예제 #1
0
def compare_associations(assocs1, assocs2, output, file1, file2):
    """

    Method to compare files by turning them into collections of GoAssociation objects and comparing the
    content of the GoAssociations for matches between collections.

    :param assocs1: List of GoAssociations to compare from file1
    :type assocs1: List[GoAssociation]
    :param assocs2: List of GoAssociations to compare from file2
    :type assocs2: List[GoAssociation]
    :param file1: The file name of the file provided in the click for reporting purposes.
    :type file1: str
    :param file2: The file name of the file provided in the click for reporting purposes.
    :type file2: str
    :param output: Prefix of the reported files for reporting purposes.
    :type output: str

    """

    compare_report_file = open(output + "_compare_report", "w")
    processed_associations = len(assocs1)

    report = Report()

    set1 = set((str(x.subject.id),
                str(x.object.id),
                normalize_relation(x.relation),
                x.negated,
                x.evidence.type,
                x.evidence._supporting_reference_to_str(),
                x.evidence._with_support_from_to_str()
                ) for x in assocs2 if type(x) != dict)
    difference = [y for y in assocs1 if type(y) != dict
                  if (str(y.subject.id),
                      str(y.object.id),
                      normalize_relation(y.relation),
                      y.negated,
                      y.evidence.type,
                      y.evidence._supporting_reference_to_str(),
                      y.evidence._with_support_from_to_str()
                      ) not in set1]

    for diff in difference:
        report.add_association(diff)
        report.n_lines = report.n_lines + 1
        report.error(diff.source_line, qc.ResultType.ERROR, "line from %s has NO match in %s" % (file1, file2), "")

    md_report, number_of_messages = markdown_report(report, processed_associations)
    s = "\n\n## DIFF SUMMARY\n\n"
    s += "This report generated on {}\n\n".format(datetime.date.today())
    s += "  * Total Unmatched Associations: {}\n".format(number_of_messages)
    s += "  * Total Associations Compared: " + str(len(assocs1)) + "\n"
    s += "  * See report: " + output + "_compare_report" + "\n"

    print(s)
    compare_report_file.write(md_report)
    compare_report_file.close()
예제 #2
0
class GpiParser(EntityParser):
    def __init__(self, config=None):
        """
        Arguments:
        ---------

        config : a AssocParserConfig object
        """
        if config is None:
            config = AssocParserConfig()
        self.config = config
        self.report = Report()

    def parse_line(self, line):
        """Parses a single line of a GPI.

        Return a tuple `(processed_line, entities)`. Typically
        there will be a single entity, but in some cases there
        may be none (invalid line) or multiple (disjunctive clause in
        annotation extensions)

        Note: most applications will only need to call this directly if they require fine-grained control of parsing. For most purposes,
        :method:`parse_file` can be used over the whole file

        Arguments
        ---------
        line : str
            A single tab-seperated line from a GPAD file

        """
        vals = line.split("\t")

        if len(vals) < 7:
            self.report.error(line, Report.WRONG_NUMBER_OF_COLUMNS, "")
            return line, []

        if len(vals) < 10 and len(vals) >= 7:
            missing_columns = 10 - len(vals)
            vals += ["" for i in range(missing_columns)]

        [
            db, db_object_id, db_object_symbol, db_object_name,
            db_object_synonym, db_object_type, taxon, parent_object_id, xrefs,
            properties
        ] = vals

        split_line = assocparser.SplitLine(line=line, values=vals, taxon=taxon)

        ## --
        ## db + db_object_id. CARD=1
        ## --
        id = self._pair_to_id(db, db_object_id)
        if not self._validate_id(id, split_line, ENTITY):
            return line, []

        ## --
        ## db_object_synonym CARD=0..*
        ## --
        synonyms = db_object_synonym.split("|")
        if db_object_synonym == "":
            synonyms = []

        # TODO: DRY
        parents = parent_object_id.split("|")
        if parent_object_id == "":
            parents = []
        else:
            parents = [self._normalize_id(x) for x in parents]
            for p in parents:
                self._validate_id(p, split_line, ENTITY)

        xref_ids = xrefs.split("|")
        if xrefs == "":
            xref_ids = []

        obj = {
            'id': id,
            'label': db_object_symbol,
            'full_name': db_object_name,
            'synonyms': synonyms,
            'type': db_object_type,
            'parents': parents,
            'xrefs': xref_ids,
            'taxon': {
                'id': self._taxon_id(taxon, split_line)
            }
        }
        return line, [obj]
예제 #3
0
def to_association(gaf_line: List[str], report=None, group="unknown", dataset="unknown", qualifier_parser=assocparser.Qualifier2_1(), bio_entities=None) -> assocparser.ParseResult:
    report = Report(group=group, dataset=dataset) if report is None else report
    bio_entities = collections.BioEntities(dict()) if bio_entities is None else bio_entities
    source_line = "\t".join(gaf_line)

    if source_line == "":
        report.error(source_line, "Blank Line", "EMPTY", "Blank lines are not allowed", rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    if len(gaf_line) > 17:
        # If we see more than 17 columns, we will just cut off the columns after column 17
        report.warning(source_line, assocparser.Report.WRONG_NUMBER_OF_COLUMNS, "",
            msg="There were more than 17 columns in this line. Proceeding by cutting off extra columns after column 17.",
            rule=1)
        gaf_line = gaf_line[:17]

    if 17 > len(gaf_line) >= 15:
        gaf_line += [""] * (17 - len(gaf_line))

    if len(gaf_line) != 17:
        report.error(source_line, assocparser.Report.WRONG_NUMBER_OF_COLUMNS, "",
            msg="There were {columns} columns found in this line, and there should be 15 (for GAF v1) or 17 (for GAF v2)".format(columns=len(gaf_line)), rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    ## check for missing columns
    ## We use indeces here because we run GO RULES before we split the vals into individual variables
    DB_INDEX = 0
    DB_OBJECT_INDEX = 1
    TAXON_INDEX = 12
    REFERENCE_INDEX = 5
    if gaf_line[DB_INDEX] == "":
        report.error(source_line, Report.INVALID_IDSPACE, "EMPTY", "col1 is empty", taxon=gaf_line[TAXON_INDEX], rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)
    if gaf_line[DB_OBJECT_INDEX] == "":
        report.error(source_line, Report.INVALID_ID, "EMPTY", "col2 is empty", taxon=gaf_line[TAXON_INDEX], rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)
    if gaf_line[REFERENCE_INDEX] == "":
        report.error(source_line, Report.INVALID_ID, "EMPTY", "reference column 6 is empty", taxon=gaf_line[TAXON_INDEX], rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    parsed_taxons_result = gaf_line_validators["taxon"].validate(gaf_line[TAXON_INDEX])  # type: assocparser.ValidateResult
    if not parsed_taxons_result.valid:
        report.error(source_line, Report.INVALID_TAXON, parsed_taxons_result.original, parsed_taxons_result.message, taxon=parsed_taxons_result.original, rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    taxon = parsed_taxons_result.parsed[0]

    date = assocparser.parse_date(gaf_line[13], report, source_line)
    if date is None:
        return assocparser.ParseResult(source_line, [], True, report=report)

    interacting_taxon = parsed_taxons_result.parsed[1] if len(parsed_taxons_result.parsed) == 2 else None
    subject_curie = association.Curie(gaf_line[0], gaf_line[1])
    subject = association.Subject(subject_curie, gaf_line[2], [gaf_line[9]], gaf_line[10].split("|"), [association.map_gp_type_label_to_curie(gaf_line[11])], taxon)
    gpi_entity = bio_entities.get(subject_curie)
    if gpi_entity is not None and subject != gpi_entity:
        subject = gpi_entity

    # column 4 is qualifiers -> index 3
    # For allowed, see http://geneontology.org/docs/go-annotations/#annotation-qualifiers
    # We use the below validate to check validaty if qualifiers, not as much to *parse* them into the GoAssociation object.
    # For GoAssociation we will use the above qualifiers list. This is fine because the above does not include `NOT`, etc
    # This is confusing, and we can fix later on by consolidating qualifier and relation in GoAssociation.
    parsed_qualifiers = qualifier_parser.validate(gaf_line[3])
    if not parsed_qualifiers.valid:
        report.error(source_line, Report.INVALID_QUALIFIER, parsed_qualifiers.original, parsed_qualifiers.message, taxon=gaf_line[TAXON_INDEX], rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    aspect = gaf_line[8]
    negated, relation_label, qualifiers = assocparser._parse_qualifier(gaf_line[3], aspect)
    # Note: Relation label is grabbed from qualifiers, if any exist in _parse_qualifier
    qualifiers = [association.Curie.from_str(curie_util.contract_uri(relations.lookup_label(q), strict=False)[0]) for q in qualifiers]

    object = association.Term(association.Curie.from_str(gaf_line[4]), taxon)
    if isinstance(object, association.Error):
        report.error(source_line, Report.INVALID_SYMBOL, gaf_line[4], "Problem parsing GO Term", taxon=gaf_line[TAXON_INDEX], rule=1)

    # References
    references = [association.Curie.from_str(e) for e in gaf_line[5].split("|") if e]
    for r in references:
        if isinstance(r, association.Error):
            report.error(source_line, Report.INVALID_SYMBOL, gaf_line[5], "Problem parsing references", taxon=gaf_line[TAXON_INDEX], rule=1)
            return assocparser.ParseResult(source_line, [], True, report=report)

    gorefs = [ref for ref in references if ref.namespace == "GO_REF"] + [None]
    eco_curie = ecomap.coderef_to_ecoclass(gaf_line[6], reference=gorefs[0])
    if eco_curie is None:
        report.error(source_line, Report.UNKNOWN_EVIDENCE_CLASS, gaf_line[6], msg="Expecting a known ECO GAF code, e.g ISS", rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    withfroms = association.ConjunctiveSet.str_to_conjunctions(gaf_line[7])
    if isinstance(withfroms, association.Error):
        report.error(source_line, Report.INVALID_SYMBOL, gaf_line[7], "Problem parsing with/from", taxon=gaf_line[TAXON_INDEX], rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    evidence_type = association.Curie.from_str(eco_curie)
    if isinstance(evidence_type, association.Error):
        report.error(source_line, Report.INVALID_SYMBOL, gaf_line[6], "Problem parsing evidence type", taxon=gaf_line[TAXON_INDEX], rule=1)

    evidence = association.Evidence(association.Curie.from_str(eco_curie), references, withfroms)
    if any([isinstance(e, association.Error) for e in evidence.has_supporting_reference]):
        first_error = [e for e in evidence.has_supporting_reference if isinstance(e, association.Error)][0]
        report.error(source_line, Report.INVALID_SYMBOL, gaf_line[5], first_error.info, taxon=str(taxon), rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    subject_extensions = []
    if gaf_line[16]:
        subject_filler = association.Curie.from_str(gaf_line[16])
        if isinstance(subject_filler, association.Error):
            report.error(source_line, assocparser.Report.INVALID_ID, gaf_line[16], subject_filler.info, taxon=str(taxon), rule=1)
            return assocparser.ParseResult(source_line, [], True, report=report)
        # filler is not an Error, so keep moving
        subject_extensions.append(association.ExtensionUnit(association.Curie.from_str("rdfs:subClassOf"), subject_filler))

    conjunctions = []
    if gaf_line[15]:
        conjunctions = association.ConjunctiveSet.str_to_conjunctions(
            gaf_line[15],
            conjunct_element_builder=lambda el: association.ExtensionUnit.from_str(el))

        if isinstance(conjunctions, association.Error):
            report.error(source_line, Report.EXTENSION_SYNTAX_ERROR, conjunctions.info, "extensions should be relation(curie) and relation should have corresponding URI", taxon=str(taxon), rule=1)
            return assocparser.ParseResult(source_line, [], True, report=report)

    relation_uri = relations.lookup_label(relation_label)
    if relation_uri is None:
        report.error(source_line, assocparser.Report.INVALID_QUALIFIER, relation_label, "Could not find CURIE for relation `{}`".format(relation_label), taxon=str(taxon), rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    # We don't have to check that this is well formed because we're grabbing it from the known relations URI map.
    relation_curie = association.Curie.from_str(curie_util.contract_uri(relation_uri)[0])

    a = association.GoAssociation(
        source_line="\t".join(gaf_line),
        subject=subject,
        relation=relation_curie,
        object=object,
        negated=negated,
        qualifiers=qualifiers,
        aspect=aspect,
        interacting_taxon=interacting_taxon,
        evidence=evidence,
        subject_extensions=subject_extensions,
        object_extensions=conjunctions,
        provided_by=gaf_line[14],
        date=date,
        properties={})

    return assocparser.ParseResult(source_line, [a], False, report=report)
예제 #4
0
def to_association(gaf_line: List[str],
                   report=None,
                   group="unknown",
                   dataset="unknown") -> assocparser.ParseResult:
    report = Report(group=group, dataset=dataset) if report is None else report
    source_line = "\t".join(gaf_line)

    if source_line == "":
        report.error(source_line,
                     "Blank Line",
                     "EMPTY",
                     "Blank lines are not allowed",
                     rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    if len(gaf_line) > 17:
        # If we see more than 17 columns, we will just cut off the columns after column 17
        report.warning(
            source_line,
            assocparser.Report.WRONG_NUMBER_OF_COLUMNS,
            "",
            msg=
            "There were more than 17 columns in this line. Proceeding by cutting off extra columns after column 17.",
            rule=1)
        gaf_line = gaf_line[:17]

    if 17 > len(gaf_line) >= 15:
        gaf_line += [""] * (17 - len(gaf_line))

    if len(gaf_line) != 17:
        report.error(
            source_line,
            assocparser.Report.WRONG_NUMBER_OF_COLUMNS,
            "",
            msg=
            "There were {columns} columns found in this line, and there should be 15 (for GAF v1) or 17 (for GAF v2)"
            .format(columns=len(gaf_line)),
            rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    ## check for missing columns
    ## We use indeces here because we run GO RULES before we split the vals into individual variables
    DB_INDEX = 0
    DB_OBJECT_INDEX = 1
    TAXON_INDEX = 12
    REFERENCE_INDEX = 5
    if gaf_line[DB_INDEX] == "":
        report.error(source_line,
                     Report.INVALID_IDSPACE,
                     "EMPTY",
                     "col1 is empty",
                     taxon=gaf_line[TAXON_INDEX],
                     rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)
    if gaf_line[DB_OBJECT_INDEX] == "":
        report.error(source_line,
                     Report.INVALID_ID,
                     "EMPTY",
                     "col2 is empty",
                     taxon=gaf_line[TAXON_INDEX],
                     rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)
    if gaf_line[TAXON_INDEX] == "":
        report.error(source_line,
                     Report.INVALID_TAXON,
                     "EMPTY",
                     "taxon column is empty",
                     taxon=gaf_line[TAXON_INDEX],
                     rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)
    if gaf_line[REFERENCE_INDEX] == "":
        report.error(source_line,
                     Report.INVALID_ID,
                     "EMPTY",
                     "reference column 6 is empty",
                     taxon=gaf_line[TAXON_INDEX],
                     rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    taxon = gaf_line[12].split("|")
    taxon_curie = taxon[0].replace("taxon", "NCBITaxon")
    interacting_taxon = taxon[1].replace(
        "taxon", "NCBITaxon") if len(taxon) == 2 else None
    subject_curie = "{db}:{id}".format(db=gaf_line[0], id=gaf_line[1])
    subject = association.Subject(subject_curie, gaf_line[2], gaf_line[9],
                                  gaf_line[10].split("|"), gaf_line[11],
                                  taxon_curie)
    aspect = gaf_line[8]
    negated, relation, qualifiers = assocparser._parse_qualifier(
        gaf_line[3], aspect)

    # For allowed, see http://geneontology.org/docs/go-annotations/#annotation-qualifiers
    for q in qualifiers:

        if q not in allowed_qualifiers:
            report.error(
                source_line,
                Report.INVALID_QUALIFIER,
                q,
                "Qualifiers must be `contributes_to`, `colocalizes_with`, or `NOT`",
                taxon=gaf_line[TAXON_INDEX],
                rule=1)
            return assocparser.ParseResult(source_line, [],
                                           True,
                                           report=report)

    object = association.Term(gaf_line[4], taxon_curie)
    evidence = association.Evidence(ecomap.coderef_to_ecoclass(gaf_line[6]),
                                    [e for e in gaf_line[5].split("|") if e],
                                    [e for e in gaf_line[7].split("|") if e])
    subject_extensions = [
        association.ExtensionUnit("rdfs:subClassOf", gaf_line[16])
    ] if gaf_line[16] else []

    conjunctions = []
    if gaf_line[15]:
        for conjuncts in gaf_line[15].split("|"):
            extension_units = []
            for u in conjuncts.split(","):
                parsed = relation_tuple.findall(u)
                if len(parsed) == 1:
                    rel, term = parsed[0]
                    extension_units.append(association.ExtensionUnit(
                        rel, term))
                else:
                    # Otherwise, something went bad with the regex, and it's a bad parse
                    report.error(source_line,
                                 Report.EXTENSION_SYNTAX_ERROR,
                                 u,
                                 "extensions should be relation(curie)",
                                 taxon=taxon,
                                 rule=1)
                    return assocparser.ParseResult(source_line, [],
                                                   True,
                                                   report=report)

            conjunction = association.ExtensionConjunctions(extension_units)
            conjunctions.append(conjunction)
    object_extensions = association.ExtensionExpression(conjunctions)
    looked_up_rel = relations.lookup_label(relation)
    if looked_up_rel is None:
        report.error(
            source_line,
            assocparser.Report.INVALID_QUALIFIER,
            relation,
            "Qualifer must be \"colocalizes_with\", \"contributes_to\", or \"NOT\"",
            taxon=taxon,
            rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    a = association.GoAssociation(
        source_line="\t".join(gaf_line),
        subject=subject,
        relation=curie_util.contract_uri(looked_up_rel)[0],
        object=object,
        negated=negated,
        qualifiers=qualifiers,
        aspect=aspect,
        interacting_taxon=interacting_taxon,
        evidence=evidence,
        subject_extensions=subject_extensions,
        object_extensions=object_extensions,
        provided_by=gaf_line[14],
        date=gaf_line[13],
        properties={})

    return assocparser.ParseResult(source_line, [a], False, report=report)
예제 #5
0
def to_association(gpad_line: List[str],
                   report=None,
                   group="unknown",
                   dataset="unknown") -> assocparser.ParseResult:

    report = Report(group=group, dataset=dataset) if report is None else report

    source_line = "\t".join(gpad_line)

    if len(gpad_line) > 12:
        report.warning(
            source_line,
            assocparser.Report.WRONG_NUMBER_OF_COLUMNS,
            "",
            msg=
            "There were more than 12 columns in this line. Proceeding by cutting off extra columns.",
            rule=1)

        gpad_line = gpad_line[:12]

    if 12 > len(gpad_line) >= 10:
        gpad_line += [""] * (12 - len(gpad_line))

    if len(gpad_line) != 12:
        report.error(
            source_line,
            assocparser.Report.WRONG_NUMBER_OF_COLUMNS,
            "",
            msg=
            "There were {columns} columns found in this line, and there should be between 10 and 12"
            .format(columns=len(gpad_line)))
        return assocparser.ParseResult(source_line, [], True, report=report)

    ## check for missing columns
    ## We use indeces here because we run GO RULES before we split the vals into individual variables
    DB_INDEX = 0
    DB_OBJECT_INDEX = 1
    QUALIFIER = 2
    REFERENCE_INDEX = 4
    EVIDENCE_INDEX = 5
    if gpad_line[DB_INDEX] == "":
        report.error(source_line,
                     Report.INVALID_IDSPACE,
                     "EMPTY",
                     "col1 is empty",
                     rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)
    if gpad_line[DB_OBJECT_INDEX] == "":
        report.error(source_line,
                     Report.INVALID_ID,
                     "EMPTY",
                     "col2 is empty",
                     rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)
    if gpad_line[QUALIFIER] == "":
        report.error(source_line,
                     Report.INVALID_TAXON,
                     "EMPTY",
                     "qualifier column is empty",
                     rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)
    if gpad_line[REFERENCE_INDEX] == "":
        report.error(source_line,
                     Report.INVALID_ID,
                     "EMPTY",
                     "reference column is empty",
                     rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)
    if gpad_line[EVIDENCE_INDEX] == "":
        report.error(source_line,
                     Report.INVALID_ID,
                     "EMPTY",
                     "Evidence column is empty",
                     rule=1)

    taxon = ""
    subject_curie = "{db}:{id}".format(db=gpad_line[0], id=gpad_line[1])
    subject = association.Subject(subject_curie, "", "", [], "", "")
    object = association.Term(gpad_line[3], "")
    evidence = association.Evidence(gpad_line[5],
                                    [e for e in gpad_line[4].split("|") if e],
                                    [e for e in gpad_line[6].split("|") if e])

    raw_qs = gpad_line[2].split("|")
    negated = "NOT" in raw_qs
    looked_up_qualifiers = [
        relations.lookup_label(q) for q in raw_qs if q != "NOT"
    ]
    if None in looked_up_qualifiers:
        report.error(source_line,
                     Report.INVALID_QUALIFIER,
                     raw_qs,
                     "Could not find a URI for qualifier",
                     taxon=taxon,
                     rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    qualifiers = [curie_util.contract_uri(q)[0] for q in looked_up_qualifiers]

    conjunctions = []
    if gpad_line[11]:
        for conjuncts in gpad_line[11].split("|"):
            extension_units = []
            for u in conjuncts.split(","):
                parsed = relation_tuple.findall(u)
                if len(parsed) == 1:
                    rel, term = parsed[0]
                    extension_units.append(association.ExtensionUnit(
                        rel, term))
                else:
                    # Otherwise, something went bad with the regex, and it's a bad parse
                    report.error(source_line,
                                 Report.EXTENSION_SYNTAX_ERROR,
                                 u,
                                 "extensions should be relation(curie)",
                                 taxon=taxon,
                                 rule=1)
                    return assocparser.ParseResult(source_line, [],
                                                   True,
                                                   report=report)

            conjunction = association.ExtensionConjunctions(extension_units)
            conjunctions.append(conjunction)
    object_extensions = association.ExtensionExpression(conjunctions)

    properties_list = [
        prop.split("=") for prop in gpad_line[11].split("|") if prop
    ]
    # print(properties_list)
    a = association.GoAssociation(
        source_line="\t".join(gpad_line),
        subject=subject,
        relation="",
        object=object,
        negated=negated,
        qualifiers=qualifiers,
        aspect=None,
        interacting_taxon=gpad_line[7],
        evidence=evidence,
        subject_extensions=[],
        object_extensions=object_extensions,
        provided_by=gpad_line[9],
        date=gpad_line[8],
        properties={prop[0]: prop[1]
                    for prop in properties_list if prop})

    return assocparser.ParseResult(source_line, [a], False, report=report)
예제 #6
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def to_association(
    gaf_line: List[str],
    report=None,
    group="unknown",
    dataset="unknown",
    qualifier_parser=Qualifier2_1()) -> assocparser.ParseResult:
    report = Report(group=group, dataset=dataset) if report is None else report
    source_line = "\t".join(gaf_line)

    if source_line == "":
        report.error(source_line,
                     "Blank Line",
                     "EMPTY",
                     "Blank lines are not allowed",
                     rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    if len(gaf_line) > 17:
        # If we see more than 17 columns, we will just cut off the columns after column 17
        report.warning(
            source_line,
            assocparser.Report.WRONG_NUMBER_OF_COLUMNS,
            "",
            msg=
            "There were more than 17 columns in this line. Proceeding by cutting off extra columns after column 17.",
            rule=1)
        gaf_line = gaf_line[:17]

    if 17 > len(gaf_line) >= 15:
        gaf_line += [""] * (17 - len(gaf_line))

    if len(gaf_line) != 17:
        report.error(
            source_line,
            assocparser.Report.WRONG_NUMBER_OF_COLUMNS,
            "",
            msg=
            "There were {columns} columns found in this line, and there should be 15 (for GAF v1) or 17 (for GAF v2)"
            .format(columns=len(gaf_line)),
            rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    ## check for missing columns
    ## We use indeces here because we run GO RULES before we split the vals into individual variables
    DB_INDEX = 0
    DB_OBJECT_INDEX = 1
    TAXON_INDEX = 12
    REFERENCE_INDEX = 5
    if gaf_line[DB_INDEX] == "":
        report.error(source_line,
                     Report.INVALID_IDSPACE,
                     "EMPTY",
                     "col1 is empty",
                     taxon=gaf_line[TAXON_INDEX],
                     rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)
    if gaf_line[DB_OBJECT_INDEX] == "":
        report.error(source_line,
                     Report.INVALID_ID,
                     "EMPTY",
                     "col2 is empty",
                     taxon=gaf_line[TAXON_INDEX],
                     rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)
    if gaf_line[TAXON_INDEX] == "":
        report.error(source_line,
                     Report.INVALID_TAXON,
                     "EMPTY",
                     "taxon column is empty",
                     taxon=gaf_line[TAXON_INDEX],
                     rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)
    if gaf_line[REFERENCE_INDEX] == "":
        report.error(source_line,
                     Report.INVALID_ID,
                     "EMPTY",
                     "reference column 6 is empty",
                     taxon=gaf_line[TAXON_INDEX],
                     rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    taxon = gaf_line[12].split("|")
    taxon_curie = taxon[0].replace("taxon", "NCBITaxon")
    date = assocparser._normalize_gaf_date(gaf_line[13], report, taxon_curie,
                                           source_line)
    if date is None:
        return assocparser.ParseResult(source_line, [], True, report=report)

    interacting_taxon = taxon[1].replace(
        "taxon", "NCBITaxon") if len(taxon) == 2 else None
    subject_curie = "{db}:{id}".format(db=gaf_line[0], id=gaf_line[1])
    subject = association.Subject(subject_curie, gaf_line[2], gaf_line[9],
                                  gaf_line[10].split("|"), gaf_line[11],
                                  taxon_curie)
    aspect = gaf_line[8]
    negated, relation, qualifiers = assocparser._parse_qualifier(
        gaf_line[3], aspect)

    # column 4 is qualifiers -> index 3
    # For allowed, see http://geneontology.org/docs/go-annotations/#annotation-qualifiers
    parsed_qualifiers = qualifier_parser.validate(gaf_line[3])
    if not parsed_qualifiers.valid:
        report.error(source_line,
                     Report.INVALID_QUALIFIER,
                     parsed_qualifiers.original,
                     parsed_qualifiers.message,
                     taxon=gaf_line[TAXON_INDEX],
                     rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    object = association.Term(gaf_line[4], taxon_curie)
    evidence = association.Evidence(
        ecomap.coderef_to_ecoclass(gaf_line[6]),
        [e for e in gaf_line[5].split("|") if e],
        association.ConjunctiveSet.str_to_conjunctions(gaf_line[7]))

    subject_extensions = [
        association.ExtensionUnit("rdfs:subClassOf", gaf_line[16])
    ] if gaf_line[16] else []

    conjunctions = []
    if gaf_line[15]:
        conjunctions = association.ConjunctiveSet.str_to_conjunctions(
            gaf_line[15],
            conjunct_element_builder=lambda el: association.ExtensionUnit.
            from_str(el))

        if isinstance(conjunctions, association.Error):
            report.error(source_line,
                         Report.EXTENSION_SYNTAX_ERROR,
                         conjunctions.info,
                         "extensions should be relation(curie)",
                         taxon=taxon,
                         rule=1)
            return assocparser.ParseResult(source_line, [],
                                           True,
                                           report=report)

    looked_up_rel = relations.lookup_label(relation)
    if looked_up_rel is None:
        report.error(source_line,
                     assocparser.Report.INVALID_QUALIFIER,
                     relation,
                     "Could not find CURIE for relation `{}`".format(relation),
                     taxon=taxon,
                     rule=1)
        return assocparser.ParseResult(source_line, [], True, report=report)

    a = association.GoAssociation(
        source_line="\t".join(gaf_line),
        subject=subject,
        relation=curie_util.contract_uri(looked_up_rel)[0],
        object=object,
        negated=negated,
        qualifiers=qualifiers,
        aspect=aspect,
        interacting_taxon=interacting_taxon,
        evidence=evidence,
        subject_extensions=subject_extensions,
        object_extensions=conjunctions,
        provided_by=gaf_line[14],
        date=date,
        properties={})

    return assocparser.ParseResult(source_line, [a], False, report=report)