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trackIO.py
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trackIO.py
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#!/usr/bin/env python
#Copyright (C) 2013 by Glenn Hickey
#
#Released under the MIT license, see LICENSE.txt
#!/usr/bin/env python
import os
import sys
import string
import random
import logging
import array
import numpy as np
from pybedtools import BedTool, Interval
from .common import runShellCommand, logger, getLocalTempPath
""" all track-data specific io code goes here. Just BED implemented for now,
will eventually add WIG and maybe eventually bigbed / bigwig """
###########################################################################
def readTrackData(trackPath, chrom=None, start=None, end=None, **kwargs):
""" read genome annotation track into python list of values. a value
is returned for every element in range (default value is None). The
type of file is detected from the extension"""
data = None
if not os.path.isfile(trackPath):
raise RuntimeError("Track file not found %s\n" % trackPath)
trackExt = os.path.splitext(trackPath)[1]
tempPath = None
if trackExt == ".bw" or trackExt == ".bigwig" or trackExt == ".wg" or\
trackExt == ".bb" or trackExt == "bigbed":
tempPath = getLocalTempPath("Temp_" + os.path.splitext(
os.path.basename(trackPath))[0], ".bed")
logger.info("Extracting %s to temp bed %s. Make sure to erase"
" in event of crash" % (trackExt,
os.path.abspath(tempPath)))
coords = ""
if chrom is not None:
assert start is not None and end is not None
coords = "-chrom=%s -start=%d -end=%d" % (chrom, start ,end)
tool = "bigWigToBedGraph"
if trackExt == ".bb" or trackExt == ".bigbed":
tool = "bigBedToBed"
runShellCommand("%s %s %s %s" % (tool, trackPath, tempPath, coords))
trackExt = ".bed"
trackPath = tempPath
if (kwargs is None):
kwargs = dict()
kwargs["needIntersect"] = False
if trackExt == ".bed":
data = readBedData(trackPath, chrom, start, end, **kwargs)
elif len(trackExt) >= 3 and trackExt[:3].lower() == ".fa":
data = readFastaData(trackPath, chrom, start, end, **kwargs)
else:
sys.stderr.write("Warning: non-BED, non-FASTA file skipped %s\n" %
trackPath)
if tempPath is not None:
runShellCommand("rm -f %s" % tempPath)
return data
###########################################################################
def readBedData(bedPath, chrom, start, end, **kwargs):
""" Read a bed file into an array with one entry per base, doing
name mapping if specified.
Returns a list of values. Note that the buffer used can be passed
with outBuffer argument"""
valCol = None
sort = False
ignoreBed12 = True
needIntersect = True
if kwargs is not None and "valCol" in kwargs:
valCol = int(kwargs["valCol"])
valMap = None
if kwargs is not None and "valMap" in kwargs:
valMap = kwargs["valMap"]
defVal = None
if valMap is not None:
defVal = valMap.getMissingVal()
updateMap = False
if kwargs is not None and "updateValMap" in kwargs:
updateMap = kwargs["updateValMap"]
if kwargs is not None and "sort" in kwargs:
sort = kwargs["sort"] == True
if kwargs is not None and "ignoreBed12" in kwargs:
ignoreBed12 = kwargs["ignoreBed12"] == True
if kwargs is not None and "needIntersect" in kwargs:
needIntersect = kwargs["needIntersect"]
useDelta = False
if kwargs is not None and "useDelta" in kwargs:
useDelta = kwargs["useDelta"]
outputBuf = None
def clamp(x):
return x
if kwargs is not None and "outputBuf" in kwargs:
outputBuf = kwargs["outputBuf"]
npi = np.iinfo
if outputBuf.dtype == np.float or outputBuf.dtype == np.float32 \
or outputBuf.dtype == np.float16:
npi = np.finfo
maxVal = npi(outputBuf.dtype).max
minVal = npi(outputBuf.dtype).min
def clamp(x):
if x < minVal or x > maxVal:
y = min(max(x, minVal), maxVal)
logger.warning("Clamping track data value %s to %s" % x, y)
return y
return x
if outputBuf is None:
data = [defVal] * (end - start)
else:
data = outputBuf
logger.debug("readBedData(%s, update=%s)" % (bedPath, updateMap))
intersectionPath = bedPath
if needIntersect is True:
interval = Interval(chrom, start, end)
logger.debug("intersecting (%s,%d,%d) and %s" % (
chrom, start, end, bedPath))
# Below, we try switching from all_hits to intersect()
# all_hits seems to leak a ton of memory for big files, so
# we hope intersect (which creates a temp file) will be better
#intersections = bedTool.all_hits(interval)
# bedtool intersect still leaking files. comment out
# and try command-line intersect command instead, removing
# BedTool entirely from this method
#tempTool = BedTool(str(interval), from_string = True)
#intersections = bedTool.intersect(tempTool)
#tempTool.delete_temporary_history(ask=False)
#tempTool = None
tempFileIntIn = getLocalTempPath("Temp_intin", ".bed")
tempFileIntOut = getLocalTempPath("Temp_intout", ".bed")
runShellCommand("echo \"%s\" > %s && intersectBed -a %s "
"-b %s | sortBed > %s && rm -f %s" % (
str(interval), tempFileIntIn, bedPath,
tempFileIntIn, tempFileIntOut, tempFileIntIn))
intersectionPath = tempFileIntOut
else:
intersectionPath = bedPath
if sort is True:
logger.debug("sortBed(%s)" % bedPath)
tempFileSortOut = getLocalTempPath("Temp_sortout", ".bed")
runShellCommand("sortBed -i %s > %s" % (bedPath, tempFileSortOut))
intersectionPath = tempFileSortOut
if ignoreBed12 is False:
logger.debug("bed6(%s)" % bedPath)
tempFileBed6Out = getLocalTempPath("Temp_b6out", ".bed")
runShellCommand("bed12ToBed6 -i %s > %s" % (intersectionPath,
tempFileBed6Out))
if intersectionPath != bedPath:
runShellCommand("rm -f %s" % intersectionPath)
intersectionPath = tempFileBed6Out
intersections = bedRead(intersectionPath)
if intersectionPath != bedPath:
runShellCommand("rm -f %s" % intersectionPath)
logger.debug("loading data from intersections")
basesRead = 0
# prevInterval / prevVal only updated in useDelta mode
prevInterval = None
prevVal = 0
for overlap in intersections:
oStart = max(start, int(overlap[1]))
oEnd = min(end, int(overlap[2]))
if valCol is not None:
if valCol == 0:
val = 1
elif valCol == 4:
assert overlap[4] is not None and overlap[4] != ""
val = overlap[4]
else:
assert valCol == 3
assert overlap[3] is not None and overlap[3] != ""
val = overlap[3]
else:
val = overlap[3]
val0 = val
if useDelta is True:
if prevInterval is not None and int(overlap[1]) == int(prevInterval[2]) \
and prevInterval[0] == overlap[0]:
try: # numeric delta
val0 = float(val) - float(prevVal)
except: # fallback to 0 : same 1 : different
val0 = int(val != prevVal)
prevVal = val
prevInterval = overlap
val = 0
if valMap is not None:
val = valMap.getMap(val, update=updateMap)
val0 = valMap.getMap(val0, update=updateMap)
data[oStart - start] = val0
for i in xrange(1, oEnd - oStart):
data[i + oStart - start] = val
basesRead += oEnd - oStart
logger.debug("done readBedData(%s). %d bases read" % (bedPath, basesRead))
return data
###########################################################################
def readBedIntervals(bedPath, ncol = 3,
chrom = None, start = None, end = None,
sort = False, ignoreBed12 = True):
""" Read bed intervals from a bed file (or a specifeid range therein).
NOTE: intervals are sorted by their coordinates"""
if not os.path.isfile(bedPath):
raise RuntimeError("Bed interval file %s not found" % bedPath)
assert ncol == 3 or ncol == 4 or ncol == 5
outIntervals = []
logger.debug("readBedIntervals(%s)" % bedPath)
bedTool = BedTool(bedPath)
if sort is True:
bedTool = bedTool.sort()
logger.debug("sortBed(%s)" % bedPath)
if ignoreBed12 is False:
bedTool = bedTool.bed6()
logger.debug("bed6(%s)" % bedPath)
if chrom is None:
bedIntervals = bedTool
else:
assert start is not None and end is not None
interval = Interval(chrom, start, end)
logger.debug("intersecting (%s,%d,%d) and %s" % (chrom, start, end,
bedPath))
# Below, we try switching from all_hits to intersect()
# all_hits seems to leak a ton of memory for big files, so
# we hope intersect (which creates a temp file) will be better
#bedIntervals = bedTool.all_hits(interval)
tempTool = BedTool(str(interval), from_string = True)
bedIntervals = bedTool.intersect(tempTool)
tempTool.delete_temporary_history(ask=False)
logger.debug("appending bed intervals")
for feat in bedIntervals:
outInterval = (feat.chrom, feat.start, feat.end)
if ncol >= 4:
outInterval += (feat.name,)
if ncol >= 5:
outInterval += (feat.score,)
outIntervals.append(outInterval)
logger.debug("finished readBedIntervals(%s)" % bedPath)
return outIntervals
###########################################################################
def getMergedBedIntervals(bedPath, ncol=3, sort = False, ignoreBed12 = True):
""" Merge all contiguous and overlapping intervals"""
if not os.path.isfile(bedPath):
raise RuntimeError("Bed interval file %s not found" % bedPath)
logger.debug("mergeBedIntervals(%s)" % bedPath)
outIntervals = []
bedTool = BedTool(bedPath)
if sort is True:
bedTool = bedTool.sort()
logger.debug("sortBed(%s)" % bedPath)
if ignoreBed12 is False:
logger.debug("bed6(%s)" % bedPath)
bedTool = bedTool.bed6()
for feat in bedTool.merge():
outInterval = (feat.chrom, feat.start, feat.end)
if ncol >= 4:
outInterval += (feat.name,)
if ncol >= 5:
outInterval += (feat.score,)
outIntervals.append(outInterval)
logger.debug("finished mergeBedIntervals(%s)" % bedPath)
return outIntervals
###########################################################################
def writeBedIntervals(intervals, outPath):
""" write bed intervals to disk """
outFile = open(outPath, "w")
for interval in intervals:
name, score = None, None
if len(interval) > 3:
name = str(interval[3])
if len(interval) > 4:
score = str(interval[4])
bi = Interval(interval[0], interval[1], interval[2], name=name,
score=score)
outFile.write(str(bi))
###########################################################################
def readFastaData(faPath, chrom, start, end, **kwargs):
valMap = None
if kwargs is not None and "valMap" in kwargs:
valMap = kwargs["valMap"]
defVal = None
if valMap is not None:
defVal = valMap.getMissingVal()
updateMap = False
if kwargs is not None and "updateValMap" in kwargs:
updateMap = kwargs["updateValMap"]
caseSensitive = False
if kwargs is not None and "caseSensitive" in kwargs:
caseSensitive = kwargs["caseSensitive"]
outputBuf = None
if kwargs is not None and "outputBuf" in kwargs:
outputBuf = kwargs["outputBuf"]
if outputBuf is None:
data = [defVal] * (end - start)
else:
data = outputBuf
logger.debug("readFastaData(%s, update=%s)" % (faPath, updateMap))
faFile = open(faPath, "r")
basesRead = 0
# skip to sequence using readline (faster than fastaRead)
pos = faFile.tell()
assert pos == 0
chromLen = len(chrom) + 1
while True:
line = faFile.readline()
if len(line) == 0 or (line[0] == '>' and line[1:chromLen] == chrom):
break
pos = faFile.tell()
faFile.seek(pos)
for seqName, seqString in fastaRead(faFile):
if seqName == chrom:
for i in xrange(start, end):
if i >= len(seqString):
break
val = seqString[i]
if caseSensitive is False:
val = val.upper()
if valMap is not None:
val = valMap.getMap(val, update=updateMap)
data[basesRead] = val
basesRead += 1
break
faFile.close()
logger.debug("done readFastaData(%s). %d bases read" % (faPath,
basesRead))
return data
###########################################################################
# Copied from bioio.py from sonLib (https://github.com/benedictpaten/sonLib):
# Copyright (C) 2006-2012 by Benedict Paten ([email protected])
# Released under the MIT license, see LICENSE.txt
def fastaRead(fileHandle):
"""iteratively a sequence for each '>' it encounters, ignores '#' lines
"""
line = fileHandle.readline()
while line != '':
if line[0] == '>':
name = line[1:-1]
line = fileHandle.readline()
seq = array.array('c')
while line != '' and line[0] != '>':
if line[0] != '#':
seq.extend([ i for i in line[:-1] if i != '\t' and i != ' ' ])
line = fileHandle.readline()
for i in seq:
#For safety and sanity I only allows roman alphabet characters in fasta sequences.
if not ((i >= 'A' and i <= 'Z') or (i >= 'a' and i <= 'z') or i == '-'):
raise RuntimeError("Invalid FASTA character, ASCII code = \'%d\', found in input sequence %s" % (ord(i), name))
yield name, seq.tostring()
else:
line = fileHandle.readline()
def bedRead(filePath):
""" pyBedTools leaks files and I can't figure out what to do about it,
other than just replace it insdead the readBedData loop..."""
bf = open(filePath, "r")
intervals = []
for line in bf:
if len(line) > 0 and line[0] != "#":
interval = line[:-1].split("\t")
if len(interval) > 2:
intervals.append(interval)
# man I wish I could figure out just how to close a BedTool?!:
bf.close()
return intervals