class: center, middle, inverse, title-slide # Metagenomics workshop ## Advanced R for Bioinformatics. Visby, 2018. ### John Sundh ### 16 June, 2018 --- class: spaced ## Amplicon sequencing * Amplify region of interesting using PCR * Sequence amplicons using HTS techniques (e.g. Illumina) * Typically used for 16S, 18S and ITS genes * Well conserved (present in most organisms) * Contains variable regions (enough diversity) --- name: report ## OTU clustering ### Operational Taxonomic Units <img 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width="400px" style="display: block; margin: auto auto auto 0;" /> *[Callahan et al Nat Methods. 2016](https://www.nature.com/articles/nmeth.3869)* * Amplicon sequencing generates **a lot** of sequences * Many of these are the result of sequencing errors (<span style="color:red">over-prediction</span>) * OTU clustering has been used as a way to minimize the effect of errors by clustering similar sequences into __O__perational __T__axonomic __U__nits --- name: report ## DADA2 ### Divisive Amplicon Denoising Algorithm 2 <img 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" width="400px" style="display: block; margin: auto auto auto 0;" /> *[Callahan et al Nat Methods. 2016](https://www.nature.com/articles/nmeth.3869)* * Infers the rate `\(\lambda_{ji}\)` at which a sequence `\(i\)` is produced from a sequence `\(j\)` based on nucleotide composition **and quality** * Calculates *abundance p-values* `\(p_A\)`: a low `\(p_A\)` indicates there are more reads of `\(i\)` than can be explained by sequencing errors * Iteratively divides sequences into partitions by comparing unique sequences to the most abundant sequence * Stops when all sequences are in a partition most likely to have created them --- name: report ## DADA2 ### Divisive Amplicon Denoising Algorithm 2 <img 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" width="400px" style="display: block; margin: auto auto auto 0;" /> *[Callahan et al Nat Methods. 2016](https://www.nature.com/articles/nmeth.3869)* * Infers the rate `\(\lambda_{ji}\)` at which a sequence `\(i\)` is produced from a sequence `\(j\)` based on nucleotide composition **and quality** (<span style="color:red">requires pair-wise alignments</span>) * Calculates *abundance p-values* `\(p_A\)`: a low `\(p_A\)` indicates there are more reads of `\(i\)` than can be explained by sequencing errors (<span style="color:red">will not infer singletons</span>) * Iteratively divides sequences into partitions by comparing unique sequences to the most abundant sequence (<span style="color:red">user-settable p-value threshold</span>) * Stops when all sequences are in a partition most likely to have created them --- name: report ## Software * [DADA2](https://benjjneb.github.io/dada2/): "Amplicon Sequence Variants" * [UNOISE3](https://www.drive5.com/usearch/manual/cmd_unoise3.html): "zero-radius OTUS" * [MED](http://merenlab.org/software/med/): "MED nodes" * [DEBLUR](https://github.com/biocore/deblur): "sub-OTUs" --- name: report ## Workshop ### Data [!["Kraemer publication"](assets/kraemer_pub.png)](http://aem.asm.org/content/early/2018/01/08/AEM.02470-17.short?rss=1) * Studied microbiota in pigs, pig farmers and controls. * Used DADA2 to process amplicon sequences The workshop can be accessed [here](https://nbisweden.github.io/RaukR-2018/metagenomics_John/lab/DADA2_workshop.html). --- name: report ## Session * This presentation was created in RStudio using [`remarkjs`](https://github.com/gnab/remark) framework through R package [`xaringan`](https://github.com/yihui/xaringan). * For R Markdown, see <http://rmarkdown.rstudio.com> * For R Markdown presentations, see <https://rmarkdown.rstudio.com/lesson-11.html> ```r R.version ``` ``` ## _ ## platform x86_64-apple-darwin15.6.0 ## arch x86_64 ## os darwin15.6.0 ## system x86_64, darwin15.6.0 ## status ## major 3 ## minor 5.0 ## year 2018 ## month 04 ## day 23 ## svn rev 74626 ## language R ## version.string R version 3.5.0 (2018-04-23) ## nickname Joy in Playing ``` --- name: end-slide class: end-slide # Thank you