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famdb_helper_classes.py
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famdb_helper_classes.py
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# coding: utf-8
import collections
import textwrap
import json
import re
import sys
from famdb_globals import LOGGER, LEAF_LINK, ROOT_LINK
class Lineage(list): # TODO replace exits with real exception
"""A class to mediate lineages across multiple FamDB files. Contains methods to combine lineages at cross-file break points"""
def __init__(self, lineage, root, partition_num):
super().__init__(lineage)
self.ancestors = False
self.descendants = False
self.root = root
self.partition = partition_num
links = {LEAF_LINK: {}, ROOT_LINK: None}
# find and store link elements
lin_str = lineage.__repr__()
splits = lin_str.split("'")
if LEAF_LINK in lin_str:
self.descendants = True
if not self.root:
raise Exception("Leaf Links Found In Non-Root Lineage")
for i in range(len(splits)):
if LEAF_LINK in splits[i]:
links[LEAF_LINK][i] = str(splits[i].split(":")[1])
elif ROOT_LINK in lin_str:
self.ancestors = True
if self.root:
raise Exception("Root Links found In Root Lineage")
links[ROOT_LINK] = {str(lineage[1][0]): str(lineage[1])}
if self.ancestors and self.descendants:
raise Exception("Lineage Should Not Contain Root Links And Leaf Links")
self.links = links
self.splits = splits
def __add__(self, other):
# check to avoid adding root+root or leaf+leaf
if (self.root and other.root) or (not self.root and not other.root):
raise Exception("Must Combine Root and Non-Root Lineages")
# assign lineages
root_lineage = self if self.root else other
leaf_lineage = self if not self.root else other
# load links and split lineage string
leaf_links = root_lineage.links[LEAF_LINK]
full_lineage = root_lineage.splits.copy()
# check each link position in root for linked subtree in leaf
for position in leaf_links:
node = leaf_links[position]
subtree = leaf_lineage.links[ROOT_LINK].get(node)
if subtree:
# replace link position with subtree if found
full_lineage[position] = subtree
# format splits for json reading
for i in range(len(full_lineage)):
if "leaf_link:" in full_lineage[i]:
full_lineage[i] = f'"{full_lineage[i]}"'
# join splits back to single string, read as list
linked_lineage = json.loads("".join(full_lineage))
# return as new Lineage object, with root True and partion 0
return Lineage(linked_lineage, root_lineage.root, root_lineage.partition)
def __iadd__(self, other):
self.lineage = self + other
return self.lineage
class TaxNode: # pylint: disable=too-few-public-methods
"""An NCBI Taxonomy node linked to its parent and children."""
def __init__(self, tax_id, parent_id):
self.tax_id = tax_id
self.parent_id = parent_id
self.names = []
self.parent_node = None
self.families = []
self.children = []
self.ancestral = 0
class ClassificationNode: # pylint: disable=too-few-public-methods
"""A Dfam Classification node linked to its parent and children."""
def __init__(
self, class_id, parent_id, name, type_name, subtype_name
): # pylint: disable=too-many-arguments
self.class_id = class_id
self.parent_id = parent_id
self.name = name
self.type_name = type_name
self.subtype_name = subtype_name
self.parent_node = None
self.children = []
def full_name(self):
"""
Returns the full name of this classification node, with the name of each
classification level delimited by a semicolon.
"""
name = self.name
node = self.parent_node
while node is not None:
name = node.name + ";" + name
node = node.parent_node
return name
class Family: # pylint: disable=too-many-instance-attributes
"""A Transposable Element family, made up of metadata and a model."""
FamilyField = collections.namedtuple("FamilyField", ["name", "type"])
# Known metadata fields
META_FIELDS = [
# Core required family metadata
FamilyField("name", str),
FamilyField("accession", str),
FamilyField("version", int),
FamilyField("consensus", str),
FamilyField("length", int),
# Optional family metadata
FamilyField("title", str),
FamilyField("author", str),
FamilyField("description", str),
FamilyField("classification", str),
FamilyField("classification_note", str),
FamilyField("search_stages", str),
FamilyField("buffer_stages", str),
FamilyField("clades", list),
FamilyField("date_created", str),
FamilyField("date_modified", str),
FamilyField("repeat_type", str),
FamilyField("repeat_subtype", str),
FamilyField("features", str),
FamilyField("coding_sequences", str),
FamilyField("aliases", str),
FamilyField("citations", str),
FamilyField("refineable", bool),
FamilyField("target_site_cons", str),
# TODO: add source_assembly, source_method?
# Metadata available when a model is present
FamilyField("model", str),
FamilyField("max_length", int),
FamilyField("is_model_masked", bool),
FamilyField("seed_count", int),
FamilyField("build_method", str),
FamilyField("search_method", str),
FamilyField("taxa_thresholds", str),
FamilyField("general_cutoff", float),
]
# Metadata lookup by field name
META_LOOKUP = {field.name: field for field in META_FIELDS}
@staticmethod
def type_for(name):
"""Returns the expected data type for the attribute 'name'."""
return Family.META_LOOKUP[name].type
def __getattr__(self, name):
if name not in Family.META_LOOKUP:
raise AttributeError("Unknown Family metadata attribute '{}'".format(name))
# Data is converted on setting, so that consumers can rely on the correct types
def __setattr__(self, name, value):
if name not in Family.META_LOOKUP:
raise AttributeError("Unknown Family metadata attribute '{}'".format(name))
expected_type = self.type_for(name)
if value is not None and not isinstance(value, expected_type):
try:
value = expected_type(value)
except Exception as exc:
raise TypeError(
"Incompatible type for '{}'. Expected '{}', got '{}'".format(
name, expected_type, type(value)
)
) from exc
super().__setattr__(name, value)
def accession_with_optional_version(self):
"""
Returns the accession of 'self', with '.version' appended if the version is known.
"""
acc = self.accession
if self.version is not None:
acc += "." + str(self.version)
return acc
# A useful string representation for debugging, but not much else
def __str__(self):
return "%s.%s '%s': %s len=%d" % (
self.accession,
self.version,
self.name,
self.classification,
self.length or -1,
)
def to_dfam_hmm(
self,
famdb,
species=None,
include_class_in_name=False,
require_general_threshold=False,
): # pylint: disable=too-many-locals,too-many-branches
"""
Converts 'self' to Dfam-style HMM format.
'famdb' is used for lookups in the taxonomy database (id -> name).
If 'species' (a taxonomy id) is given, the assembly-specific GA/TC/NC
thresholds will be used instead of the threshold that was in the HMM
(usually a generic or strictest threshold).
"""
if self.model is None:
return None
out = ""
# Appends to 'out':
# "TAG Text"
#
# Or if wrap=True and 'text' has multiple lines:
# "TAG Line 1"
# "TAG Line 2"
def append(tag, text, wrap=False):
nonlocal out
if not text:
return
prefix = "%-6s" % tag
text = str(text)
if wrap:
text = textwrap.fill(text, width=72)
out += textwrap.indent(text, prefix)
out += "\n"
# TODO: Compare to e.g. finditer(). This does a lot of unnecessary
# allocation since most of model_lines are appended verbatim.
model_lines = self.model.split("\n")
i = 0
for i, line in enumerate(model_lines):
if line.startswith("HMMER3"):
out += line + "\n"
name = self.name or self.accession
if include_class_in_name:
rm_class = self.repeat_type
if self.repeat_subtype:
rm_class += "/" + self.repeat_subtype
name = name + "#" + rm_class
append("NAME", name)
append("ACC", self.accession_with_optional_version())
append("DESC", self.title)
elif any(map(line.startswith, ["NAME", "ACC", "DESC"])):
# Correct version of this line was output already
pass
elif line.startswith("CKSUM"):
out += line + "\n"
break
else:
out += line + "\n"
th_lines = []
species_hmm_ga = None
species_hmm_tc = None
species_hmm_nc = None
if self.taxa_thresholds:
for threshold in self.taxa_thresholds.split("\n"):
parts = threshold.split(",")
tax_id = int(parts[0])
try:
(hmm_ga, hmm_tc, hmm_nc, hmm_fdr) = map(float, parts[1:])
except Exception as err:
hmm_ga = 0.0
hmm_tc = 0.0
hmm_nc = 0.0
hmm_fdr = 0.0
print(
"Error in thresholds for accession={} and taxid={}".format(
self.accession_with_optional_version(), tax_id
),
file=sys.stderr,
)
# only recover name, do need for partition number
tax_name = famdb.get_taxon_name(tax_id, "scientific name")[0]
if tax_id == species:
species_hmm_ga, species_hmm_tc, species_hmm_nc = (
hmm_ga,
hmm_tc,
hmm_nc,
)
th_lines += [
"TaxId:%d; TaxName:%s; GA:%.2f; TC:%.2f; NC:%.2f; fdr:%.3f;"
% (tax_id, tax_name, hmm_ga, hmm_tc, hmm_nc, hmm_fdr)
]
if species is None:
if self.general_cutoff:
species_hmm_ga = species_hmm_tc = species_hmm_nc = self.general_cutoff
if species_hmm_ga:
append("GA", "%.2f;" % species_hmm_ga)
append("TC", "%.2f;" % species_hmm_tc)
append("NC", "%.2f;" % species_hmm_nc)
elif require_general_threshold:
LOGGER.debug("missing general threshold for " + self.accession)
return None
for th_line in th_lines:
append("TH", th_line)
if self.build_method:
append("BM", self.build_method)
if self.search_method:
append("SM", self.search_method)
append("CT", (self.classification and self.classification.replace("root;", "")))
for clade_id in self.clades:
tax_name = famdb.get_sanitized_name(clade_id)
append("MS", "TaxId:%d TaxName:%s" % (clade_id, tax_name))
append("CC", self.description, True)
append("CC", "RepeatMasker Annotations:")
append("CC", " Type: %s" % (self.repeat_type or ""))
append("CC", " SubType: %s" % (self.repeat_subtype or ""))
species_names = [famdb.get_sanitized_name(c) for c in self.clades]
append("CC", " Species: %s" % ", ".join(species_names))
append("CC", " SearchStages: %s" % (self.search_stages or ""))
append("CC", " BufferStages: %s" % (self.buffer_stages or ""))
if self.refineable:
append("CC", " Refineable")
# Append all remaining lines unchanged
out += "\n".join(model_lines[i + 1 :])
return out
__COMPLEMENT_TABLE = str.maketrans("ACGTRYWSKMNXBDHV", "TGCAYRSWMKNXVHDB")
def to_fasta(
self,
famdb,
use_accession=False,
include_class_in_name=False,
do_reverse_complement=False,
buffer=None,
):
"""Converts 'self' to FASTA format."""
sequence = self.consensus
if sequence is None:
return None
sequence = sequence.upper()
if use_accession:
identifier = self.accession_with_optional_version()
else:
identifier = self.name or self.accession
if buffer:
if buffer is True:
# range-less specification: leave identifier unchanged, and use
# the whole sequence as the buffer
buffer = [1, len(sequence)]
else:
# range specification: append _START_END to the identifier
identifier += "_%d_%d" % (buffer[0], buffer[1])
sequence = sequence[buffer[0] - 1 : buffer[1]]
identifier = f"{identifier}#buffer"
if do_reverse_complement:
sequence = sequence.translate(self.__COMPLEMENT_TABLE)
sequence = sequence[::-1]
if include_class_in_name and not buffer:
rm_class = self.repeat_type
if self.repeat_subtype:
rm_class += "/" + self.repeat_subtype
identifier = f"{identifier}#{rm_class}"
header = ">" + identifier
if do_reverse_complement:
header += " (anti)"
if use_accession and self.name:
header += " name=" + self.name
for clade_id in self.clades:
clade_name = famdb.get_sanitized_name(clade_id)
header += " @" + clade_name
if self.search_stages:
header += " [S:%s]" % self.search_stages
out = header + "\n"
i = 0
while i < len(sequence):
out += sequence[i : i + 60] + "\n"
i += 60
return out
def to_embl(
self, famdb, include_meta=True, include_seq=True
): # pylint: disable=too-many-locals,too-many-branches,too-many-statements
"""Converts 'self' to EMBL format."""
if include_seq and self.consensus is None:
# Skip families without consensus sequences, if sequences were required.
# metadata-only formats will still include families without a consensus sequence.
return None
sequence = self.consensus or ""
out = ""
# Appends to 'out':
# "TAG Text"
#
# Or if wrap=True and 'text' has multiple lines:
# "TAG Line 1"
# "TAG Line 2"
def append(tag, text, wrap=False):
nonlocal out
if not text:
return
prefix = "%-5s" % tag
if wrap:
text = textwrap.fill(str(text), width=72)
out += textwrap.indent(str(text), prefix)
out += "\n"
# Appends to 'out':
# "FT line 1"
# "FT line 2"
def append_featuredata(text):
nonlocal out
prefix = "FT "
if text:
out += textwrap.indent(textwrap.fill(str(text), width=72), prefix)
out += "\n"
id_line = self.accession
if self.version is not None:
id_line += "; SV " + str(self.version)
append("ID", "%s; linear; DNA; STD; UNC; %d BP." % (id_line, len(sequence)))
append("NM", self.name)
out += "XX\n"
append("AC", self.accession + ";")
out += "XX\n"
append("DE", self.title, True)
out += "XX\n"
if include_meta:
if self.aliases:
for alias_line in self.aliases.splitlines():
[db_id, db_link] = map(str.strip, alias_line.split(":"))
if db_id == "Repbase":
append("DR", "Repbase; %s." % db_link)
out += "XX\n"
if self.repeat_type == "LTR":
append(
"KW",
"Long terminal repeat of retrovirus-like element; %s." % self.name,
)
else:
append(
"KW", "%s/%s." % (self.repeat_type or "", self.repeat_subtype or "")
)
out += "XX\n"
for clade_id in self.clades:
lineage = famdb.get_lineage_path(clade_id, partition=False)
if lineage[0] == ["root"]:
lineage = lineage[1:]
if len(lineage) > 0:
append("OS", lineage[-1])
append("OC", "; ".join(lineage[:-1]) + ".", True)
out += "XX\n"
if self.citations:
citations = json.loads(self.citations)
citations.sort(key=lambda c: c["order_added"])
for cit in citations:
append(
"RN", "[%d] (bases 1 to %d)" % (cit["order_added"], self.length)
)
append("RA", cit["authors"], True)
append("RT", cit["title"], True)
append("RL", cit["journal"])
out += "XX\n"
append("CC", self.description, True)
out += "CC\n"
append("CC", "RepeatMasker Annotations:")
append("CC", " Type: %s" % (self.repeat_type or ""))
append("CC", " SubType: %s" % (self.repeat_subtype or ""))
species_names = [famdb.get_sanitized_name(c) for c in self.clades]
append("CC", " Species: %s" % ", ".join(species_names))
append("CC", " SearchStages: %s" % (self.search_stages or ""))
append("CC", " BufferStages: %s" % (self.buffer_stages or ""))
if self.refineable:
append("CC", " Refineable")
if self.coding_sequences:
out += "XX\n"
append("FH", "Key Location/Qualifiers")
out += "FH\n"
for cds in json.loads(self.coding_sequences):
# TODO: sanitize values which might already contain a " in them?
append(
"FT",
"CDS %d..%d" % (cds["cds_start"], cds["cds_end"]),
)
append_featuredata('/product="%s"' % cds["product"])
append_featuredata("/number=%s" % cds["exon_count"])
append_featuredata('/note="%s"' % cds["description"])
append_featuredata('/translation="%s"' % cds["translation"])
out += "XX\n"
if include_seq:
sequence = sequence.lower()
i = 0
counts = {"a": 0, "c": 0, "g": 0, "t": 0, "other": 0}
for char in sequence:
if char not in counts:
char = "other"
counts[char] += 1
append(
"SQ",
"Sequence %d BP; %d A; %d C; %d G; %d T; %d other;"
% (
len(sequence),
counts["a"],
counts["c"],
counts["g"],
counts["t"],
counts["other"],
),
)
while i < len(sequence):
chunk = sequence[i : i + 60]
i += 60
j = 0
line = ""
while j < len(chunk):
line += chunk[j : j + 10] + " "
j += 10
out += " %-66s %d\n" % (line, min(i, len(sequence)))
out += "//\n"
return out
@staticmethod
def read_embl_families(filename, lookup, header_cb=None):
"""
Iterates over Family objects from the .embl file 'filename'. The format
should match the output format of to_embl(), but this is not thoroughly
tested.
'lookup' should be a dictionary of Species names (in the EMBL file) to
taxonomy IDs.
If specified, 'header_cb' will be invoked with the contents of the
header text at the top of the file before the iteration is complete.
TODO: This mechanism is a bit awkward and should perhaps be reworked.
"""
def set_family_code(family, code, value):
"""
Sets an attribute on 'family' based on the EMBL line starting with 'code'.
For codes corresponding to list attributes, values are appended.
"""
if code == "ID":
match = re.match(r"(\S*)", value)
acc = match.group(1)
acc = acc.rstrip(";")
family.accession = acc
elif code == "NM":
family.name = value
elif code == "DE":
family.description = value
elif code == "CC":
# TODO: Consider only recognizing these after seeing "RepeatMasker Annotations"
matches = re.match(r"\s*Type:\s*(\S+)", value)
if matches:
family.repeat_type = matches.group(1).strip()
matches = re.match(r"\s*SubType:\s*(\S+)", value)
if matches:
family.repeat_subtype = matches.group(1).strip()
matches = re.search(r"Species:\s*(.+)", value)
if matches:
for spec in matches.group(1).split(","):
name = spec.strip()
if name:
tax_id = lookup.get(name)
if tax_id is not None:
family.clades += [tax_id]
else:
name = name.replace("[", "")
name = name.replace("]", "")
tax_id = lookup.get(name.lower())
if tax_id is not None:
family.clades += [tax_id]
else:
LOGGER.warning("Could not find taxon for '%s' upper or lower: line=%s, and ID=%s", name, value, family.accession)
matches = re.search(r"SearchStages:\s*(\S+)", value)
if matches:
family.search_stages = matches.group(1).strip()
matches = re.search(r"BufferStages:\s*(\S+)", value)
if matches:
family.buffer_stages = matches.group(1).strip()
matches = re.search(r"Refineable", value)
if matches:
family.refineable = True
header = ""
family = None
in_header = True
in_metadata = False
nodes = lookup.values()
with open(filename) as file:
for line in file:
if family is None:
# ID indicates start of metadata
if line.startswith("ID"):
family = Family()
family.clades = []
in_header = False
in_metadata = True
elif in_header:
matches = re.match(r"(CC)?\s*(.*)", line)
if line.startswith("XX"):
in_header = False
elif matches:
header_line = matches.group(2).rstrip("*").strip()
header += header_line + "\n"
else:
header += line
if family is not None:
if in_metadata:
# SQ line indicates start of sequence
if line.startswith("SQ"):
in_metadata = False
family.consensus = ""
# Continuing metadata
else:
split = line.rstrip("\n").split(None, maxsplit=1)
if len(split) > 1:
code = split[0].strip()
value = split[1].strip()
set_family_code(family, code, value)
# '//' line indicates end of the sequence area
elif line.startswith("//"):
family.length = len(family.consensus)
keep = False
for clade in family.clades:
if clade in nodes:
LOGGER.debug(
f"Including {family.accession} in taxa {clade} from {filename}"
)
keep = True
if keep:
yield family
family = None
# Part of the sequence area
else:
family.consensus += re.sub(r"[^A-Za-z]", "", line)
# if header_cb:
# header_cb(header)