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options --> <!-- Insert the date the file was last updated --> <p><strong>Last updated:</strong> 2017-11-30</p> <!-- Insert the code version (Git commit SHA1) if Git repository exists and R package git2r is installed --> <p><strong>Code version:</strong> ab9d530</p> <!-- Add your analysis here --> <div id="bash-script" class="section level3"> <h3>Bash script</h3> <p>Split genome into 200bp windows and run the coverage command:</p> <p>/project2/gilad/briana/Net-seq/genome_bed/hg19_200bp_window.bed</p> <p>/project2/gilad/briana/Net-seq/ref_genes/windows_200</p> <p>make window_200_cov.sh</p> <pre class="bash"><code>#!/bin/bash #SBATCH --job-name=window_200_cov #SBATCH --time=8:00:00 #SBATCH --partition=broadwl #SBATCH --mem=50G #SBATCH --tasks-per-node=4 #SBATCH --mail-type=END bedtools coverage -counts -a /project2/gilad/briana/Net-seq/genome_bed/hg19_200bp_window.bed -b /project2/gilad/briana/Net-seq/Net-seq1/data/bed_sort/net1_18486_dep_chr_sort.bed > /project2/gilad/briana/Net-seq/ref_genes/windows_200/window_200_cov_18486.txt bedtools coverage -counts -a /project2/gilad/briana/Net-seq/genome_bed/hg19_200bp_window.bed -b /project2/gilad/briana/Net-seq/Net-seq1/data/bed_sort/net1_18508_dep_chr_sort.bed > /project2/gilad/briana/Net-seq/ref_genes/windows_200/window_200_cov_18508_dep.txt bedtools coverage -counts -a /project2/gilad/briana/Net-seq/genome_bed/hg19_200bp_window.bed -b /project2/gilad/briana/Net-seq/Net-seq1/data/bed_sort/net1_18508_nondep_chr_sort.bed > /project2/gilad/briana/Net-seq/ref_genes/windows_200/window_200_cov_18508_nondep.txt bedtools coverage -counts -a /project2/gilad/briana/Net-seq/genome_bed/hg19_200bp_window.bed -b /project2/gilad/briana/Net-seq/Net-seq1/data/bed_sort/net1_19238_dep_chr_sort.bed > /project2/gilad/briana/Net-seq/ref_genes/windows_200/window_200_cov_19238.txt bedtools coverage -counts -a /project2/gilad/briana/Net-seq/genome_bed/hg19_200bp_window.bed -b /project2/gilad/briana/Net-seq/data/bed_sort/mayer_SRR1575922_chr_sort.bed > /project2/gilad/briana/Net-seq/ref_genes/windows_200/window_200_cov_mayer.txt #bedtools coverage -counts -a /project2/gilad/briana/Net-seq/genome_bed/hg19_200bp_window.bed -b /project2/gilad/briana/Net-seq/Net-seq1/data/bed/merged_Net1.chr.bed > /project2/gilad/briana/Net-seq/ref_genes/windows_200/window_200_cov_merged.txt #step memory exceeded!</code></pre> </div> <div id="import-data" class="section level3"> <h3>Import data</h3> <pre class="r"><code>window_200_18486=read.csv("../data/windows_200/window_200_cov_18486.txt", header=FALSE, sep="\t") window_200_18508_dep=read.csv("../data/windows_200/window_200_cov_18508_dep.txt", header=FALSE, sep="\t") window_200_18508_nondep=read.csv("../data/windows_200/window_200_cov_18508_nondep.txt", header=FALSE, sep="\t") window_200_19238=read.csv("../data/windows_200/window_200_cov_19238.txt", header=FALSE, sep="\t") window_200_mayer= read.csv("../data/windows_200/window_200_cov_mayer.txt", header=FALSE, sep="\t")</code></pre> <p>Add col labels to each file:</p> <pre class="r"><code>colnames(window_200_18486) = c("chr", "start", "end", "count") colnames(window_200_18508_dep) = c("chr", "start", "end", "count") colnames(window_200_18508_nondep) = c("chr", "start", "end", "count") colnames(window_200_19238) = c("chr", "start", "end", "count") colnames(window_200_mayer) = c("chr", "start", "end", "count")</code></pre> </div> <div id="plot-data" class="section level3"> <h3>Plot data</h3> <p>Data I want to look at:</p> <ul> <li>summary per library</li> </ul> <pre class="r"><code>summary(window_200_18486$count)</code></pre> <pre><code> Min. 1st Qu. Median Mean 3rd Qu. Max. 0 0 0 1 0 4076520 </code></pre> <pre class="r"><code>summary(window_200_18508_dep$count)</code></pre> <pre><code> Min. 1st Qu. Median Mean 3rd Qu. Max. 0 0 0 21 0 27069584 </code></pre> <pre class="r"><code>summary(window_200_18508_nondep$count)</code></pre> <pre><code> Min. 1st Qu. Median Mean 3rd Qu. Max. 0 0 0 23 0 30571781 </code></pre> <pre class="r"><code>summary(window_200_19238$count)</code></pre> <pre><code> Min. 1st Qu. Median Mean 3rd Qu. Max. 0 0 0 4 0 13033253 </code></pre> <pre class="r"><code>summary(window_200_mayer$count)</code></pre> <pre><code> Min. 1st Qu. Median Mean 3rd Qu. Max. 0.0 0.0 0.0 113.3 0.0 701170.0 </code></pre> <p>Use a plot to see the distribution:</p> <ul> <li>summaries not including zero</li> </ul> <p>Make dataframe excluding the zeros:</p> <pre class="r"><code>window_200_18486_non0= window_200_18486[window_200_18486$count!=0,] window_200_18508_dep_non0= window_200_18508_dep[window_200_18508_dep$count!=0,] window_200_18508_nondep_non0= window_200_18508_nondep[window_200_18508_nondep$count!=0,] window_200_19238_non0= window_200_19238[window_200_19238$count!=0,] window_200_mayer_non0= window_200_mayer[window_200_mayer$count!=0,]</code></pre> <p>summarise</p> <pre class="r"><code>summary(window_200_18486_non0$count)</code></pre> <pre><code> Min. 1st Qu. Median Mean 3rd Qu. Max. 1 1 1 45 3 4076520 </code></pre> <pre class="r"><code>summary(window_200_18508_dep_non0$count)</code></pre> <pre><code> Min. 1st Qu. Median Mean 3rd Qu. Max. 1 1 1 624 3 27069584 </code></pre> <pre class="r"><code>summary(window_200_18508_nondep_non0$count)</code></pre> <pre><code> Min. 1st Qu. Median Mean 3rd Qu. Max. 1 1 1 633 3 30571781 </code></pre> <pre class="r"><code>summary(window_200_19238_non0$count)</code></pre> <pre><code> Min. 1st Qu. Median Mean 3rd Qu. Max. 1 1 1 149 3 13033253 </code></pre> <pre class="r"><code>summary(window_200_mayer_non0$count)</code></pre> <pre><code> Min. 1st Qu. Median Mean 3rd Qu. Max. 1 1 1 2200 2 701170 </code></pre> <pre class="r"><code>plot(sort(log(window_200_19238_non0$count), decreasing=TRUE))</code></pre> <p><img src="figure/bin_windows.Rmd/unnamed-chunk-7-1.png" width="672" style="display: block; margin: auto;" /></p> <ul> <li>number of entries that are non zero</li> </ul> <pre class="r"><code>x= nrow(window_200_18486) barplot(c(nrow(window_200_18486_non0)/x,nrow(window_200_18508_dep_non0)/x,nrow(window_200_18508_nondep_non0)/x, nrow(window_200_19238_non0)/x), main="Proportion of detected bins", names=c("18486", "18508 \n dep", "18508 \n nondep", "19238"))</code></pre> <p><img src="figure/bin_windows.Rmd/unnamed-chunk-8-1.png" width="672" style="display: block; margin: auto;" /></p> <pre class="r"><code>nrow(window_200_mayer_non0)/x</code></pre> <pre><code>[1] 0.05149546</code></pre> </div> <div id="session-information" class="section level2"> <h2>Session information</h2> <!-- Insert the session information into the document --> <pre class="r"><code>sessionInfo()</code></pre> <pre><code>R version 3.4.2 (2017-09-28) Platform: x86_64-apple-darwin15.6.0 (64-bit) Running under: macOS Sierra 10.12.6 Matrix products: default BLAS: /Library/Frameworks/R.framework/Versions/3.4/Resources/lib/libRblas.0.dylib LAPACK: /Library/Frameworks/R.framework/Versions/3.4/Resources/lib/libRlapack.dylib locale: [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8 attached base packages: [1] stats graphics grDevices utils datasets methods base loaded via a namespace (and not attached): [1] compiler_3.4.2 backports_1.1.1 magrittr_1.5 rprojroot_1.2 [5] tools_3.4.2 htmltools_0.3.6 yaml_2.1.14 Rcpp_0.12.13 [9] stringi_1.1.5 rmarkdown_1.6 knitr_1.17 git2r_0.19.0 [13] stringr_1.2.0 digest_0.6.12 evaluate_0.10.1</code></pre> </div> <hr> <p> This <a href="http://rmarkdown.rstudio.com">R Markdown</a> site was created with <a href="https://github.com/jdblischak/workflowr">workflowr</a> </p> <hr> <!-- To enable disqus, uncomment the section below and provide your disqus_shortname --> <!-- disqus <div id="disqus_thread"></div> <script type="text/javascript"> /* * * CONFIGURATION VARIABLES: EDIT BEFORE PASTING INTO YOUR WEBPAGE * * */ var disqus_shortname = 'rmarkdown'; // required: replace example with your forum shortname /* * * DON'T EDIT BELOW THIS LINE * * */ (function() { var dsq = document.createElement('script'); dsq.type = 'text/javascript'; dsq.async = true; dsq.src = '//' + disqus_shortname + '.disqus.com/embed.js'; (document.getElementsByTagName('head')[0] || document.getElementsByTagName('body')[0]).appendChild(dsq); })(); </script> <noscript>Please enable JavaScript to view the <a href="http://disqus.com/?ref_noscript">comments powered by Disqus.</a></noscript> <a href="http://disqus.com" class="dsq-brlink">comments powered by <span class="logo-disqus">Disqus</span></a> --> </div> </div> </div> <script> // add bootstrap table styles to pandoc tables function bootstrapStylePandocTables() { $('tr.header').parent('thead').parent('table').addClass('table table-condensed'); } $(document).ready(function () { bootstrapStylePandocTables(); }); </script> <!-- dynamically load mathjax for compatibility with self-contained --> <script> (function () { var script = document.createElement("script"); script.type = "text/javascript"; script.src = "https://mathjax.rstudio.com/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"; document.getElementsByTagName("head")[0].appendChild(script); })(); </script> </body> </html>