Transcript 34. Quantitative Insights Into Microbial Ecology
Analysis of microbial communities with QIIME
Justin Kuczynski February 2012
Because Microbial communities are important
Microbial communities are important
Microbial communities are important
Microbial communities are important
photos: stockphoto.it, eurasnet.info, elkhorn.unl.edu
One option: 16S / SSU sequence based profiling
Focus on the ribosomal SSU / 16S gene Target and amplify the 16S/18S ribosomal RNA as a ‘fingerprint’ for different taxonomic groups.
Why 16S/18S?
- gene is ubiquitous - contains conserved and variable regions
SSU / 16S experimental workflow Extract DNA and amplify marker gene with barcoded primers Pool amplicons and sequence
Sequences are not directly interpretable line 12,000 of 1.2 M
Sequences are not directly interpretable And beware: ▫ chimeric PCR products ▫ sequencing error ▫ uneven sequencing depth ▫ short read effects line 12,000 of 1.2 M
From sequences to results
From sequences to results E. Costello et al., 2009
That is QIIME’s purpose
Extract DNA and amplify marker gene with barcoded primers Pool amplicons and sequence > GCACCTGAGGAC AGGCATGAGGAA… > GCACCTGAGGAC AGGGGAGGAGGA… > TCACATGAACCT AGGCAGGACGAA… > CTACCGGAGGAC AGGCATGAGGAT… > TCACATGAACCT AGGCAGGAGGAA… > GCACCTGAGGAC ACGCAGGACGAC… > CTACCGGAGGAC AGGCAGGAGGAA… > CTACCGGAGGAC ACACAGGAGGAA… > GAACCTTCACAT AGGCAGGAGGAT… > TCACATGAACCT AGGGGCAAGGAA… > GCACCTGAGGAC AGGCAGGAGGAA… Assign reads to communities Assign millions of sequences from thousands of communities to OTUs www.qiime.org
Visualize and compare community relationships
QIIME analysis in more detail
QIIME analysis in more detail
QIIME analysis in more detail beta_diversity_through_plots.py
QIIME analysis example beta_diversity_through_plots.py
QIIME analysis example
QIIME analysis example
QIIME analysis example
Demo of beta diversity analysis results
Demo of beta diversity analysis results
QIIME tech support • www.qiime.org
• Overview Tutorial • QIIME forum
Running QIIME Laptop EC2 Cluster
images: pcdownload.asia, ostatic.com
Acknowledgements FUNDING Crohn’s and Colitis Foundation of America, the Bill and Melinda Gates Foundation, NASA, the HHMI and the NIH
www.qiime.org
RESEARCH Antonio González Bharath Prithiviraj Catherine Lozupone Chris Lauber Dan Knights Daniel McDonald Donna Berg-Lyons Doug Wendel Greg Caporaso Jens Reeder Jerry Kennedy Jess Metcalf Jesse Stombaugh Jesse Zaneveld José Clemente Justin Kuczynski Laura Parfrey Meg Pirrung Rob Knight Tony Walters Ulla Westermann Will Van Trueren