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UniFrac: Comparing Microbial Communities
Presented by: Donovan Parks
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Overview Motivating example Quick look at Bray-Curtis Index (BCI)
UniFrac: distance measure, significance test, community tree, sequence jackknifing Contrast BCI and UniFrac
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Why compare microbial communities?
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Bray-Curtis Index (BCI): Distance Measure
Measures the difference in OTU diversity between microbial communities.
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BCI: Pros and Cons Pros: Cons:
Simple (both conceptually and experimentally) Considers both richness and evenness # OTU in a Community Relative Abundance Cons: All clusters considered equally different
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UniFrac: Distance Measure
Measures the evolutionary distance between microbial communities
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UniFrac: Significance Test
Do two communities differ significantly?
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UniFrac: Community Distance Matrix
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UniFrac: Sequence Jackknifing
How does the number and evenness of sequences from each community affect the results?
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Weighted UniFrac What about the relative abundance of sequences (i.e., evenness)?
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UniFrac: A Practical Look
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Final Remarks: BCI vs. UniFrac
They are different, equally valid measures! BCI: taxon-based method which considers richness and evenness UniFrac: phylogenetic-based method which considers evolutionary divergence Which to prefer depends on the questions you are trying to answer
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Final Remarks: Many Ways to Compare
Many richness and evenness measures (e.g., Jaccard, Sörensen) Other phylogenetic distance measures (e.g., TreeClimber) Many interesting and meaningful ways to compare microbial communities: Richness and evenness Evolutionary divergence Functional diversity
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References UniFrac: BCI: TreeClimber (source of soil sample example):
Lozupone C, Knight R, UniFrac: a New Phylogenetic Method for Comparing Microbial Communities, Appl. Environ. Microbiol., Vol. 71, December 2005. Lozupone C, Hamady M, Knight R, UniFrac - An Online Tool for Comparing Microbial Community Diversity in a Phylogenetic Context, BMC Bioinformatics, Vol. 7, August 2006. Online Tool: (excellent help page) BCI: Bray R, Curtis T, An Ordination of the Upland Forest Communities of Southern Wisconsin, Ecological Monographs, Vol. 27, 1957. TreeClimber (source of soil sample example): Schloss PD, Handelsman J, Introducing TreeClimber, a test to compare microbial community structures, Applied and environmental microbiology, Vol. 72, No. 4., April 2006.
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