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ATACseq_PeakCalling.MACS2.idr.v.0.1.sh
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executable file
·478 lines (387 loc) · 13.9 KB
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#!/bin/bash
# Program: Peakcall
#SBATCH -J Peakcall
#SBATCH -o ATAC_PeakCalling_idr_%A.out
#SBATCH -n 12
#SBATCH --mem=20GB
## not less than 12 THREADS
set -euo pipefail
echo "$(scontrol show job $SLURM_JOBID)" | grep "JobId="
echo "$(scontrol show job $SLURM_JOBID)" | grep "Command="
date
echo ""
# Description: ATAC-seq peak calling analysis,
# For Pair-End data
# convert to biwig
# estimate idr
# do peakcalling iterratively
#########################################################################
# Author: YCW
# Date: 2025/02/10
# Update:
# Updata log:
#
#
# Dependence:
module add samtools/1.13
module add deepTools/3.5.4
module add idr/2.0.3
# Configure Setting (if needed):
# # - all option
# #configure loading
# source $configure
# THREADS=$core
#
################################################################################
### USAGE:
################################################################################
# sbatch ATACseq_PeakCalling.MACS2.idr.v.0.1.sh $1 $2
#
# Input:
# - $1: the path of sample list: list sample names and raw data paths you'd like to process in this run.
# sample_list.csv formate:
# Stage(Group),rep1,rep1.bam.path,rep2,bam.path
## Note:
#
# - $2: assign the path of output data.
#
# Output:
# - Folders named by sampleID will be created in the output folder ($2)
################################################################################
#=======================================================================#
# define major variant
list=$(cat $1)
outfolder=$2
totalcount=$(cat $1 | wc -l)
njob=1 #define num of sample max-load
ref="Gm724"
peakcall_function="/homes/yenching/000/Pipeline/ATAC_pipe/tool/MACS2.peakcalling.v.1.sh"
#=======================================================================#
# config:
if [ "$ref" == "Gm724" ]; then
e_genome_size=1010968777
elif [ "$ref" == "Gm189" ]; then
e_genome_size=955054837
else
echo "unknown reference efficiency size"
fi
echo -e "## check these config before analysis"
echo -e "#########################################################################"
echo -e "# ***peakcall : effective genome size: $e_genome_size, $ref"
echo -e "#########################################################################"
# create a job record file
echo >$outfolder/jobr.log
echo >$outfolder/jobf.log
#check environment clean
jobr=$(($(cat $outfolder/jobr.log |wc -l)-1))
jobf=$(($(cat $outfolder/jobf.log |wc -l)-1))
echo -e "running job: $jobr , finished job: $jobf"
echo ""
# total sample counts
echo -e "How many sample to do: $totalcount"
echo ""
#test file exist function
all_exist () {
local filename
for filename; do
test -f "$filename" && continue
echo "$0: $filename does not exist - aborting" >&2
return 1
done
return 0
}
# EXPT=""
# NAME=""
# INPUT=""
# peak_type=""
function rep_idr(){
echo $EXPT
echo $NAME
echo $peak_type
if [ -d ./$EXPT ]; then
echo "./$EXPT exist"
else
mkdir ./$EXPT 1>/dev/null 2>/dev/null
chmod 770 ./$EXPT
fi
cd ./${EXPT}
samtools view -@ 12 -H ${NAME} > ./${EXPT}_header.sam
nreads=$(samtools view -@ 12 -c "$NAME")
nlines=$(( (nreads + 1) / 2 ))
# This will shuffle the lines in the file and split itinto two SAM files
samtools view -@ 12 ${NAME} | shuf - | split -d -l ${nlines} - "./${EXPT}"
cat ./${EXPT}_header.sam ./${EXPT}00 | samtools view -@ 12 -bS | samtools sort -@ 12 -T temp - > ./${EXPT}_00.bam
cat ./${EXPT}_header.sam ./${EXPT}01 | samtools view -@ 12 -bS | samtools sort -@ 12 -T temp - > ./${EXPT}_01.bam
samtools index ./${EXPT}_00.bam
samtools index ./${EXPT}_01.bam
rm ./${EXPT}_header.sam
rm ./${EXPT}00
rm ./${EXPT}01
#Peak calling on pseudoreplicates
rep=$(printf "%s\n" "${EXPT}" | sed 's/N_//g')
echo $rep
echo "Calling peaks for pseudoreplicate0"
sampleID="$GroupID.$rep.0"
echo $sampleID
peak1=./MACS2/$sampleID"_peaks_sorted.$peak_type"
if [ -f $peak1 ]; then
echo "$sampleID peakcalling already done"
else
## peak calling by MACS2
bash $peakcall_function $sampleID ./${EXPT}_00.bam 2> $sampleID.MACS2.peakcalling.log
fi
echo "Calling peaks for pseudoreplicate1"
sampleID="$GroupID.$rep.1"
echo $sampleID
peak2=./MACS2/$sampleID"_peaks_sorted.$peak_type"
if [ -f $peak2 ]; then
echo "$sampleID peakcalling already done"
else
## peak calling by MACS2
bash $peakcall_function $sampleID ./${EXPT}_01.bam 2> $sampleID.MACS2.peakcalling.log
fi
#Independent replicate IDR (Nn)
sampleID=NULL
echo $peak1 $peak2
echo "Running IDR on pseudoreplicates..."
time idr --samples $peak1 $peak2 \
--input-file-type $peak_type --output-file ./${EXPT}_pseudorep-idr --rank p.value --plot --log-output-file ./${EXPT}_idr.log
echo $peak1 $peak2 >> ./${EXPT}_idr.log
cd ../
echo "$NAME idr finished"
}
# Main function
function run_idr_peakcall(){
data=$data_group
GroupID=$(echo $data | cut -f1 -d$',')
rep1=$(echo $data | cut -f2 -d$',')
rep1_bam=$(echo $data | cut -f3 -d$',')
rep2=$(echo $data | cut -f4 -d$',')
rep2_bam=$(echo $data | cut -f5 -d$',')
control=$(echo $data | cut -f6 -d',')
echo "$GroupID" >> $outfolder/jobr.log
echo "### order num: $cc, ID=$GroupID, peak_type: ATAC ###"
check_GroupID=$(test $GroupID && echo "1" || echo "0")
all_exist $rep1_bam $rep2_bam $control && echo "$0: all bam files exist" >&2
if [ $check_GroupID == "0" ]; then
echo -e "[ERROR] Empty Group ID!\n"
exit
else
echo ""
fi
cd $outfolder
peak_type="broadPeak"
if [ -d ./$GroupID ]; then
echo "./$GroupID exist"
else
mkdir ./$GroupID 1>/dev/null 2>/dev/null
chmod 770 ./$GroupID
fi
cd ./$GroupID
### Part1: rep peak calling ###
# input:
# 1.sampleID
# 2.IP
# 3.control
# output:
# sampleID="$GroupID.$repn"
# ./sampleID/MACS2/$outname"_peaks.$peak_type"
# ./sampleID/MACS2/$sampleID."_peaks_sorted.$peak_type"
sampleID="$GroupID.$rep1"
IP=$rep1_bam
echo $sampleID
echo $IP
if [ -f ./MACS2/$sampleID"_peaks_sorted.$peak_type" ]; then
echo "$sampleID peakcalling already done"
else
## peak calling by MACS2
echo "peak calling tool: MACS2, path: $peakcall_function"
bash $peakcall_function $sampleID $IP 2> MACS2.peakcalling.log
echo -e "$sampleID Peakcalling Done"
fi
sampleID="$GroupID.$rep2"
IP=$rep2_bam
echo $sampleID
echo $IP
if [ -f ./MACS2/$sampleID"_peaks_sorted.$peak_type" ]; then
echo "$sampleID peakcalling already done"
else
## peak calling by MACS2
echo "peak calling tool: MACS2, path: $peakcall_function"
bash $peakcall_function $sampleID $IP 2> MACS2.peakcalling.log
echo -e "$sampleID Peakcalling Done"
fi
########################
########## IDR #########
########################
#Independent replicate IDR (Nt)
if [ -d ./IDR ]; then
echo "./IDR exist"
else
mkdir ./IDR 1>/dev/null 2>/dev/null
chmod 770 ./IDR
fi
cd ./IDR
echo "Running IDR on relicates..."
EXPT="Nt_$rep1.$rep2"
if [ -d ./$EXPT ]; then
echo "./$EXPT exist"
else
mkdir ./$EXPT 1>/dev/null 2>/dev/null
chmod 770 ./$EXPT
fi
# [ -d "./$EXPT" ] && echo "./$EXPT exists" || { mkdir -p "./$EXPT" 1>/dev/null 2>/dev/null && chmod 770 "./$EXPT"; }
if [ -f ./${EXPT}/${EXPT}-idr ]; then
echo "./${EXPT}/${EXPT}-idr exist"
else
time idr --samples \
$outfolder/$GroupID/MACS2/$GroupID.$rep1"_peaks_sorted.$peak_type" \
$outfolder/$GroupID/MACS2/$GroupID.$rep2"_peaks_sorted.$peak_type" \
--input-file-type $peak_type --output-file ./${EXPT}/${EXPT}-idr --rank p.value --plot --log-output-file ./${EXPT}/${EXPT}_idr.log
echo "Nt done"
fi
##########################
# N1, N2, self_pseudorep
EXPT="N_$rep1"
NAME="$rep1_bam"
if [ -f ./${EXPT}/${EXPT}_pseudorep-idr ]; then
echo "./${EXPT}/${EXPT}_pseudorep-idr exist"
else
rep_idr $EXPT $NAME
echo "$EXPT done"
fi
EXPT="N_$rep2"
NAME="$rep2_bam"
if [ -f ./${EXPT}/${EXPT}_pseudorep-idr ]; then
echo "./${EXPT}/${EXPT}_pseudorep-idr exist"
else
rep_idr $EXPT $NAME
echo "$EXPT done"
fi
# Np, pooled_pseudorep
#Merge treatment BAMS
echo "Merging BAM files for pseudoreplicates..."
EXPT="N_pooledPseudo_$rep1.$rep2"
if [ -d ./$EXPT ]; then
echo "./$EXPT exist"
else
mkdir ./$EXPT 1>/dev/null 2>/dev/null
chmod 770 ./$EXPT
fi
NAME1="$rep1_bam"
NAME2="$rep2_bam"
#Merge treatment BAMS
if [ -f ./$EXPT/$GroupID.${rep1}_${rep2}_merged.bam ]; then
echo "Merge treatment BAM prepared"
else
echo "Merging BAM files for pseudoreplicates..."
samtools merge -u ./$EXPT/$GroupID.${rep1}_${rep2}_merged.bam ${NAME1} ${NAME2}
echo "Merge treatment BAM done"
fi
NAME="$outfolder/$GroupID/IDR/$EXPT/$GroupID.${rep1}_${rep2}_merged.bam"
if [ -f ./${EXPT}/${EXPT}_pseudorep-idr ]; then
echo "./${EXPT}/${EXPT}_pseudorep-idr exist"
else
rep_idr $EXPT $NAME
echo "$EXPT done"
fi
echo "$GroupID $rep1, $rep2 idr done"
### summary ---
idrs=$(find "./" -name "*-idr" -print)
echo $idrs
IDR_THRESH=0.05
summaryNAME="idr.$IDR_THRESH.summary"
# # =============================
# # Get peaks passing IDR threshold of 10%
# # =============================
# IDR_THRESH_TRANSFORMED=$(awk -v p=${IDR_THRESH} 'BEGIN{print -log(p)/log(10)}')
# awk 'BEGIN{OFS="\t"} $12>='"${IDR_THRESH_TRANSFORMED}"' {print $1,$2,$3,$4,$5,$6,$7,$8,$9,$10}' ${IDR_OUTPUT} | sort | uniq | sort -k7n,7n | gzip -c > ${REP1_VS_REP2}.IDR0.05.narrowPeak.gz
# NPEAKS_IDR=$(zcat ${REP1_VS_REP2}.IDR0.05.narrowPeak.gz | wc -l)
# IDR_THRESH_TRANSFORMED=$(awk -v p=${IDR_THRESH} 'BEGIN{print -log(p)/log(10)}')
# #IDR_THRESH_TRANSFORMED=$(printf "%.3f" $IDR_THRESH_TRANSFORMED)
# echo $IDR_THRESH_TRANSFORMED
#min(int(log2(-125IDR), 1000). peaks with an IDR of 0.05 have a score of int(-125log2(0.05)) = 540
IDR_THRESH_TRANSFORMED=$(echo "-125 * l($IDR_THRESH)/l(2)" | bc -l)
# Remove decimal part to get integer value
#scaleIDR=${scaleIDR%.*}
echo $IDR_THRESH_TRANSFORMED
# Col 5: int(log2(-125IDR)
if [ "$peak_type" == "broadPeak" ]; then
awk 'BEGIN{OFS="\t"} $5>='"${IDR_THRESH_TRANSFORMED}"' {print $1,$2,$3,$4,$5,$6,$7,$8,$9}' ./Nt_$rep1.$rep2/Nt_$rep1.$rep2-idr \
| sort | uniq | sort -k7n,7n > ./$rep1.$rep2.conservative.IDR.$IDR_THRESH.$peak_type
awk 'BEGIN{OFS="\t"} $5>='"${IDR_THRESH_TRANSFORMED}"' {print $1,$2,$3,$4,$5,$6,$7,$8,$9}' ./N_pooledPseudo_$rep1.$rep2/N_pooledPseudo_${rep1}.${rep2}_pseudorep-idr \
| sort | uniq | sort -k7n,7n > ./$rep1.$rep2.optimal.IDR.$IDR_THRESH.$peak_type
elif [ "$peak_type" == "narrowPeak" ]; then
awk 'BEGIN{OFS="\t"} $5>='"${IDR_THRESH_TRANSFORMED}"' {print $1,$2,$3,$4,$5,$6,$7,$8,$9,$10}' ./Nt_$rep1.$rep2/Nt_$rep1.$rep2-idr \
| sort | uniq | sort -k7n,7n > ./$rep1.$rep2.conservative.IDR.$IDR_THRESH.$peak_type
awk 'BEGIN{OFS="\t"} $5>='"${IDR_THRESH_TRANSFORMED}"' {print $1,$2,$3,$4,$5,$6,$7,$8,$9,$10}' ./N_pooledPseudo_$rep1.$rep2/N_pooledPseudo_${rep1}.${rep2}_pseudorep-idr \
| sort | uniq | sort -k7n,7n > ./$rep1.$rep2.optimal.IDR.$IDR_THRESH.$peak_type
elif [ "$peak_type" == "bed" ]; then
awk 'BEGIN{OFS="\t"} $5>='"${IDR_THRESH_TRANSFORMED}"' {print $1,$2,$3,$4,$5,$6,$7,$8,$9}' ./Nt_$rep1.$rep2/Nt_$rep1.$rep2-idr \
| sort | uniq | sort -k7n,7n > ./$rep1.$rep2.conservative.IDR.$IDR_THRESH.$peak_type
awk 'BEGIN{OFS="\t"} $5>='"${IDR_THRESH_TRANSFORMED}"' {print $1,$2,$3,$4,$5,$6,$7,$8,$9}' ./N_pooledPseudo_$rep1.$rep2/N_pooledPseudo_${rep1}.${rep2}_pseudorep-idr \
| sort | uniq | sort -k7n,7n > ./$rep1.$rep2.optimal.IDR.$IDR_THRESH.$peak_type
else
echo "Invalid peak type: $peak_type"
fi
IFS=$'\n' # Set Internal Field Separator to newline to handle filenames with spaces
echo "" >> ./$summaryNAME
for idr in $idrs; do
echo "$idr"
peaks=$(awk -v IDR="$IDR_THRESH_TRANSFORMED" '{if($5 >= IDR) print $0}' "$idr" | wc -l)
echo "$peaks"
echo "$idr $peaks" >> ./$summaryNAME
done
echo "" >> ./$summaryNAME
awk -v rep1="$rep1" -v rep2="$rep2" '
$1 ~ "./N_" rep1 {N1=$2}
$1 ~ "./N_" rep2 {N2=$2}
END {
if (N1 && N2) {
maxN = (N1 > N2) ? N1 : N2;
minN = (N1 > N2) ? N2 : N1;
ratio = (N1 > N2) ? "N_" rep1 "/N_" rep2 : "N_" rep2 "/N_" rep1;
print "self-consistency:", ratio, ":", maxN, "/", minN, "=", maxN/minN;
}
}' ./$summaryNAME >> ./$summaryNAME
awk -v rep1="$rep1" -v rep2="$rep2" '
/\.\/N_pooledPseudo_'$rep1'.'$rep2'/ {Np=$2} /\.\/Nt_'$rep1'.'$rep2'/ {Nt=$2} END {
if (Np && Nt) {
maxN = (Np > Nt) ? Np : Nt;
minN = (Np > Nt) ? Nt : Np;
ratio = (Np > Nt) ? "Np/Nt" : "Nt/Np";
print "peak consistency:", rep1, rep2, ratio, ":", maxN, "/", minN, "=", maxN/minN;
}
}' "$summaryNAME" >> "$summaryNAME"
sort $summaryNAME | uniq | tee $summaryNAME.txt
echo "$GroupID.$rep1.$rep2" >> $outfolder/jobf.log
}
#Main run
###########here will keep submit data to mapp till the floor of max($totalcount , $jobf)##########
echo "Peakcalling-idr start"
declare -i cc=1
#check job record log
echo ""
until [ $jobf -eq $totalcount ]
do
jobr=$(($(cat $outfolder/jobr.log |wc -l)-1))
jobf=$(($(cat $outfolder/jobf.log |wc -l)-1))
jobc=$(expr $jobr + 1 - $jobf)
if [ $cc -le $totalcount ] && [ $jobc -le $njob ]; then
#echo $cc
h=$(($cc))
data_group=$(cat $1 | head -n $h | tail -n +$h)
echo ""
#echo $data_l
# excute main function #
run_idr_peakcall $data_group &
cc=$(($cc+1))
#echo $cc
sleep 30s
else
echo "please waiting, fully load"
sleep 300s
fi
jobf=$(($(cat $outfolder/jobf.log |wc -l)-1))
done
echo "Peakcalling-idr finish"