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#!/usr/bin/env python
"""
Convert quantum-code files to a LASTZ scores file
-------------------------------------------------
Given background probabilities, probabilities of each DNA substitution event,
and one (or two) quantum code files, we create a log-odds scoring matrix
suitable for LASTZ.
Typical command line:
qcode_to_scores --scaleto=100 \
A:.26585 C:.23415 G:.23415 T:.26585 \ <--- background probabilties
AA:.18204 AC:.01903 AG:.04510 AT:.01967 \
CA:.01903 CC:.15508 CG:.01495 CT:.04510 \ <--- substitution probabilties
GA:.04510 GC:.01495 GG:.15508 GT:.01903 \
TA:.01967 TC:.04510 TG:.01903 TT:.18204 \
--code.target=<codefile> --code.query=<codefile>
An equivalent command line that takes advantage of the usual symmetry:
qcode_to_scores --scaleto=100 \
--symmetric \
A:.26585 C:.23415 \ <--- background probabilties
AA:.18204 AC:.01903 AG:.04510 AT:.01967 \ <--- substitution probabilties
CC:.15508 CG:.01495 \
--code.target=<codefile> --code.query=<codefile>
Quantum code files look something like the one below. Each row represents a
quantum symbol. The first value is the code value, either a single ascii
character or a two character hex value. The remaining four values are the
probability of that symbol being A, C, G, or T. Lines beginning with a # are
comments, and anything other than five columns is an error.
# p(A) p(C) p(G) p(T)
01 0.125041 0.080147 0.100723 0.694088
02 0.111162 0.053299 0.025790 0.809749
03 0.065313 0.007030 0.004978 0.922679
...
:Author: Bob Harris (rsharris@bx.psu.edu)
"""
import sys
from math import log
def usage(s=None):
message = """
qcode_to_scores [options] > lastz_score_file
--scaleto=<max> scale scores to give desired max
--symmetric map probabilities symmetrically
--hoxd70 use HOXD70 (lastz default scores) for probabilities
--code.target=<codefile> specify the quantum code for rows (LASTZ target)
--code.query=<codefile> specify the quantum code for columns (LASTZ query)
--code=<codefile> specify the quantum code for both rows *and* columns
--creator=<string> set name of creator to write as a comment in output
--nocreator inhibit creator comment in output
<base>.target:<prob> set target background probability of a nucleotide
<base>.query:<prob> set query background probability of a nucleotide
<base>:<prob> set background probability of a nucleotide for *both*
target and query
<basepair>:<prob> set basepair substitution probability; first base is
for target, second for query
"""
if (s == None): sys.exit (message)
else: sys.exit ("%s\n%s" % (s,message))
bases = ["A","C","G","T"]
basePairs = ["AA","AC","AG","AT",
"CA","CC","CG","CT",
"GA","GC","GG","GT",
"TA","TC","TG","TT"]
baseSymmetries = [["A","T"],["C","G"]]
pairSymmetries = [["AA","TT"],["CC","GG"],["AT","TA"],["CG","GC"],
["AC","CA","GT","TG"],["AG","GA","CT","TC"]]
hoxd70 = [("A", .26585),("C", .23415),
("AA",.18204),("AC",.01903),("AG",.04510),("AT",.01967),
("CC",.15508),("CG",.01495)]
def main():
##########
# parse the command line
##########
rProb = {}
cProb = {}
rcProb = {}
scaleTo = None
symmetric = False
dnaQuery = True
symbols = []
settings = []
rowCodeName = None
colCodeName = None
creator = "qcode_to_scores"
debug = []
args = sys.argv[1:]
while (len(args) > 0):
arg = args.pop(0)
val = None
fields = arg.split("=",1)
if (len(fields) == 2):
arg = fields[0]
val = fields[1]
if (val == ""):
usage("missing a value in %s=" % arg)
if (arg in ["--help","-h","--h","-help"]) and (val == None):
usage()
elif (arg == "--scaleto") and (val != None):
try: scaleTo = int(val)
except ValueError: scaleTo = float(val)
elif (arg == "--symmetric") and (val == None):
symmetric = True
elif (arg == "--nodna") and (val == None):
dnaQuery = False
elif (arg == "--dnarows") and (val == None):
rowsAreDNA = True
elif (arg in ["--dnacols","--dnacolumns"]) and (val == None):
colsAreDNA = True
elif (arg in ["--hoxd70","--HOXD70"]) and (val == None):
symmetric = True
for (s,p) in hoxd70:
assert (s not in rProb) and (s not in cProb), \
"duplicate DNA event: %s" % s
rProb[s] = cProb[s] = p
elif (arg in ["--code.row","--code.target"]) and (val != None):
assert (rowCodeName == None), \
"can't have more than one row/target code"
rowCodeName = val
elif (arg in ["--code.column","--code.col","--code.query"]) and (val != None):
assert (colCodeName == None), \
"can't have more than one column/target code"
colCodeName = val
elif (arg == "--code") and (val != None):
assert (rowCodeName == None), \
"can't have more than one row/target code"
assert (colCodeName == None), \
"can't have more than one column/target code"
rowCodeName = colCodeName = val
elif (arg == "--nocreator") and (val == None):
creator = None
elif (arg == "--creator") and (val != None):
creator = val
elif (arg == "--debug") and (val != None):
debug.append(val)
elif (arg == "--debug") and (val == None):
debug.append("debug")
elif (arg.startswith("--")) and (val != None):
settings += [(arg[2:],val)]
elif (arg.startswith("--")):
usage("unknown argument: %s" % arg)
elif (val == None) and (":" in arg):
(s,which,p) = dna_event(arg)
if (which == "target"): w = "row"
elif (which == "query"): w = "col"
elif (which == "column"): w = "col"
else: w = which
assert (w in ["row","col",None]), \
"can't decipher \"%s\" (in %s)" % (which,arg)
if (w == "row"):
assert (s in bases), \
"can't specify %s for %s (in %s)" % (which,s,arg)
assert (s not in rProb), \
"duplicate DNA event: %s.target" % s
rProb[s] = p
elif (w == "col"):
assert (s in bases), \
"can't specify %s for %s (in %s)" % (which,s,arg)
assert (s not in cProb), \
"duplicate DNA event: %s.query" % s
cProb[s] = p
elif (s in bases):
assert (s not in rProb) and (s not in cProb), \
"duplicate DNA event: %s" % s
rProb[s] = cProb[s] = p
else:
assert (s not in rcProb), \
"duplicate DNA pair event: %s" % s
rcProb[s] = p
else:
usage("unknown argument: %s" % arg)
##########
# sanity check
##########
if (symmetric):
conProb = {}
for nuc in bases:
if (nuc in rProb) and (nuc not in cProb):
conProb[nuc] = rProb[nuc]
elif (nuc in cProb) and (nuc not in rProb):
conProb[nuc] = cProb[nuc]
elif (nuc in cProb) and (nuc in rProb):
assert (rProb[nuc] == cProb[nuc]), \
"can't use --symmetric with %s.target != %s.query" \
% (nuc,nuc)
conProb[nuc] = rProb[nuc]
for group in baseSymmetries:
present = len([x for x in group if (x in conProb)])
assert (present == 1), \
"need a probability for exactly one of %s" \
% (",".join(group))
val = None
for x in group:
if (x in conProb):
val = conProb[x]
break
for x in group:
if (x not in conProb): conProb[x] = val
rProb = cProb = conProb
for group in pairSymmetries:
present = len([x for x in group if (x in rcProb)])
assert (present == 1), \
"need a probability for exactly one of %s" \
% (",".join(group))
val = None
for x in group:
if (x in rcProb):
val = rcProb[x]
break
for x in group:
if (x not in rcProb): rcProb[x] = val
for nuc in bases:
assert (nuc in rProb), \
"need a target probability for %s" % nuc
assert (nuc in cProb), \
"need a query probability for %s" % nuc
for xy in basePairs:
assert (xy in rcProb), \
"need a probability for %s" % (xy)
p = sum([rProb[nuc] for nuc in bases])
assert (abs(p-1) < .00001), \
"target base probabilities sum to %f" % p
p = sum([cProb[nuc] for nuc in bases])
assert (abs(p-1) < .00001), \
"query base probabilities sum to %f" % p
p = sum([rcProb[yx] for yx in basePairs])
assert (abs(p-1) < .00001), \
"base pair probabilities sum to %f" % p
##########
# read code files
##########
# read row code
if (rowCodeName == None):
rowCode = simple_dna_quantum_code()
else:
rowCode = read_quantum_code(rowCodeName)
if (".order" in rowCode):
rowSymbols = rowCode[".order"]
else:
rowSymbols = [sym for sym in rowCode]
rowSymbols.sort()
# read column code
if (colCodeName == None):
colCode = simple_dna_quantum_code()
elif (colCodeName == rowCodeName):
colCode = rowCode
else:
colCode = read_quantum_code(colCodeName)
if (".order" in colCode):
colSymbols = colCode[".order"]
else:
colSymbols = [sym for sym in colCode]
colSymbols.sort()
##########
# print what we got
##########
if ("debug" in debug):
print ("target"
+ " ".join([" %s:%.5f" % (nuc,rProb[nuc]) for nuc in bases]))
print ("query"
+ " ".join([" %s:%.5f" % (nuc,cProb[nuc]) for nuc in bases]))
for y in bases:
print (" ".join(["%s:%.5f" % (y+x,rcProb[y+x]) for x in bases]))
##########
# assign scores
##########
sub = {}
maxSub = None
for row in rowSymbols:
u = rowCode[row]
sub[row] = {}
for col in colSymbols:
v = colCode[col]
numer = sum([u[y]*v[x]*rcProb[y+x] for (y,x) in basePairs])
denom = sum([u[y]*v[x]*rProb[y]*cProb[x] for (y,x) in basePairs])
sub[row][col] = log (float(numer) / float(denom))
if (maxSub == None) or (sub[row][col] > maxSub):
maxSub = sub[row][col]
if (scaleTo != None):
scale = scaleTo / maxSub
for row in rowSymbols:
for col in colSymbols:
sub[row][col] *= scale
if (type(scaleTo) == int):
sub[row][col] = round(sub[row][col])
##########
# print the settings, if there are any
##########
if (creator != None):
print ("# created by %s" % creator)
print ("")
if (settings != []):
sLen = max([len(s) for (s,val) in settings])
for (s,val) in settings:
print ("%-*s = %s" % (sLen,s,val))
print ("")
##########
# print the substitution matrix
##########
wRow = max([len(row) for row in rowSymbols])
if (scaleTo != None) and (type(scaleTo) == int):
wCol = 4
for row in rowSymbols:
for col in colSymbols:
wCol = max(wCol,len("%d" % sub[row][col]))
print ("%-*s %s"
% (wRow," "," ".join(["%*s" % (wCol,col) for col in colSymbols])))
for row in rowSymbols:
print ("%-*s %s"
% (wRow,row,
" ".join(["%*d" % (wCol,sub[row][col]) for col in colSymbols])))
else:
wCol = 4
for row in rowSymbols:
for col in colSymbols:
wCol = max(wCol,len("%.6f" % sub[row][col]))
print ("%-*s %s"
% (wRow," "," ".join(["%*s" % (wCol,col) for col in colSymbols])))
for row in rowSymbols:
print ("%-*s %s"
% (wRow,row,
" ".join(["%*.6f" % (wCol,sub[row][col]) for col in colSymbols])))
def simple_dna_quantum_code():
symToProfile = {}
for nuc1 in bases:
symToProfile[nuc1] = {}
for nuc2 in bases:
if (nuc2 == nuc1): symToProfile[nuc1][nuc2] = 1
else: symToProfile[nuc1][nuc2] = 0
return symToProfile
def read_quantum_code(codeName):
codeF = file (codeName, "rt")
symToProfile = {}
codeNumUsed = {}
symOrder = []
lineNum = 0
for line in codeF:
lineNum += 1
line = line.strip()
if ("#" in line):
line = line.split("#",1)[0].strip()
if (line == ""):
continue
fields = line.split()
assert (len(fields) >= 5), \
"fewer than four probabilities (%s line %d)" \
% (codeName,lineNum)
assert (len(fields) <= 5), \
"more than four probabilities (%s line %d)" \
% (codeName,lineNum)
try:
sym = fields[0]
codeNum = quantum_code_num(sym)
except ValueError:
assert (False), \
"%s is not a valid quantum symbol (%s line %d)" \
% (sym,codeName,lineNum)
if (codeNum in codeNumUsed):
assert (False), \
"%s (or equivalent) appears more than once (%s line %d)" \
% (sym,codeName,lineNum)
try:
profile = {}
for ix in range(4):
p = float_or_fraction(fields[ix+1])
if (not (0 <= p <= 1)): raise ValueError
profile[bases[ix]] = p
except:
assert (False), \
"%s is a bad probability value (%s line %d)" \
% (fields[ix+1],codeName,lineNum)
symToProfile[sym] = profile
codeNumUsed[codeNum] = True
symOrder += [sym]
codeF.close ()
# sanity check
assert (len(symToProfile) >= 1), \
"%s contains no code vectors!" % codeName
for sym in symToProfile:
p = sum([symToProfile[sym][nuc] for nuc in bases])
assert (abs(p-1) < .00001), \
"probabilities for %s sum to %f (in %s)" % (sym,p,codeName)
symToProfile[".order"] = symOrder
return symToProfile
def dna_event(s):
(s,p) = s.split(":",1)
if ("." in s): (s,which) = s.split(".",1)
else: which = None
assert (valid_dna_event(s)), "invalid DNA event: %s" % s
try:
p = float_or_fraction(p)
if (not (0 <= p <= 1)): raise ValueError
except ValueError:
assert (False), "invalid probability for %s: %s" % (s,p)
return (s,which,p)
def valid_dna_event(s):
if (len(s) == 0):
return False
if (len(s) == 1):
return (s in bases)
if (len(s) == 2):
return (s[0] in bases) and (s[1] in bases)
return False
def float_or_fraction(s):
if ("/" in s):
(n,d) = s.split("/",1)
return float(n)/float(d)
else:
return float(s)
def quantum_code_num(s):
if (len(s) == 0):
raise ValueError
if (len(s) == 1):
if (0x21 <= ord(s) <= 0x7E): return ord(s)
else: raise ValueError
if (len(s) == 2):
if (s == "00"): raise ValueError
try: return int(s,16)
except: raise ValueError
raise ValueError
if __name__ == "__main__": main()
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