Source code for orangecontrib.bioinformatics.geneset.utils

""" GeneSets utility functions """
from typing import List, Tuple, NamedTuple

import numpy as np

from orangecontrib.bioinformatics.utils import ensure_type
from orangecontrib.bioinformatics.utils.statistics import Hypergeometric

[docs]def filename(hierarchy, organism): # type: (Tuple[str, str], str) -> str """ Obtain a filename for given hierarchy and organism. :param hierarchy: GeneSet hierarchy, example: ('GO', 'biological_process') :param organism: Taxonomy ID :return: Filename for given hierarchy and organism Example -------- >>> filename(('CustomSet', 'subsets'), '6500') 'CustomSet-subsets-6500.gmt' """ return '-'.join(hierarchy + (organism if organism is not None else '',)) + '.gmt'
[docs]def filename_parse(fn): # type: (str) -> (Tuple[Tuple[str, str], str]) """ Returns a hierarchy and the organism from the gene set filename format. :param fn: GeneSets file name (.gmt) :return: A hierarchy and taxonomy id for given filename Example -------- >>> filename_parse('Custom-set-6500.gmt') (('Custom', 'set'), '6500') """ file_name = fn[:-4] # removes .gmt extension parts = file_name.split('-') hierarchy = tuple(parts[:-1]) org = parts[-1] if parts[-1] != '' else None return hierarchy, org
GENE_SET_ATTRIBUTES = ('gs_id', 'hierarchy', 'organism', 'name', 'genes', 'description', 'link') HYPERGEOMETRIC = Hypergeometric() # change this when python 3.4 is not supported anymore enrichment_result = NamedTuple( 'enrichment_result', [('query', set), ('reference', set), ('p_value', float), ('enrichment_score', float)] )
[docs]class GeneSet: __slots__ = GENE_SET_ATTRIBUTES def __init__(self, gs_id=None, hierarchy=None, organism=None, name=None, genes=None, description=None, link=None): """ Object representing a single set of genes :param gs_id: Short gene set ID. :param hierarchy: Hierarchy should be formated as a tuple, for example ``("GO", "biological_process")`` :param organism: Organism as a NCBI taxonomy ID. :param name: Gene set name. :param genes: A set of genes. Genes are strings. :param description: Gene set description. :param link: Link to further information about this gene set. """ self.gs_id = gs_id self.hierarchy = hierarchy self.organism = organism = name self.genes = genes self.description = description = link def __hash__(self): return self.gs_id.__hash__() + def __eq__(self, other): if isinstance(other, self.__class__): if self.__slots__ == other.__slots__: return all(getattr(self, attr) == getattr(other, attr) for attr in self.__slots__) return False def __lt__(self, other): return ( + self.gs_id) < ( + other.gs_id)
[docs] def set_enrichment(self, reference, query): # type: (List, List) -> enrichment_result """ Args: reference: query: """ assert len(reference) > 0 query_mapped = self.genes.intersection(query) reference_mapped = self.genes.intersection(reference) query_p = len(query_mapped) / len(query) if query else np.nan ref_p = len(reference_mapped) / len(reference) if reference else np.nan enrichment = query_p / ref_p if ref_p else np.nan return enrichment_result( set(query_mapped), set(reference_mapped), HYPERGEOMETRIC.p_value(len(query_mapped), len(reference), len(reference_mapped), len(query)), enrichment, )
[docs] def gmt_description(self): """ Represent GeneSet as line in GMT file format :return: Comma-separated GeneSet attributes. """ # this is just so that we preserve order from GENE_SET_ATTRIBUTES for easy access empty_field = '_' hierarchy = '-'.join((hier for hier in self.hierarchy)) if self.hierarchy else empty_field return ','.join( ( self.gs_id, hierarchy, self.organism, if else empty_field, empty_field, self.description if self.description else empty_field, if else empty_field, ) )
[docs]class GeneSets(set): """ A collection of gene sets: contains :obj:`GeneSet` objects. """ def __init__(self, sets=None): # type: (List[GeneSet]) -> None super().__init__() if sets: self.update(ensure_type(sets, list))
[docs] def update(self, sets): # type: (List[GeneSet]) -> None for g_set in sets: self.add(ensure_type(g_set, GeneSet))
[docs] def common_org(self): """ Return a common organism. """ if len(self) == 0: raise GeneSetException("Empty gene sets.") organisms = {g_set.organism for g_set in self} if not len(organisms) == 1: raise GeneSetException("multiple organisms in a set " + str(organisms)) else: for org in organisms: return org
[docs] def hierarchies(self): """ Return all hierarchies. """ return {g_set.hierarchy for g_set in self}
[docs] def common_hierarchy(self): """ Return a common hierarchy. """ hierarchies = self.hierarchies() if not len(hierarchies) == 1: raise GeneSetException('multiple hierarchies in a set', str(hierarchies)) else: for org in hierarchies: return org
def delete_sets_by_hierarchy(self, hier): selected_sets = self.map_hierarchy_to_sets().get(hier, None) if selected_sets: [self.remove(gene_set) for gene_set in selected_sets] def map_hierarchy_to_sets(self): try: split_by_hier = {hier: GeneSets() for hier in self.hierarchies()} [split_by_hier[gs.hierarchy].update([gs]) for gs in self] return split_by_hier except GeneSetException: return {}
[docs] def split_by_hierarchy(self): """ Split gene sets by hierarchies. Return a list of :class:`GeneSets` objects. """ try: split_by_hier = {hier: GeneSets() for hier in self.hierarchies()} [split_by_hier[gs.hierarchy].update([gs]) for gs in self] return list(split_by_hier.values()) except GeneSetException: return []
[docs] def genes(self): """ Returns: All genes from GeneSets """ genes = set() [genes.update(gene_set.genes) for gene_set in self] return genes
[docs] def to_gmt_file_format(self, file_path): # type: (str) -> None """ The GMT file format is a tab delimited file format that describes gene sets. In the GMT format, each row represents a gene set. Columns: gs_id gmt_description Gene Gene Gene ... gmt_description: 'gs_id','hierarchy','organism','name','genes','description','link' :param file_path: Path to where file will be created """ with open(file_path, 'w') as gmt_file: for gene_set in sorted(self): genes = sorted(map(str, gene_set.genes), key=lambda x: int(x)) line = '\t'.join([gene_set.gs_id, gene_set.gmt_description()] + genes) gmt_file.write(line + '\n')
[docs] @staticmethod def from_gmt_file_format(file_path): # type: (str) -> GeneSets """ Load GeneSets object from GMT file. :param file_path: path to a file on local disk :rtype: :obj:`GeneSets` """ index = {label: index for index, label in enumerate(GENE_SET_ATTRIBUTES)} with open(file_path, 'r', encoding='utf-8') as gmt_file: gene_sets = [] for line in gmt_file: columns = [column.strip() for column in line.split('\t')] gs_info = columns[1].split(',') hierarchy = tuple(gs_info[index['hierarchy']].split('-')) genes = {str(gene) for gene in columns[2:]} gene_set = GeneSet( gs_id=columns[0], genes=genes, hierarchy=hierarchy, name=gs_info[index['name']], organism=gs_info[index['organism']], description=gs_info[index['description']], link=gs_info[index['link']], ) gene_sets.append(gene_set) return GeneSets(gene_sets)
class NoGeneSetsException(Exception): """ Raised when provided taxonomy is not in """ class GeneSetException(Exception): pass if __name__ == '__main__': pass