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Thomas Weber
Mosaicatcher Update
Commits
87b65078
Commit
87b65078
authored
7 years ago
by
Sascha Meiers
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@@ -10,3 +10,4 @@ segmentation2/
snv_calls/
strand_states/
sv_probabilities/
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configfile: "Snake.config.json"
BAM, = glob_wildcards("bam/{bam}.bam")
# Current state of the pipeline:
# ==============================
# * count reads in the BAM files (in fixed and variable-width bins of various sizes)
# * determine strand states of each chromosome in each single cell, including SCEs
# * plot all single cell libraries in different window sizes
# * calculate a segmentation into potential SVs using Mosaicatcher
rule all:
input:
"log/StrandPhaseR.config",
expand("plots/" + config["sample"] + ".{window}_fixed.pdf", window = [50000, 100000, 200000, 500000]),
expand("plots/" + config["sample"] + ".{window}_variable.pdf", window = [50000, 100000]),
expand("segmentation2/" + config["sample"] + ".{window}_fixed.{bpdens}.txt", window = [50000, 100000, 200000, 500000], bpdens = ["few","many"]),
expand("segmentation2/" + config["sample"] + ".{window}_variable.{bpdens}.txt", window = [50000, 100000], bpdens = ["few","many"]),
"strand_states/" + config["sample"] + ".final.txt",
expand("sv_calls/" + config["sample"] + ".{window}_fixed.{bpdens}.SV_probs.pdf",
window = [50000, 100000, 200000, 500000], bpdens = ["few","many"]),
expand("sv_calls/" + config["sample"] + ".{window}_variable.{bpdens}.SV_probs.pdf",
window = [50000, 100000], bpdens = ["few","many"])
################################################################################
# Plots #
################################################################################
rule plot_mosaic_counts:
input:
counts = "counts/" + config["sample"] + ".{file_name}.txt.gz",
info = "counts/" + config["sample"] + ".{file_name}.info"
output:
"plots/" + config["sample"] + ".{file_name}.pdf"
params:
plot_command = "Rscript " + config["plot_script"]
shell:
"""
{params.plot_command} {input.counts} {input.info} {output}
"""
rule plot_SV_calls:
input:
counts = "counts/" + config["sample"] + ".{windows}.txt.gz",
probs = "sv_probabilities/" + config["sample"] + ".{windows}.{bpdens}/probabilities.txt"
output:
"sv_calls/" + config["sample"] + ".{windows}.{bpdens}.SV_probs.pdf"
params:
plot_command = "Rscript " + config["sv_plot_script"]
shell:
"""
{params.plot_command} {input.counts} {input.probs} {output}
touch {output}
"""
################################################################################
# Read counting #
################################################################################
rule mosaic_count_fixed:
input:
bam = expand("bam/{bam}.bam", bam = BAM),
bai = expand("bam/{bam}.bam.bai", bam = BAM)
output:
counts = "counts/" + config["sample"] + ".{window}_fixed.txt.gz",
info = "counts/" + config["sample"] + ".{window}_fixed.info"
params:
mc_command = config["mosaicatcher"],
mc_exclfile = config["exclude_file"]
shell:
"""
{params.mc_command} count \
-o {output.counts} \
-i {output.info} \
-x {params.mc_exclfile} \
-w {wildcards.window} \
{input.bam}
"""
rule mosaic_count_variable:
input:
bam = expand("bam/{bam}.bam", bam = BAM),
bai = expand("bam/{bam}.bam.bai", bam = BAM),
bed = lambda wc: config["variable_bins"][str(wc.window)]
output:
counts = "counts/" + config["sample"] + ".{window}_variable.txt.gz",
info = "counts/" + config["sample"] + ".{window}_variable.info"
params:
mc_command = config["mosaicatcher"]
shell:
"""
{params.mc_command} count \
-o {output.counts} \
-i {output.info} \
-b {input.bed} \
{input.bam}
"""
################################################################################
# Segmentation #
################################################################################
rule segmentation:
input:
"counts/" + config["sample"] + ".{file_name}.txt.gz"
output:
"segmentation/" + config["sample"] + ".{file_name}.txt"
params:
mc_command = config["mosaicatcher"]
shell:
"""
{params.mc_command} segment \
-o {output} \
{input}
"""
# Pick a few segmentations and prepare the input files for SV classification
rule prepare_segments:
input:
"segmentation/" + config["sample"] + ".{windows}.txt"
output:
"segmentation2/" + config["sample"] + ".{windows}.{bpdens}.txt"
params:
quantile = lambda wc: config["bp_density"][wc.bpdens]
script:
"utils/helper.prepare_segments.R"
################################################################################
# SV classification #
################################################################################
rule install_MaRyam:
output:
"utils/R-packages/MaRyam/R/MaRyam"
log:
"log/maryam-install.log"
shell:
"""
Rscript utils/install_maryam.R > {log} 2>&1
"""
rule run_sv_classification:
input:
counts = "counts/" + config["sample"] + ".{windows}.txt.gz",
info = "counts/" + config["sample"] + ".{windows}.info",
states = "strand_states/" + config["sample"] + ".final.txt",
bp = "segmentation2/" + config["sample"] + ".{windows}.{bpdens}.txt"
output:
outdir = "sv_probabilities/" + config["sample"] + ".{windows}.{bpdens}/",
out1 = "sv_probabilities/" + config["sample"] + ".{windows}.{bpdens}/allSegCellProbs.table"
params:
class_dir = config["class_dir"],
class_command = "Rscript " + config["class_dir"] + "/" + config["class_script"],
windowsize = lambda wc: wc.windows.split("_")[0]
shell:
"""
set -x
# set haplotypeInfo if phasing info is available
Rscript utils/MaRyam_pipeline.R \
binRCfile={input.counts} \
BRfile={input.bp} \
infoFile={input.info} \
stateFile={input.states} \
outputDir={output.outdir} \
bin.size={params.windowsize} \
K=22 \
maximumCN=4
"""
rule convert_SVprob_output:
input:
probs = "sv_probabilities/" + config["sample"] + ".{windows}.{bpdens}/allSegCellProbs.table",
info = "counts/" + config["sample"] + ".{windows}.info"
output:
"sv_probabilities/" + config["sample"] + ".{windows}.{bpdens}/probabilities.txt"
script:
"utils/helper.convert_svprob_output.R"
################################################################################
# Strand states & phasing #
################################################################################
rule determine_initial_strand_states:
input:
"counts/" + config["sample"] + ".500000_fixed.txt.gz"
output:
"strand_states/" + config["sample"] + ".txt"
params:
sce_command = "Rscript " + config["sce_script"]
shell:
"""
echo "[Note] This is a dirty hack to remove chrX and chrY."
tmp=$(mktemp)
{params.sce_command} {input} $tmp
grep -vP '^Y|^chrY' $tmp | grep -vP '^X|^chrX' > {output}
"""
# Strandphaser needs a different input format which contains the path names to
# the bam files. This rule extracts this information and prepares an input file.
rule convert_strandphaser_input:
input:
states = "strand_states/" + config["sample"] + ".txt",
info = "counts/" + config["sample"] + ".500000_fixed.info"
output:
"strand_states/" + config["sample"] + ".strandphaser_input.txt"
script:
"utils/helper.convert_strandphaser_input.R"
rule install_StrandPhaseR:
output:
"utils/R-packages/StrandPhaseR/R/StrandPhaseR"
log:
"log/strandphaser-install.log"
shell:
"""
Rscript utils/install_strandphaser.R > {log} 2>&1
"""
rule prepare_strandphaser_config:
input:
"strand_states/" + config["sample"] + ".txt"
output:
"log/StrandPhaseR.config"
run:
# Get chromosomes
chroms = set()
with open(input[0]) as f:
skipfirst = True
for line in f:
if skipfirst:
skipfirst = False
continue
chroms.add(line.split()[0])
with open(output[0], "w") as f:
print("[General]", file = f)
print("numCPU = 1", file = f)
print("chromosomes = c(", ",".join(["'" + chrom + "'" for chrom in chroms]), ")", file = f)
print("pairedEndReads = TRUE", file = f)
print("min.mapq = 10", file = f)
print("", file = f)
print("[StrandPhaseR]", file = f)
print("positions = NULL", file = f)
print("WCregions = NULL", file = f)
print("min.baseq = 20", file = f)
print("num.iterations = 2", file = f)
print("translateBases = TRUE", file = f)
print("fillMissAllele = NULL", file = f)
print("splitPhasedReads = TRUE", file = f)
print("compareSingleCells = TRUE", file = f)
print("callBreaks = FALSE", file = f)
print("exportVCF = '", config["sample"], ".txt'", sep = "", file = f)
print("bsGenome = 'BSgenome.Hsapiens.UCSC.hg19'", file = f)
rule run_strandphaser:
input:
mergedbam = "snv_calls/merged.bam",
wcregions = "strand_states/" + config["sample"] + ".strandphaser_input.txt",
snppositions = "snv_calls/" + config["sample"] + ".vcf",
configfile = "log/StrandPhaseR.config",
strandphaser = "utils/R-packages/StrandPhaseR/R/StrandPhaseR",
bamfolder = "bam"
output:
"strand_states/" + config["sample"] + ".strandphaser_output.txt"
log:
"log/phased_haps.txt.log"
shell:
"""
Rscript utils/StrandPhaseR_pipeline.R \
{input.bamfolder} \
log/StrandPhaseR_analysis \
{input.configfile} \
{input.wcregions} \
{input.snppositions} \
$(pwd)/utils/R-packages/ \
> {log} 2>&1
cp log/StrandPhaseR_analysis/Phased/phased_haps.txt {output}
"""
rule convert_strandphaser_output:
input:
phased_states = "strand_states/" + config["sample"] + ".strandphaser_output.txt",
initial_states = "strand_states/" + config["sample"] + ".txt",
info = "counts/" + config["sample"] + ".500000_fixed.info"
output:
"strand_states/" + config["sample"] + ".final.txt"
script:
"utils/helper.convert_strandphaser_output.R"
################################################################################
# Call SNVs #
################################################################################
rule mergeBams:
input:
expand("bam/{bam}.bam", bam=BAM)
output:
"snv_calls/merged.bam"
shell:
config["samtools"] + " merge {output} {input}"
rule indexMergedBam:
input:
"snv_calls/merged.bam"
output:
"snv_calls/merged.bam.bai"
shell:
config["samtools"] + " index {input}"
rule call_SNVs_bcftools_chrom:
input:
fa = config["reference"],
chrom = "chroms/{chrom}",
bam = "snv_calls/merged.bam",
bai = "snv_calls/merged.bam.bai"
output:
"snv_calls/D2Rfb.{chrom}.vcf"
params:
samtools = config["samtools"],
bcftools = config["bcftools"]
shell:
"""
{params.samtools} mpileup -r {wildcards.chrom} -g -f {input.fa} {input.bam} \
| {params.bcftools} call -mv - > {output}
"""
# Write one file per chromosome that should be analysed.
rule prepare_chromosomes:
input:
"strand_states/" + config["sample"] + ".txt"
output:
dynamic("chroms/{chrom}")
shell:
"""
tail -n+2 {input} | cut -f1 | sort | uniq | awk '{{print "chroms/" $1}}' | xargs touch
"""
rule merge_SNV_calls:
input:
dynamic("snv_calls/" + config["sample"] + ".{chrom}.vcf")
output:
expand("snv_calls/" + config["sample"] + ".vcf")
shell:
config["bcftools"] + " concat -O v -o {output} {input}"
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