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plot-roh.py
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#!/usr/bin/env python
#
# The MIT License
#
# Copyright (c) 2017 Genome Research Ltd.
#
# Author: Petr Danecek <pd3@sanger.ac.uk>
#
# 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:
#
# The above copyright notice and this permission notice shall be included in
# all copies or substantial portions of the Software.
#
# 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.
import glob, gzip, csv, sys, os, copy, re
csv.register_dialect('tab', delimiter='\t', quoting=csv.QUOTE_NONE)
def usage(msg=None):
if msg==None:
print 'Usage: plot.py [OPTIONS] <dir>'
print 'Options:'
print ' -H, --highlight +group1,-group2 Highlight calls shared within group1 but not present in group2'
print ' -i, --interactive Run interactively'
print ' -l, --min-length <num> Filter input regions shorter than this [0]'
print ' -n, --min-markers <num> Filter input regions with fewer marker than this [0]'
print ' -o, --outfile <file> Output file name [plot.png]'
print ' -q, --min-qual <num> Filter input regions with quality smaller than this [0]'
print ' -r, --region [^]<chr|chr:beg-end> Plot this chromosome/region only'
print ' -s, --samples <file> List of samples to show, rename or group: "name[\\tnew_name[\\tgroup]]"'
print ' -h, --help This usage text'
print 'Matplotlib options:'
print ' +adj, --adjust <str> Set plot adjust [bottom=0.18,left=0.07,right=0.98]'
print ' +dpi, --dpi <num> Set bitmap DPI [150]'
print ' +sxt, --show-xticks Show x-ticks (genomic coordinate)'
print ' +twh, --track-wh <num,num> Set track width and height [20,1]'
print ' +xlb, --xlabel <str> Set x-label'
print ' +xli, --xlimit <num> Extend x-range by this fraction [0.05]'
else:
print msg
sys.exit(1)
dir = None
plot_regions = None
min_length = 0
min_markers = 0
min_qual = 0
interactive = False
sample_file = None
highlight = None
outfile = None
adjust = 'bottom=0.18,left=0.07,right=0.98'
dpi = 150
xlim = 0.05
show_xticks = False
xlabel = None
track_width = 20
track_height = 1
if len(sys.argv) < 2: usage()
args = sys.argv[1:]
while len(args):
if args[0]=='-r' or args[0]=='--region':
args = args[1:]
plot_regions = args[0]
elif args[0]=='-i' or args[0]=='--interactive':
interactive = True
elif args[0]=='-l' or args[0]=='--min-length':
args = args[1:]
min_length = float(args[0])
elif args[0]=='-n' or args[0]=='--min-markers':
args = args[1:]
min_markers = float(args[0])
elif args[0]=='-o' or args[0]=='--outfile':
args = args[1:]
outfile = args[0]
elif args[0]=='-q' or args[0]=='--min-qual':
args = args[1:]
min_qual = float(args[0])
elif args[0]=='-H' or args[0]=='--highlight':
args = args[1:]
highlight = args[0]
elif args[0]=='-s' or args[0]=='--samples':
args = args[1:]
sample_file = args[0]
elif args[0]=='-?' or args[0]=='-h' or args[0]=='--help':
usage()
elif args[0]=='+adj' or args[0]=='--adjust':
args = args[1:]
adjust = args[0]
elif args[0]=='+dpi' or args[0]=='--dpi':
args = args[1:]
dpi = float(args[0])
elif args[0]=='+sxt' or args[0]=='--show-xticks':
show_xticks = True
elif args[0]=='+twh' or args[0]=='--track-wh':
args = args[1:]
(track_width,track_height) = args[0].split(',')
track_height = -float(track_height) # will be used as if negative, no auto-magic
track_width = float(track_width)
elif args[0]=='+xlb' or args[0]=='--xlabel':
args = args[1:]
xlabel = args[0]
elif args[0]=='+xli' or args[0]=='--xlimit':
args = args[1:]
xlim = float(args[0])
else:
dir = args[0]
args = args[1:]
if interactive and outfile!=None: usage("Use -i, --interactive or -o, --outfile, but not both")
if not interactive and outfile==None: outfile = 'plot.png'
def wrap_hash(**args): return args
adjust = eval("wrap_hash("+adjust+")")
import matplotlib as mpl
if interactive==False:
mpl.use('Agg')
import matplotlib.pyplot as plt
import matplotlib.patches as patches
else:
for gui in ['TKAgg','GTKAgg','Qt4Agg','WXAgg','MacOSX']:
try:
mpl.use(gui,warn=False, force=True)
import matplotlib.pyplot as plt
import matplotlib.patches as patches
break
except:
continue
cols = [ '#337ab7', '#5cb85c', '#5bc0de', '#f0ad4e', '#d9534f', 'grey', 'black' ]
globstr = os.path.join(dir, '*.txt.gz')
fnames = glob.glob(globstr)
if len(fnames)==0: usage("No data files found in \""+dir+"\"")
def parse_regions(str):
if str==None: return None
regs = { 'inc':[], 'exc':[] }
list = str.split(',')
key = 'inc'
if list[0][0]=='^':
key = 'exc'
list[0] = list[0][1:]
for reg in list:
x = reg.split(':')
chr = x[0]
beg = 0
end = (1<<32)-1
if len(x)>1:
(beg,end) = x[1].split('-')
beg = float(beg)
end = float(end)
regs[key].append({'chr':chr,'beg':beg,'end':end})
return regs
def region_overlap(regs,chr,beg,end):
if regs==None: return (beg,end)
if len(regs['exc'])>0:
for reg in regs['exc']:
if chr==reg['chr']: return None
return (beg,end)
if len(regs['inc'])==0: return (beg,end)
for reg in regs['inc']:
if chr!=reg['chr']: continue
if beg>reg['end']: continue
if end<reg['beg']: continue
if beg<reg['beg']: beg = reg['beg']
if end>reg['end']: end = reg['end']
return (beg,end)
return None
def parse_outfile(fname):
files = re.split(r',',fname)
bname = re.search(r'^(.+)\.[^.]+$', files[0]).group(1)
for i in range(len(files)-1):
files[i+1] = bname+"."+files[i+1]
return files
def next_region(rgs):
min = None
for smpl in rgs:
if len(rgs[smpl])==0: continue
reg = rgs[smpl][0]
if min==None:
min = [0,0]
min[0] = reg[0]
min[1] = reg[1]
if min[0] > reg[0]: min[0] = reg[0]
if min==None: return None
for smpl in rgs:
if len(rgs[smpl])==0: continue
reg = rgs[smpl][0]
if min[1] > reg[1]: min[1] = reg[1]
if min[1] > reg[0] - 1 and min[0] != reg[0]: min[1] = reg[0] - 1
return min;
def merge_regions(rg):
rgs = copy.deepcopy(rg)
out = {}
while True:
min = next_region(rgs)
if min==None: break
beg = min[0]
end = min[1]
smpls = []
for smpl in rgs:
if len(rgs[smpl])==0: continue
reg = rgs[smpl][0]
if reg[0] > end: continue
if reg[1] > end:
rgs[smpl][0][0] = end + 1
else:
rgs[smpl] = rgs[smpl][1:]
if smpl not in out: out[smpl] = []
smpls.append(smpl)
if len(smpls)>1:
for smpl in smpls: out[smpl].append([beg,end])
return out
def prune_regions(groups,regions):
regs = {'+':{},'-':{}}
for smpl in regions:
grp = groups[smpl]
for reg in regions[smpl]:
key = str(reg[0])+"-"+str(reg[1]) # reg=[beg,end] -> "beg-end"
if key not in regs[grp]: regs[grp][key] = 0
regs[grp][key] += 1
nexp = 0
for smpl in groups:
if groups[smpl]=='+': nexp += 1
for smpl in regions:
rm = []
for reg in regions[smpl]:
key = str(reg[0])+"-"+str(reg[1])
if key in regs['-']: rm.append(reg)
elif key not in regs['+'] or regs['+'][key]!=nexp: rm.append(reg)
for reg in rm:
if reg in regions[smpl]:
regions[smpl].remove(reg)
return regions
def parse_samples(fname,highlight):
if fname==None: return (None,None,{})
samples = {}
groups = {}
grp2sgn = {}
smpl2y = {}
# parse "+name" to create a map "name":"+"
if highlight!=None:
for grp in re.split(r',', highlight):
if grp[0]!='+' and grp[0]!='-': usage("Expected + or - before the group name: "+grp)
grp2sgn[grp[1:]] = grp[0]
# read samples, renaming them
with open(fname) as f:
for line in f:
row = re.split(r'\s+', line.rstrip('\n'))
smpl = row[0]
if len(row)==1: samples[smpl] = smpl
else:
samples[smpl] = row[1]
if len(row)==3:
grp = row[2]
if grp in grp2sgn:
grp = grp2sgn[grp]
else:
grp = '+'
groups[smpl] = grp
y = len(smpl2y)
smpl2y[smpl] = y
if highlight==None: groups = None
return (samples,groups,smpl2y)
plot_regions = parse_regions(plot_regions)
(samples,groups,smpl2y) = parse_samples(sample_file,highlight)
dat_gt = {}
dat_rg = {}
chrs = []
for fname in fnames:
f = gzip.open(fname, 'r')
reader = csv.reader(f, 'tab')
for row in reader:
if row[0]=='GT':
chr = row[1]
pos = int(row[2])
reg = region_overlap(plot_regions,chr,pos,pos)
if reg==None: continue
for i in range(3,len(row),2):
smpl = row[i]
if samples!=None and smpl not in samples: continue
gt = row[i+1]
x = gt.split('/')
if x[0]=='.': continue # missing genotype ./.
dsg = 2
if x[0]!=x[1]: dsg = 1
elif x[0]=='0': continue # skip HomRef 0/0 genotypes
if chr not in dat_gt:
dat_gt[chr] = {}
chrs.append(chr)
if smpl not in dat_gt[chr]:
dat_gt[chr][smpl] = []
if smpl not in smpl2y:
y = len(smpl2y)
smpl2y[smpl] = y
dat_gt[chr][smpl].append([pos,dsg])
elif row[0]=='RG':
smpl = row[1]
if samples!=None and smpl not in samples: continue
chr = row[2]
beg = int(row[3])
end = int(row[4])
length= int(row[5])
nmark = int(row[6])
qual = float(row[7])
if length < min_length: continue
if nmark < min_markers : continue
if qual < min_qual : continue
reg = region_overlap(plot_regions,chr,beg,end)
if reg==None: continue
if chr not in dat_rg: dat_rg[chr] = {}
if smpl not in dat_rg[chr]: dat_rg[chr][smpl] = []
if reg!=None:
if beg<reg[0]: beg = reg[0]
if end>reg[1]: end = reg[1]
dat_rg[chr][smpl].append([beg,end])
if samples==None:
samples = {}
for smpl in smpl2y: samples[smpl] = smpl
# list the samples in the same order as encountered in the file, from top to bottom
for smpl in smpl2y:
smpl2y[smpl] = len(smpl2y) - smpl2y[smpl] - 1
off_list = []
off_hash = {}
off = 0
off_sep = 0
dat_rg1 = {}
for chr in chrs:
if chr in dat_rg:
rg1 = merge_regions(dat_rg[chr])
if groups!=None:
rg1 = prune_regions(groups,rg1)
if len(rg1)!=0: dat_rg1[chr] = rg1
off_hash[chr] = off
max_pos = 0
for smpl in dat_gt[chr]:
if max_pos < dat_gt[chr][smpl][-1][0]: max_pos = dat_gt[chr][smpl][-1][0]
if off_sep==0: off_sep = max_pos*0.1
off += max_pos + off_sep
off_list.append(off)
wh = track_width,len(smpl2y)
if track_height < 0:
wh = track_width,-track_height*len(smpl2y)
elif len(smpl2y)>5:
wh = track_width,5
def bignum(num):
s = str(num); out = ''; slen = len(s)
for i in range(slen):
out += s[i]
if i+1<slen and (slen-i-1)%3==0: out += ','
return out
def format_coord(x, y):
chr = None
off = 0
for i in range(len(off_list)):
chr = chrs[i]
if off_list[i] > x: break
off = off_list[i]
return 'chr%s:%s'%(chr,bignum(int(x - off)))
fig, ax1 = plt.subplots(1, 1, figsize=wh, num=dir)
ax1.yaxis.set_ticks_position('none')
ax1.format_coord = format_coord
xtick_lbl = []
xtick_pos = []
max_x = 0
min_x = -1
for chr in dat_gt:
off = off_hash[chr]
icol = 0
max = 0
for smpl in dat_gt[chr]:
y = smpl2y[smpl]
if chr in dat_rg and smpl in dat_rg[chr]:
for rg in dat_rg[chr][smpl]:
rect = patches.Rectangle((rg[0]+off,3*y+0.5), rg[1]-rg[0]+1, 2, color='#dddddd')
ax1.add_patch(rect)
if chr in dat_rg1 and smpl in dat_rg1[chr]:
for rg in dat_rg1[chr][smpl]:
rect = patches.Rectangle((rg[0]+off,3*y+0.5), rg[1]-rg[0]+1, 2, color='#d9534f')
ax1.add_patch(rect)
ax1.plot([x[0]+off for x in dat_gt[chr][smpl]],[x[1]+3*y for x in dat_gt[chr][smpl]],'.',color=cols[icol])
if min_x==-1 or min_x > dat_gt[chr][smpl][0][0]+off: min_x = dat_gt[chr][smpl][0][0]+off
if max_x < dat_gt[chr][smpl][-1][0]+off: max_x = dat_gt[chr][smpl][-1][0]+off
if max < dat_gt[chr][smpl][-1][0]: max = dat_gt[chr][smpl][-1][0]
icol += 1
if icol >= len(cols): 0
xtick_lbl.append(chr)
xtick_pos.append(off)
ytick_lbl = []
ytick_pos = []
for chr in dat_gt:
for smpl in dat_gt[chr]:
ytick_lbl.append(samples[smpl])
ytick_pos.append(3*smpl2y[smpl]+1)
break
if xlim!=0:
if min_x==-1: min_x = 0
ax1.set_xlim(min_x,max_x+xlim*max_x)
lbl_pos = 3*(len(smpl2y)-1)
ax1.annotate(' HomAlt ',xy=(max_x,lbl_pos-1),xycoords='data',va='center')
ax1.annotate(' Het',xy=(max_x,lbl_pos-2),xycoords='data',va='center')
if not show_xticks:
ax1.set_xticks(xtick_pos)
ax1.set_xticklabels(xtick_lbl)
if xlabel!=None:
ax1.set_xlabel(xlabel)
ax1.set_yticks(ytick_pos)
ax1.set_yticklabels(ytick_lbl)
ax1.set_ylim(0,3*len(smpl2y)+0.5)
plt.subplots_adjust(**adjust)
if interactive:
plt.show()
else:
files = parse_outfile(outfile)
for file in (parse_outfile(outfile)):
plt.savefig(file,dpi=dpi)
plt.close()