiotic zebrafish reveal evolutionarily conserved responses to the gut microbiota. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[68]  James R. Knight,et al.  Genome sequencing in microfabricated high-density picolitre reactors , 2005, Nature.

[69]  K. Schleifer,et al.  ARB: a software environment for sequence data. , 2004, Nucleic acids research.

[70]  J. Schimel,et al.  Bacterial and fungal community structure in Arctic tundra tussock and shrub soils. , 2007, FEMS microbiology ecology.

[71]  Montgomery Slatkin,et al.  NULL MODELS FOR THE NUMBER OF EVOLUTIONARY STEPS IN A CHARACTER ON A PHYLOGENETIC TREE , 1991, Evolution; international journal of organic evolution.

[72]  G. Fox,et al.  How close is close: 16S rRNA sequence identity may not be sufficient to guarantee species identity. , 1992, International journal of systematic bacteriology.

[73]  A. Solow,et al.  Measuring biological diversity , 2006, Environmental and Ecological Statistics.

[74]  Elisabeth M Bik,et al.  Molecular analysis of the bacterial microbiota in the human stomach. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[75]  F. Cohan What are bacterial species? , 2002, Annual review of microbiology.

[76]  P. Hugenholtz Exploring prokaryotic diversity in the genomic era , 2002, Genome Biology.

[77]  Campbell O. Webb,et al.  Exploring the Phylogenetic Structure of Ecological Communities: An Example for Rain Forest Trees , 2000, The American Naturalist.

[78]  Alan T. Bull,et al.  Statistical Approaches for Estimating Actinobacterial Diversity in Marine Sediments , 2003, Applied and Environmental Microbiology.

[79]  Scott R. Miller,et al.  Unexpected Diversity and Complexity of the Guerrero Negro Hypersaline Microbial Mat , 2006, Applied and Environmental Microbiology.

[80]  A. Chao Nonparametric estimation of the number of classes in a population , 1984 .

[81]  M. Kuitunen,et al.  Conservation of vascular plants in single large and several small mires: species richness, rarity and taxonomic diversity , 1998 .

[82]  N. Pace,et al.  Hydrogen and bioenergetics in the Yellowstone geothermal ecosystem. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[83]  A. Boehm,et al.  Denitrifier Community Composition along a Nitrate and Salinity Gradient in a Coastal Aquifer , 2006, Applied and Environmental Microbiology.

[84]  Kevin J. Gaston,et al.  Measuring beta diversity for presence–absence data , 2003 .

[85]  J. Elith,et al.  Using generalized dissimilarity modelling to analyse and predict patterns of beta diversity in regional biodiversity assessment , 2007 .

[86]  R. Hamelin,et al.  No Evidence of an Impact on the Rhizosphere Diazotroph Community by the Expression of Bacillus thuringiensis Cry1Ab Toxin by Bt White Spruce , 2007, Applied and Environmental Microbiology.

[87]  K. R. Clarke,et al.  A taxonomic distinctness index and its statistical properties , 1998 .

[88]  Chi-Hong Tseng,et al.  Molecular Analysis of Fungal Microbiota in Samples from Healthy Human Skin and Psoriatic Lesions , 2006, Journal of Clinical Microbiology.

[89]  H. Matsuda,et al.  Biased biological functions of horizontally transferred genes in prokaryotic genomes , 2004, Nature Genetics.

[90]  B. Bohannan,et al.  Phylogenetic clustering and overdispersion in bacterial communities. , 2006, Ecology.

[91]  J. Hughes,et al.  Counting the Uncountable: Statistical Approaches to Estimating Microbial Diversity , 2001, Applied and Environmental Microbiology.

[92]  Gary M. King,et al.  Molecular Analysis of Carbon Monoxide-Oxidizing Bacteria Associated with Recent Hawaiian Volcanic Deposits , 2004, Applied and Environmental Microbiology.

[93]  László Papp,et al.  Application of the quadratic entropy indices for diversity studies of drosophilid assemblages , 2004, Environmental and Ecological Statistics.

[94]  R. Whittaker Evolution and measurement of species diversity , 1972 .

[95]  Stephen L. Rathbun,et al.  Quantitative Comparisons of 16S rRNA Gene Sequence Libraries from Environmental Samples , 2001, Applied and Environmental Microbiology.

[96]  N. Pace,et al.  Phylogenetic Composition of Rocky Mountain Endolithic Microbial Ecosystems , 2007, Applied and Environmental Microbiology.

[97]  K. R. Clarke,et al.  New \'biodiversity\' measures reveal a decrease in taxonomic distinctness with increasing stress , 1995 .

[98]  K. Walsh,et al.  Using ecological diversity measures with bacterial communities. , 2003, FEMS microbiology ecology.

[99]  K. R. Clarke,et al.  Taxonomic distinctness and environmental assessment , 1998 .