{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "** Figure 5 - Fragment coverage at regions-of-interest (using LIQUORICE) **" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to run LIQUORICE on our cfDNA data, we first need several different inputs:\n", "* a reference genome file\n", "* chromosome lengths of that reference genome\n", "* fragment size information from Picard's InsertSizeMetrics\n", "* CNA information from ichorCNA (.correctedDepth files)\n", "* mappability information\n", "* .bed files containing the sites of interest\n", "* .bw files which give fragment-based coverage information. In order to make hosting of these large files feasable, they only contain coverage information at the regions that are contained in the region-sets used in the paper. In this example, we will just analyze a single sample to speed things up.\n", "\n", "Let's download them:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%bash\n", "wget https://hgdownload.cse.ucsc.edu/goldenpath/hg38/bigZips/hg38.fa.gz\n", "gunzip hg38.fa.gz\n", "wget https://hgdownload.cse.ucsc.edu/goldenpath/hg38/bigZips/hg38.chrom.sizes\n", "wget http://medical-epigenomics.org/papers/peneder2020_f17c4e3befc643ffbb31e69f43630748/data/fragment_size.tar.gz # as produced by Picard's CollectInsertSizeMetrics\n", "tar -xzf fragment_size.tar.gz\n", "wget http://medical-epigenomics.org/papers/peneder2020_f17c4e3befc643ffbb31e69f43630748/data/ichorCNA_output.tar.gz\n", "tar -xzf ichorCNA_output.tar.gz # as produced by ichorCNA, used as described in Fig. 3\n", "wget http://medical-epigenomics.org/papers/peneder2020_f17c4e3befc643ffbb31e69f43630748/data/hg38_mappability_75bp.bigwig.gz\n", "gunzip hg38_mappability_75bp.bigwig.gz\n", "samplename=\"EwS_6_1\"\n", "wget http://medical-epigenomics.org/papers/peneder2020_f17c4e3befc643ffbb31e69f43630748/data/subsetted_bigwigs/${samplename}.bw" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: ichorCNA's output was generated as shown in Figure 3, the .bigWig files were generated like so:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%bash\n", "\n", "# REQUIRES .BAM FILES, OUTPUT PROVIDED FOR DOWNLOAD ABOVE\n", "mkdir -p bigwigs\n", "for BAMFILE in $BAMLIST\n", "do\n", " SAMPLENAME=$(basename ${BAMFILE} $BAMSUFFIX)\n", " echo \"Running bamCoverage on $SAMPLENAME\"\n", " bamCoverage -b $BAMFILE -o bigwigs/${SAMPLENAME}.bw \\\n", " --binSize 1 -e --effectiveGenomeSize 2747877777 \\\n", " --normalizeUsing RPGC --minMappingQuality 20 --ignoreForNormalization chrX chrM chrY\n", "done" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we are ready to start LIQUORICE:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on EwS_6_1\n", "Fitting done - see the output table and .png in fitted_model/fitted_gaussians_sigmas_148to149_851to852_5927to5928\n" ] } ], "source": [ "%%bash\n", "samplename=\"EwS_6_1\" # Just an example, you can choose any sample here\n", "BEDPATH=\"../tables/ews_specific_DHSs.bed\" # Just an example, can be replaced by other region-sets from Suppl. Table 6\n", "NTHREADS=30 # set according to your preferences\n", "MAXMEM=\"90G\" # set according to your preferences\n", "\n", "# Please be patient, the calculations will take a while..\n", "bash run_LIQUORICE_v0.3.1.sh --samplename ${samplename} --bedpath ${BEDPATH} --bigwigpath ${samplename}.bw \\\n", " --fraglenpath fragment_size/${samplename}_*.txt --cnvpath ichorCNA_output/ichorCNA_nonss_all_samples/${samplename}.correctedDepth.txt \\\n", " --hg38path hg38.fa --mapppath hg38_mappability_75bp.bigwig --chromsizespath hg38.chrom.sizes \\\n", " --binsize 500 --extendto 20000 --readlength 100 --nthreads ${NTHREADS} --maxmem ${MAXMEM} --nroffragmentsdrawn=200 \\\n", " --classifier RF\n", "\n", "# Let's also plot the output and fit the gaussian models:\n", "mkdir -p fitted_model\n", "cd fitted_model/ # size of flanking region , binsize, average size of core region,\n", " # and width restrictions for the 3 Gaussian functions.\n", " # The numbers used here are the same as in the paper and represent the median widths over \n", " # all samples\n", "python ../fit_model.py $(pwd)/'../*/corr_coverage_mean_per_bin.csv' 20000 500 150 148 149 851 852 5927 5928" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "LIQUORICE generates folders for each analyzed sample. In this folder, you can find .csv files containing the aggregated, binned coverage profile (both bias-corrected as well as uncorrected). You can also find a complete table with the coverage values per bin per regionset, along with the associated bias factors. A table with the scaled feature importances of the bias-correction model is also included.\n", "The model-based fitting procedure produces a table with a set of parameters for each sample; the graphical output of the fitting procedure looks like this (Example: EwS_6_1 coverage at EwS-specific DHSs)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(filename='fitted_model/fitted_gaussians_sigmas_148to149_851to852_5927to5928/EwS_6_1_fitted_gaussians.png') # generated by code above" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='fitted_model/fitted_gaussians_sigmas_148to149_851to852_5927to5928/EwS_6_1_normalized_coverage.png') # generated by code above" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to run LIQUORICE for multiple region-sets and multiple samples, you can do that like so:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%bash\n", "BEDFILESLIST=\"\" # space-seperated list of region-sets\n", "BWFILES=\"\" # space-seperated list of .bigwig files to be analysed, or : \"/*.bw\"\n", "FRAGMENT_SIZE_FOLDER=fragment_size # folder containing Picards InsertSizeMetrics for every sample\n", "CNV_FOLDER=ichorCNA_output # folder containing ichorCNA's .correctedDepth files for every sample\n", "HG38_PATH=$(pwd)\n", "HG38_SIZES_PATH=$(pwd)\n", "HG38_MAPP_PATH=$(pwd)\n", "NTHREADS=30 # set according to your preferences\n", "MAXMEM=\"90G\" # set according to your preferences\n", "FIT_MODEL_SCRIPT=$(pwd/fit_model.py)\n", "\n", "for bedpath in $BEDFILESLIST\n", "do\n", " bedname=$(basename ${bedpath} .bed)\n", " echo \"running on regionset $bedname......\"\n", " mkdir -p $bedname\n", " cd $bedname\n", " cut -f1,2,3 $bedpath > ${bedname}.bed\n", " bedpath=$(pwd)/${bedname}.bed\n", " \n", " for bwfile in $BWFILES\n", " do\n", " samplename=$(basename ${bwfile} .bw)\n", " echo \"running on sample $samplename..\"\n", " \n", " bash run_LIQUORICE_v0.3.1.sh --samplename ${samplename} --bedpath ${bedpath} --bigwigpath ${bwfile} \\\n", " --fraglenpath ${FRAGMENT_SIZE_FOLDER}/${samplename}_*.txt --cnvpath ${CNV_FOLDER}/ichorCNA_nonss_all_samples/${samplename}.correctedDepth.txt \\\n", " --hg38path ${HG38_PATH}/hg38.fa --mapppath ${HG38_MAPP_PATH}/hg38_mappability_75bp.bigwig --chromsizespath ${HG38_SIZES_PATH}/hg38.chrom.sizes \\\n", " --binsize 500 --extendto 20000 --readlength 100 --nthreads ${NTHREADS} --maxmem ${MAXMEM} --nroffragmentsdrawn=200 --classifier RF\n", " \n", " # to calculate the median sigma values (widths) of the gaussian functions over all samples:\n", " mkdir fitted_model\n", " cd fitted_model\n", " mkdir loose_params\n", " cd loose_params\n", " FITPARAMS=$(python $FIT_MODEL_SCRIPT $(pwd)/'../../*/corr_coverage_mean_per_bin.csv' 20000 500 150 | tail -n1)\n", " cd ..\n", " python $FIT_MODEL_SCRIPT $(pwd)/'../*/corr_coverage_mean_per_bin.csv' 20000 500 150 $FITPARAMS\n", " cp fitted_gaussians_sigmas*/parameter_summary_leastsq.csv ../$bedname.dipparams.csv\n", " cd ..\n", " \n", " cd .." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to check GC bias before and after correction by LIQUORICE, you can run:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(476935, 53)\n", "Figure(640x480)\n", "Figure(640x480)\n" ] } ], "source": [ "%%bash\n", "python GCbias_before_after.py EwS_6_1/mastertable_w_corrections.csv.gz" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='EwS_6_1_GCcont_vs_coverage.png') # generated by code above" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='EwS_6_1_GCcont_vs_corr_coverage.png') # generated by code above" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }