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#compile python modules | ||
*.pyc | ||
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#Setuptools distribution folder | ||
/dist/ | ||
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#Python egg metadata, regenerated from source files by setuptools | ||
/*.egg-info | ||
/*.egg | ||
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# | ||
.DS_Store | ||
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The MIT License (MIT) | ||
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Copyright (c) 2015 Stanford University | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. | ||
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include README.md | ||
include LICENSE | ||
include nucleoatac/standard_vplot.VMat | ||
include example/* | ||
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# NucleoATAC | ||
Python package for calling nucleosomes using ATAC-Seq data. | ||
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Non-Python Dependencies: | ||
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* bedGraphToBigWig (from USCS Genome Browser: http://hgdownload.cse.ucsc.edu/admin/exe/) | ||
(must be on PATH) | ||
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Python Dependencies: | ||
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* python 2.7 | ||
* bx-python | ||
* scipy | ||
* numpy | ||
* pysam | ||
* cython | ||
* matplotlib | ||
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Tested only on Ubuntu OS. | ||
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Installation: | ||
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1. Clone repository. | ||
2. Run `python setup.py install` within main directory | ||
(use --user flag for user specific install. See https://docs.python.org/2/install/ for more details) | ||
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Necessary files prior to calling nucleosomes: | ||
* BAM file with aligned data. Generally this will be filtered for high mapping quality, etc. | ||
* Bed file with open chromatin regions. This file must be sorted, and must not contain any overlapping regions! | ||
* Tn5 bias track in bigWig format (or alternatively, gDNA insertions). This must span all regions in bed file (with several hundred additional flanking bases)! | ||
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How to call nucleosomes with mostly default parameters: | ||
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``` | ||
nucleoatac run --bed <bed_file> --bam <bam_file> --bias <Tn5_bias_track> --out <output_basename> --cores <num_cores_to_use> | ||
``` | ||
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This command is actually running 3 different commands. For greater versatility, run each separately. To see options, use help: | ||
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``` | ||
nucleoatac occ --help | ||
``` | ||
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``` | ||
nucleoatac vprocess --help | ||
``` | ||
``` | ||
nucleoatac nuc --help | ||
``` | ||
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There is an additional nucleoatac call that can be made (to make a V-plot for specific sites): | ||
``` | ||
nucleoatac vplot --help | ||
``` | ||
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0.840670406462 0.9666090742495 0.929684509606 1.071886557995 0.7997846167775 1.185153593475 0.822059024821 0.7357916346195 0.806541836888 0.643302166961 1.24334576292 1.28021185724 1.097136548525 1.27563558011 0.6086877368615 1.107767288192 0.8366320562835 0.924266259849 0.783703051031 0.8228817857685 1.076371510055 | ||
1.05083196339 0.953504938524 1.29824892591 0.9388735168795 1.61692228526 0.7012930269375 1.122145787175 1.146965873215 1.2830066904 1.43811004046 0.665358216826 0.672207685113 0.8559204963725 0.8365523557765 1.69890306358 0.876213491886 0.9074774433175 1.066666539765 1.1151256444 1.350103850425 1.068801376385 | ||
1.068801376385 1.350103850425 1.1151256444 1.066666539765 0.9074774433175 0.876213491886 1.69890306358 0.8365523557765 0.8559204963725 0.672207685113 0.66710672673 1.43811004046 1.2830066904 1.146965873215 1.122145787175 0.7012930269375 1.61692228526 0.9388735168795 1.29824892591 0.953504938524 1.05083196339 | ||
1.076371510055 0.8228817857685 0.783703051031 0.924266259849 0.8366320562835 1.107767288192 0.6086877368615 1.27563558011 1.097136548525 1.28021185724 1.21947260924 0.643302166961 0.806541836888 0.7357916346195 0.822059024821 1.185153593475 0.7997846167775 1.071886557995 0.929684509606 0.9666090742495 0.840670406462 |
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Human.PWM.txt and Yeast.PWM.txt were derived from mapped read starts from genomic samples from Human and Yeast nextera sequences, respectively. | ||
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ScoreSequence.py was used to generate scores for individual chromosomes using the PWM files. | ||
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#!/usr/bin/env python | ||
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##### IMPORT MODULES ##### | ||
# import necessary for python | ||
from __future__ import division | ||
import os | ||
import sys | ||
import string | ||
import datetime | ||
from optparse import OptionParser | ||
import numpy as np | ||
import gzip | ||
from Bio import SeqIO | ||
from Bio.Seq import Seq, reverse_complement | ||
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#### OPTIONS #### | ||
# read options from command line | ||
opts = OptionParser() | ||
opts.add_option("-i", "--input", default="", | ||
help="<inputFile> Accepts FASTA file with single Sequence") | ||
opts.add_option("-p", "--pwm", default="", | ||
help="<pwmFile> File with normalized Tn5 transposon preference. Insertion point should be 11th position") | ||
opts.add_option("-c", "--chrN", default="", | ||
help="<chrN> name of chromosome (i.e. chr1)") | ||
opts.add_option("-o", "--out", default="", | ||
help="<outFile> Base name for Output file") | ||
options, arguments = opts.parse_args() | ||
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##### INPUTS AND OUTPUTS ##### | ||
in_file = options.input | ||
pwm_file = options.pwm | ||
chrN=options.chrN | ||
a=10#bases around transposition center included in motif | ||
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if options.input == "": | ||
sys.exit("Requires an input file, use --input to designate. Accepts FASTA files.") | ||
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if options.out=="": | ||
out = os.path.splitext(os.path.basename(in_file))[0] | ||
else: | ||
out=options.out | ||
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#open PWM file | ||
pwm=np.loadtxt(pwm_file) | ||
w=len(pwm[0]) | ||
pwm=np.log(pwm) | ||
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##write function to determine the pwm score... | ||
def scorer_mono(seq,m): | ||
#m should be array of size 4 * len(seq) | ||
S=0 | ||
for i in range(len(seq)): | ||
if seq[i]=='A': | ||
S=S+m[0][i] | ||
elif seq[i]=='C': | ||
S=S+m[1][i] | ||
elif seq[i]=='G': | ||
S=S+m[2][i] | ||
elif seq[i]=='T': | ||
S=S+m[3][i] | ||
#logS=np.log(S) | ||
return S | ||
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def scorer_di(seq,m): | ||
#m should be array of size 16 * len(seq) | ||
S=0 | ||
for i in range((len(seq)-1)): | ||
if seq[i:(i+2)]=='AA': | ||
S=S+m[0][i] | ||
elif seq[i:(i+2)]=='AC': | ||
S=S+m[1][i] | ||
elif seq[i:(i+2)]=='AG': | ||
S=S+m[2][i] | ||
elif seq[i:(i+2)]=='AT': | ||
S=S+m[3][i] | ||
elif seq[i:(i+2)]=='CA': | ||
S=S+m[4][i] | ||
elif seq[i:(i+2)]=='CC': | ||
S=S+m[5][i] | ||
elif seq[i:(i+2)]=='CG': | ||
S=S+m[6][i] | ||
elif seq[i:(i+2)]=='CT': | ||
S=S+m[7][i] | ||
elif seq[i:(i+2)]=='GA': | ||
S=S+m[8][i] | ||
elif seq[i:(i+2)]=='GC': | ||
S=S+m[9][i] | ||
elif seq[i:(i+2)]=='GG': | ||
S=S+m[10][i] | ||
elif seq[i:(i+2)]=='GT': | ||
S=S+m[11][i] | ||
elif seq[i:(i+2)]=='TA': | ||
S=S+m[12][i] | ||
elif seq[i:(i+2)]=='TC': | ||
S=S+m[13][i] | ||
elif seq[i:(i+2)]=='TG': | ||
S=S+m[14][i] | ||
elif seq[i:(i+2)]=='TT': | ||
S=S+m[15][i] | ||
#logS=np.log(S) | ||
return S | ||
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def Scorer(seq,m): | ||
if len(m)==4: | ||
return scorer_mono(seq,m) | ||
elif len(m)==16: | ||
return scorer_di(seq,m) | ||
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#Get sequence to score | ||
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#if no chromosome is given, just use first sequence in fasta input | ||
if chrN=='': | ||
rec=SeqIO.parse(in_file,'fasta').next() | ||
source=rec.seq | ||
chrN=rec.id | ||
else: | ||
for rec in SeqIO.parse(in_file,'fasta'): | ||
if rec.id==chrN: | ||
source=rec.seq | ||
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Seq_length=len(source) | ||
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#open output file for writing scores | ||
if options.chrN!='': | ||
output=open(out+'.'+chrN+'.Scores.bed','w') | ||
else: | ||
output=open(out+'.Scores.bed','w') | ||
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for i in range(a,Seq_length-w+a): | ||
forwardseq=str(source[i-a:i+w-a]).upper() | ||
f=Scorer(forwardseq,pwm) | ||
output.write('\t'.join([chrN,str(i),str(i+1),str(f)])+'\n') | ||
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output.close() | ||
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0.8249902267275 0.963678911394 0.977394731096 1.094331796415 0.838984693388 1.140060661135 0.8634411405355 0.7351558672495 0.8570707149595 0.657202162157 1.24925773037 1.325312968185 1.11984130425 1.322947131275 0.617562709625 1.052434771076 0.8703150237785 0.9013347604265 0.784602391176 0.79790349428 1.073410201865 | ||
1.080695856195 0.957660337654 1.292056428965 0.8915020935565 1.6430442671 0.718367258387 1.14008567413 1.09189268792 1.22147931095 1.34084133077 0.614913565933 0.687329339637 0.815718787164 0.814494923033 1.696092676885 0.971494577519 0.8253162076685 1.11547971422 1.09140085467 1.426465114795 1.082995843845 | ||
1.082995843845 1.426465114795 1.09140085467 1.11547971422 0.8253162076685 0.971494577519 1.696092676885 0.814494923033 0.815718787164 0.687329339637 0.614126251469 1.34084133077 1.22147931095 1.09189268792 1.14008567413 0.718367258387 1.6430442671 0.8915020935565 1.292056428965 0.957660337654 1.080695856195 | ||
1.073410201865 0.79790349428 0.784602391176 0.9013347604265 0.8703150237785 1.052434771076 0.617562709625 1.322947131275 1.11984130425 1.325312968185 1.22925904295 0.657202162157 0.8570707149595 0.7351558672495 0.8634411405355 1.140060661135 0.838984693388 1.094331796415 0.977394731096 0.963678911394 0.8249902267275 |
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