Testing for significance with microbiome data on individual taxa using R (CC122)
Riffomonas Project
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I'm Pat Schloss! I produce videos about how to use data science tools to answer questions about the world around me. I believe that anyone can answer their own questions. Do you?! I'd love to learn more about the world around you. Share the questions you would like to answer and we can take them on together!
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Video Description
Testing for significance across microbial taxa is a critical tool for analyzing microbiome data. Pat will show how he uses the wilcox.test with tidy data to compare the relative abundance of bacterial taxa (e.g. genus, OTUs, ASVs). After correcting for multiple comparisons using p.adjust, he shows how he would visualize the relative abundance of significant taxa across individuals along with an indicator of the median and intraquartile range. In this episode, Pat will use data handling functions from the tidyverse including #nest, unnest, map, and #tidy as well as #wilcox.test in RStudio. The accompanying blog post can be found at https://www.riffomonas.org/code_club/2021-07-02-wilcox.test. If you're interested in taking an upcoming 3 day R workshop, email me at [email protected]! R: https://r-project.org RStudio: https://rstudio.com Raw data: https://github.com/riffomonas/raw_data/releases/latest Workshops: https://www.mothur.org/wiki/workshops You can also find complete tutorials for learning R with the tidyverse using... Microbial ecology data: https://www.riffomonas.org/minimalR/ General data: https://www.riffomonas.org/generalR/ 0:00 Introduction 5:19 Testing for significance by SRN status 14:26 Visualizing differences in relative abundance 23:33 Improving appearance of figure 28:35 Recap
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