/usr/lib/python3/dist-packages/cutadapt/adapters.py is in python3-cutadapt 1.15-1.
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"""
Adapter finding and trimming classes
The ...Adapter classes are responsible for finding adapters.
The ...Match classes trim the reads.
"""
from __future__ import print_function, division, absolute_import
import re
from collections import defaultdict
from cutadapt import align, colorspace
from cutadapt.seqio import FastaReader
# Constants for the find_best_alignment function.
# The function is called with SEQ1 as the adapter, SEQ2 as the read.
# TODO get rid of those constants, use strings instead
BACK = align.START_WITHIN_SEQ2 | align.STOP_WITHIN_SEQ2 | align.STOP_WITHIN_SEQ1
FRONT = align.START_WITHIN_SEQ2 | align.STOP_WITHIN_SEQ2 | align.START_WITHIN_SEQ1
PREFIX = align.STOP_WITHIN_SEQ2
SUFFIX = align.START_WITHIN_SEQ2
ANYWHERE = align.SEMIGLOBAL
LINKED = 'linked'
def parse_braces(sequence):
"""
Replace all occurrences of ``x{n}`` (where x is any character) with n
occurrences of x. Raise ValueError if the expression cannot be parsed.
>>> parse_braces('TGA{5}CT')
TGAAAAACT
"""
# Simple DFA with four states, encoded in prev
result = ''
prev = None
for s in re.split('([{}])', sequence):
if s == '':
continue
if prev is None:
if s == '{':
raise ValueError('"{" must be used after a character')
if s == '}':
raise ValueError('"}" cannot be used here')
prev = s
result += s
elif prev == '{':
prev = int(s)
if not 0 <= prev <= 10000:
raise ValueError('Value {} invalid'.format(prev))
elif isinstance(prev, int):
if s != '}':
raise ValueError('"}" expected')
result = result[:-1] + result[-1] * prev
prev = None
else:
if s != '{':
raise ValueError('Expected "{"')
prev = '{'
# Check if we are in a non-terminating state
if isinstance(prev, int) or prev == '{':
raise ValueError("Unterminated expression")
return result
class AdapterParser(object):
"""
Factory for Adapter classes that all use the same parameters (error rate,
indels etc.). The given **kwargs will be passed to the Adapter constructors.
"""
def __init__(self, colorspace=False, **kwargs):
self.colorspace = colorspace
self.constructor_args = kwargs
self.adapter_class = ColorspaceAdapter if colorspace else Adapter
def _parse_no_file(self, spec, name=None, cmdline_type='back'):
"""
Parse an adapter specification not using ``file:`` notation and return
an object of an appropriate Adapter class. The notation for anchored
5' and 3' adapters is supported. If the name parameter is None, then
an attempt is made to extract the name from the specification
(If spec is 'name=ADAPTER', name will be 'name'.)
cmdline_type -- describes which commandline parameter was used (``-a``
is 'back', ``-b`` is 'anywhere', and ``-g`` is 'front').
"""
if name is None:
name, spec = self._extract_name(spec)
orig_spec = spec
types = dict(back=BACK, front=FRONT, anywhere=ANYWHERE)
if cmdline_type not in types:
raise ValueError('cmdline_type cannot be {0!r}'.format(cmdline_type))
where = types[cmdline_type]
front_anchored, back_anchored = False, False
if spec.startswith('^'):
spec = spec[1:]
front_anchored = True
if spec.endswith('$'):
spec = spec[:-1]
back_anchored = True
sequence1, middle, sequence2 = spec.partition('...')
if where == ANYWHERE:
if front_anchored or back_anchored:
raise ValueError("'anywhere' (-b) adapters may not be anchored")
if middle == '...':
raise ValueError("'anywhere' (-b) adapters may not be linked")
return self.adapter_class(sequence=spec, where=where, name=name, **self.constructor_args)
assert where == FRONT or where == BACK
if middle == '...':
if not sequence1:
if where == BACK: # -a ...ADAPTER
spec = sequence2
else: # -g ...ADAPTER
raise ValueError('Invalid adapter specification')
elif not sequence2:
if where == BACK: # -a ADAPTER...
spec = sequence1
where = FRONT
front_anchored = True
else: # -g ADAPTER...
spec = sequence1
else:
# linked adapter
if self.colorspace:
raise NotImplementedError(
'Using linked adapters in colorspace is not supported')
# automatically anchor 5' adapter if -a is used
if where == BACK:
front_anchored = True
require_both = True if not front_anchored and not back_anchored else None
return LinkedAdapter(sequence1, sequence2, name=name,
front_anchored=front_anchored, back_anchored=back_anchored,
require_both=require_both,
**self.constructor_args)
if front_anchored and back_anchored:
raise ValueError('Trying to use both "^" and "$" in adapter specification {!r}'.format(orig_spec))
if front_anchored:
if where == BACK:
raise ValueError("Cannot anchor the 3' adapter at its 5' end")
where = PREFIX
elif back_anchored:
if where == FRONT:
raise ValueError("Cannot anchor 5' adapter at 3' end")
where = SUFFIX
return self.adapter_class(sequence=spec, where=where, name=name, **self.constructor_args)
def parse(self, spec, cmdline_type='back'):
"""
Parse an adapter specification and yield appropriate Adapter classes.
This works like the _parse_no_file() function above, but also supports the
``file:`` notation for reading adapters from an external FASTA
file. Since a file can contain multiple adapters, this
function is a generator.
"""
if spec.startswith('file:'):
# read adapter sequences from a file
with FastaReader(spec[5:]) as fasta:
for record in fasta:
name = record.name.split(None, 1)[0]
yield self._parse_no_file(record.sequence, name, cmdline_type)
else:
name, spec = self._extract_name(spec)
yield self._parse_no_file(spec, name, cmdline_type)
def _extract_name(self, spec):
"""
Parse an adapter specification given as 'name=adapt' into 'name' and 'adapt'.
"""
fields = spec.split('=', 1)
if len(fields) > 1:
name, spec = fields
name = name.strip()
else:
name = None
spec = spec.strip()
return name, spec
def parse_multi(self, back, anywhere, front):
"""
Parse all three types of commandline options that can be used to
specify adapters. back, anywhere and front are lists of strings,
corresponding to the respective commandline types (-a, -b, -g).
Return a list of appropriate Adapter classes.
"""
adapters = []
for specs, cmdline_type in (back, 'back'), (anywhere, 'anywhere'), (front, 'front'):
for spec in specs:
adapters.extend(self.parse(spec, cmdline_type))
return adapters
def returns_defaultdict_int():
# We need this function to make EndStatistics picklable.
# Even a @staticmethod of EndStatistics is not sufficient
# as that is not picklable before Python 3.5.
return defaultdict(int)
class EndStatistics(object):
"""Statistics about the 5' or 3' end"""
def __init__(self, adapter):
self.where = adapter.where
self.max_error_rate = adapter.max_error_rate
self.sequence = adapter.sequence
self.has_wildcards = adapter.adapter_wildcards
# self.errors[l][e] == n iff n times a sequence of length l matching at e errors was removed
self.errors = defaultdict(returns_defaultdict_int)
self._remove_before = adapter.remove_before
self.adjacent_bases = {'A': 0, 'C': 0, 'G': 0, 'T': 0, '': 0}
def __iadd__(self, other):
if self.where != other.where or self.max_error_rate != other.max_error_rate or self.sequence != other.sequence:
raise RuntimeError('Incompatible EndStatistics, cannot be added')
for base in ('A', 'C', 'G', 'T', ''):
self.adjacent_bases[base] += other.adjacent_bases[base]
for length, error_dict in other.errors.items():
for errors in error_dict:
self.errors[length][errors] += other.errors[length][errors]
return self
@property
def lengths(self):
# Python 2.6 has no dict comprehension
d = dict((length, sum(errors.values())) for length, errors in self.errors.items())
return d
def random_match_probabilities(self, gc_content):
"""
Estimate probabilities that this adapter end matches a
random sequence. Indels are not taken into account.
Returns a list p, where p[i] is the probability that
i bases of this adapter match a random sequence with
GC content gc_content.
The where parameter is necessary for linked adapters to
specify which (front or back) of the two adapters is meant.
"""
seq = self.sequence
if self._remove_before:
seq = seq[::-1]
allowed_bases = 'CGRYSKMBDHVN' if self.has_wildcards else 'GC'
p = 1
probabilities = [p]
for i, c in enumerate(seq):
if c in allowed_bases:
p *= gc_content / 2.
else:
p *= (1 - gc_content) / 2
probabilities.append(p)
return probabilities
class AdapterStatistics(object):
"""
Statistics about an adapter. An adapter can work on the 5' end (front)
or 3' end (back) of a read, and statistics for that are captured
separately.
"""
def __init__(self, adapter, adapter2=None, where=None):
self.name = adapter.name
self.where = where if where is not None else adapter.where
self.front = EndStatistics(adapter)
if adapter2 is None:
self.back = EndStatistics(adapter)
else:
self.back = EndStatistics(adapter2)
def __iadd__(self, other):
if self.where != other.where: # TODO self.name != other.name or
raise ValueError('incompatible objects')
self.front += other.front
self.back += other.back
return self
class Match(object):
"""
Representation of a single adapter matched to a single read.
TODO creating instances of this class is relatively slow and responsible for quite some runtime.
"""
__slots__ = ['astart', 'astop', 'rstart', 'rstop', 'matches', 'errors', 'remove_before',
'adapter', 'read', 'length', '_trimmed_read', 'adjacent_base']
def __init__(self, astart, astop, rstart, rstop, matches, errors, remove_before, adapter, read):
"""
remove_before -- True: remove bases before adapter. False: remove after
"""
self.astart = astart
self.astop = astop
self.rstart = rstart
self.rstop = rstop
self.matches = matches
self.errors = errors
self.adapter = adapter
self.read = read
if remove_before:
self._trim_front()
else:
self._trim_back()
self.remove_before = remove_before
# Number of aligned characters in the adapter. If there are
# indels, this may be different from the number of characters
# in the read.
self.length = self.astop - self.astart
assert self.length > 0
assert self.errors / self.length <= self.adapter.max_error_rate
assert self.length - self.errors > 0
def __repr__(self):
return 'Match(astart={0}, astop={1}, rstart={2}, rstop={3}, matches={4}, errors={5})'.format(
self.astart, self.astop, self.rstart, self.rstop, self.matches, self.errors)
def wildcards(self, wildcard_char='N'):
"""
Return a string that contains, for each wildcard character,
the character that it matches. For example, if the adapter
ATNGNA matches ATCGTA, then the string 'CT' is returned.
If there are indels, this is not reliable as the full alignment
is not available.
"""
wildcards = [ self.read.sequence[self.rstart + i] for i in range(self.length)
if self.adapter.sequence[self.astart + i] == wildcard_char and
self.rstart + i < len(self.read.sequence) ]
return ''.join(wildcards)
def rest(self):
"""
Return the part of the read before this match if this is a
'front' (5') adapter,
return the part after the match if this is not a 'front' adapter (3').
This can be an empty string.
"""
if self.remove_before:
return self.read.sequence[:self.rstart]
else:
return self.read.sequence[self.rstop:]
def get_info_record(self):
seq = self.read.sequence
qualities = self.read.qualities
info = (
self.read.name,
self.errors,
self.rstart,
self.rstop,
seq[0:self.rstart],
seq[self.rstart:self.rstop],
seq[self.rstop:],
self.adapter.name
)
if qualities:
info += (
qualities[0:self.rstart],
qualities[self.rstart:self.rstop],
qualities[self.rstop:]
)
else:
info += ('', '', '')
return info
def trimmed(self):
return self._trimmed_read
def _trim_front(self):
"""Compute the trimmed read, assuming it’s a 'front' adapter"""
self._trimmed_read = self.read[self.rstop:]
self.adjacent_base = ''
def _trim_back(self):
"""Compute the trimmed read, assuming it’s a 'back' adapter"""
adjacent_base = self.read.sequence[self.rstart-1:self.rstart]
if adjacent_base not in 'ACGT':
adjacent_base = ''
self.adjacent_base = adjacent_base
self._trimmed_read = self.read[:self.rstart]
def update_statistics(self, statistics):
"""Update AdapterStatistics in place"""
if self.remove_before:
statistics.front.errors[self.rstop][self.errors] += 1
else:
statistics.back.errors[len(self.read) - len(self._trimmed_read)][self.errors] += 1
statistics.back.adjacent_bases[self.adjacent_base] += 1
class ColorspaceMatch(Match):
adjacent_base = ''
def _trim_front(self):
"""Return a trimmed read"""
read = self.read
# to remove a front adapter, we need to re-encode the first color following the adapter match
color_after_adapter = read.sequence[self.rstop:self.rstop + 1]
if not color_after_adapter:
# the read is empty
new_read = read[self.rstop:]
else:
base_after_adapter = colorspace.DECODE[self.adapter.nucleotide_sequence[-1:] + color_after_adapter]
new_first_color = colorspace.ENCODE[read.primer + base_after_adapter]
new_read = read[:]
new_read.sequence = new_first_color + read.sequence[(self.rstop + 1):]
new_read.qualities = read.qualities[self.rstop:] if read.qualities else None
self._trimmed_read = new_read
def _trim_back(self):
"""Return a trimmed read"""
# trim one more color if long enough
adjusted_rstart = max(self.rstart - 1, 0)
self._trimmed_read = self.read[:adjusted_rstart]
def update_statistics(self, statistics):
"""Update AdapterStatistics in place"""
if self.remove_before:
statistics.front.errors[self.rstop][self.errors] += 1
else:
statistics.back.errors[len(self.read) - len(self._trimmed_read)][self.errors] += 1
def _generate_adapter_name(_start=[1]):
name = str(_start[0])
_start[0] += 1
return name
class Adapter(object):
"""
This class can find a single adapter characterized by sequence, error rate,
type etc. within reads.
where -- One of the BACK, FRONT, PREFIX, SUFFIX or ANYWHERE constants.
This influences where the adapter is allowed to appear within in the
read and also which part of the read is removed.
sequence -- The adapter sequence as string. Will be converted to uppercase.
Also, Us will be converted to Ts.
max_error_rate -- Maximum allowed error rate. The error rate is
the number of errors in the alignment divided by the length
of the part of the alignment that matches the adapter.
minimum_overlap -- Minimum length of the part of the alignment
that matches the adapter.
read_wildcards -- Whether IUPAC wildcards in the read are allowed.
adapter_wildcards -- Whether IUPAC wildcards in the adapter are
allowed.
name -- optional name of the adapter. If not provided, the name is set to a
unique number.
"""
def __init__(self, sequence, where, max_error_rate=0.1, min_overlap=3,
read_wildcards=False, adapter_wildcards=True, name=None, indels=True):
self.debug = False
self.name = _generate_adapter_name() if name is None else name
self.sequence = parse_braces(sequence.upper().replace('U', 'T')) # TODO move away
if not self.sequence:
raise ValueError('Sequence is empty')
self.where = where
self.max_error_rate = max_error_rate
self.min_overlap = min(min_overlap, len(self.sequence))
self.indels = indels
iupac = frozenset('XACGTURYSWKMBDHVN')
if adapter_wildcards and not set(self.sequence) <= iupac:
for c in self.sequence:
if c not in iupac:
raise ValueError('Character {!r} in adapter sequence {!r} is '
'not a valid IUPAC code. Use only characters '
'XACGTURYSWKMBDHVN.'.format(c, self.sequence))
# Optimization: Use non-wildcard matching if only ACGT is used
self.adapter_wildcards = adapter_wildcards and not set(self.sequence) <= set('ACGT')
self.read_wildcards = read_wildcards
self.remove_before = where not in (BACK, SUFFIX)
self.aligner = align.Aligner(self.sequence, self.max_error_rate,
flags=self.where, wildcard_ref=self.adapter_wildcards, wildcard_query=self.read_wildcards)
self.aligner.min_overlap = self.min_overlap
if not self.indels:
# TODO
# When indels are disallowed, an entirely different algorithm
# should be used.
self.aligner.indel_cost = 100000
def __repr__(self):
return '<Adapter(name={name!r}, sequence={sequence!r}, where={where}, '\
'max_error_rate={max_error_rate}, min_overlap={min_overlap}, '\
'read_wildcards={read_wildcards}, '\
'adapter_wildcards={adapter_wildcards}, '\
'indels={indels})>'.format(**vars(self))
def enable_debug(self):
"""
Print out the dynamic programming matrix after matching a read to an
adapter.
"""
self.debug = True
self.aligner.enable_debug()
def match_to(self, read, match_class=Match):
"""
Attempt to match this adapter to the given read.
Return a Match instance if a match was found;
return None if no match was found given the matching criteria (minimum
overlap length, maximum error rate).
"""
read_seq = read.sequence.upper() # temporary copy
remove_before = self.remove_before
pos = -1
# try to find an exact match first unless wildcards are allowed
if not self.adapter_wildcards:
if self.where == PREFIX:
pos = 0 if read_seq.startswith(self.sequence) else -1
elif self.where == SUFFIX:
pos = (len(read_seq) - len(self.sequence)) if read_seq.endswith(self.sequence) else -1
else:
pos = read_seq.find(self.sequence)
if pos >= 0:
if self.where == ANYWHERE:
# guess: if alignment starts at pos 0, it’s a 5' adapter
remove_before = pos == 0
match = match_class(
0, len(self.sequence), pos, pos + len(self.sequence),
len(self.sequence), 0, remove_before, self, read)
else:
# try approximate matching
if not self.indels and self.where in (PREFIX, SUFFIX):
if self.where == PREFIX:
alignment = align.compare_prefixes(self.sequence, read_seq,
wildcard_ref=self.adapter_wildcards, wildcard_query=self.read_wildcards)
else:
alignment = align.compare_suffixes(self.sequence, read_seq,
wildcard_ref=self.adapter_wildcards, wildcard_query=self.read_wildcards)
astart, astop, rstart, rstop, matches, errors = alignment
if astop - astart >= self.min_overlap and errors / (astop - astart) <= self.max_error_rate:
match = match_class(*(alignment + (remove_before, self, read)))
else:
match = None
else:
alignment = self.aligner.locate(read_seq)
if self.debug:
print(self.aligner.dpmatrix) # pragma: no cover
if alignment is None:
match = None
else:
astart, astop, rstart, rstop, matches, errors = alignment
if self.where == ANYWHERE:
# guess: if alignment starts at pos 0, it’s a 5' adapter
remove_before = rstart == 0
match = match_class(astart, astop, rstart, rstop, matches, errors, remove_before, self, read)
if match is None:
return None
assert match.length > 0 and match.errors / match.length <= self.max_error_rate, match
assert match.length >= self.min_overlap
return match
def __len__(self):
return len(self.sequence)
def create_statistics(self):
return AdapterStatistics(self)
class ColorspaceAdapter(Adapter):
"""
An Adapter, but in color space. It does not support all adapter types
(see the 'where' parameter).
"""
def __init__(self, *args, **kwargs):
"""
sequence -- the adapter sequence as a str, can be given in nucleotide space or in color space
where -- PREFIX, FRONT, BACK
"""
if kwargs.get('adapter_wildcards', False):
raise ValueError('Wildcards not supported for colorspace adapters')
kwargs['adapter_wildcards'] = False
super(ColorspaceAdapter, self).__init__(*args, **kwargs)
has_nucleotide_seq = False
if set(self.sequence) <= set('ACGT'):
# adapter was given in basespace
self.nucleotide_sequence = self.sequence
has_nucleotide_seq = True
self.sequence = colorspace.encode(self.sequence)[1:]
if self.where in (PREFIX, FRONT) and not has_nucleotide_seq:
raise ValueError("A 5' colorspace adapter needs to be given in nucleotide space")
self.aligner.reference = self.sequence
def __repr__(self):
return '<ColorspaceAdapter(sequence={0!r}, where={1})>'.format(self.sequence, self.where)
def match_to(self, read, match_class=ColorspaceMatch):
"""
Match the adapter to the given read
Return a ColorspaceMatch instance or None if the adapter was not found
"""
if self.where != PREFIX:
return super(ColorspaceAdapter, self).match_to(read, match_class=match_class)
# create artificial adapter that includes a first color that encodes the
# transition from primer base into adapter
asequence = colorspace.ENCODE[read.primer + self.nucleotide_sequence[0:1]] + self.sequence
pos = 0 if read.sequence.startswith(asequence) else -1
if pos >= 0:
match = ColorspaceMatch(
0, len(asequence), pos, pos + len(asequence),
len(asequence), 0, self.remove_before, self, read)
else:
# try approximate matching
self.aligner.reference = asequence
alignment = self.aligner.locate(read.sequence)
if self.debug:
print(self.aligner.dpmatrix) # pragma: no cover
if alignment is not None:
match = ColorspaceMatch(*(alignment + (self.remove_before, self, read)))
else:
match = None
if match is None:
return None
assert match.length > 0 and match.errors / match.length <= self.max_error_rate
assert match.length >= self.min_overlap
return match
class LinkedMatch(object):
"""
Represent a match of a LinkedAdapter
"""
def __init__(self, front_match, back_match, adapter):
"""
One of front_match and back_match must be not None!
"""
self.front_match = front_match
self.back_match = back_match
self.adapter = adapter
def __repr__(self):
return '<LinkedMatch(front_match={0!r}, back_match={1}, adapter={2})>'.format(
self.front_match, self.back_match, self.adapter)
@property
def matches(self):
"""Number of matching bases"""
m = getattr(self.front_match, 'matches', 0)
if self.back_match is not None:
m += self.back_match.matches
return m
def trimmed(self):
if self.back_match:
# back match is relative to front match, so even if a front match exists,
# this is correct
return self.back_match.trimmed()
else:
assert self.front_match
return self.front_match.trimmed()
@property
def adjacent_base(self):
return self.back_match.adjacent_base
def update_statistics(self, statistics):
"""Update AdapterStatistics in place"""
if self.front_match:
statistics.front.errors[self.front_match.rstop][self.front_match.errors] += 1
if self.back_match:
statistics.back.errors[len(self.back_match.read) - self.back_match.rstart][self.back_match.errors] += 1
class LinkedAdapter(object):
"""
"""
def __init__(self, front_sequence, back_sequence,
front_anchored=True, back_anchored=False, require_both=None, name=None, **kwargs):
"""
require_both -- require both adapters to match. If not specified, the default is to
require only anchored adapters to match.
kwargs are passed on to individual Adapter constructors
"""
where1 = PREFIX if front_anchored else FRONT
where2 = SUFFIX if back_anchored else BACK
if require_both:
self._require_back_match = True
self._require_front_match = True
else:
self._require_front_match = front_anchored
self._require_back_match = back_anchored
# The following attributes are needed for the report
self.where = LINKED
self.name = _generate_adapter_name() if name is None else name
self.front_adapter = Adapter(front_sequence, where=where1, name=None, **kwargs)
self.back_adapter = Adapter(back_sequence, where=where2, name=None, **kwargs)
def enable_debug(self):
self.front_adapter.enable_debug()
self.back_adapter.enable_debug()
def match_to(self, read):
"""
Match the linked adapters against the given read. Any anchored adapters are
required to exist for a successful match. If both adapters are unanchored,
both need to match.
"""
front_match = self.front_adapter.match_to(read)
if self._require_front_match and front_match is None:
return None
if front_match is not None:
# TODO statistics
read = front_match.trimmed()
back_match = self.back_adapter.match_to(read)
if back_match is None and (self._require_back_match or front_match is None):
return None
return LinkedMatch(front_match, back_match, self)
def create_statistics(self):
return AdapterStatistics(self.front_adapter, self.back_adapter, where=LINKED)
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