allele profiling partial matching works
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@@ -1,3 +1,6 @@
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import random
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import re
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from typing import Collection, Sequence, Union
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from Bio import SeqIO
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import pytest
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from automlst.engine.data.genomics import NamedString
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@@ -5,29 +8,56 @@ from automlst.engine.data.mlst import Allele, MLSTProfile
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from automlst.engine.exceptions.database import NoBIGSdbExactMatchesException
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from automlst.engine.remote.databases.bigsdb import BIGSdbIndex, BIGSdbMLSTProfiler
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def gene_scrambler(gene: str, mutation_site_count: Union[int, float], alphabet: Sequence[str] = ["A", "T", "C", "G"]):
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rand = random.Random(gene)
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if isinstance(mutation_site_count, float):
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mutation_site_count = int(mutation_site_count * len(gene))
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random_locations = rand.choices(range(len(gene)), k=mutation_site_count)
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scrambled = list(gene)
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for random_location in random_locations:
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scrambled[random_location] = rand.choice(alphabet)
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return "".join(scrambled)
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async def test_institutpasteur_profiling_results_in_exact_matches_when_exact():
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sequence = str(SeqIO.read("tests/resources/tohama_I_bpertussis.fasta", "fasta").seq)
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async with BIGSdbMLSTProfiler(database_api="https://bigsdb.pasteur.fr/api", database_name="pubmlst_bordetella_seqdef", schema_id=3) as dummy_profiler:
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exact_matches = dummy_profiler.fetch_mlst_allele_variants(sequence_string=sequence)
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targets_left = {"adk", "fumC", "glyA", "tyrB", "icd", "pepA", "pgm"}
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async for exact_match in exact_matches:
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async for exact_match in dummy_profiler.fetch_mlst_allele_variants(sequence_string=sequence, exact=True):
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assert isinstance(exact_match, Allele)
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assert exact_match.allele_variant == '1' # All of Tohama I has allele id I
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targets_left.remove(exact_match.allele_loci)
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assert len(targets_left) == 0
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async def test_institutpasteur_sequence_profiling_non_exact_returns_non_exact():
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sequences = SeqIO.parse("tests/resources/tohama_I_bpertussis_coding.fasta", "fasta")
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mlst_targets = {"adk", "fumc", "glya", "tyrb", "icd", "pepa", "pgm"}
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async with BIGSdbMLSTProfiler(database_api="https://bigsdb.pasteur.fr/api", database_name="pubmlst_bordetella_seqdef", schema_id=3) as profiler:
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for sequence in sequences:
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match = re.fullmatch(r".*\[gene=([\w\d]+)\].*", sequence.description)
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if match is None:
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continue
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gene = match.group(1)
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if gene.lower() not in mlst_targets:
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continue
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scrambled = gene_scrambler(str(sequence.seq), 0.2)
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async for partial_match in profiler.fetch_mlst_allele_variants(scrambled, False):
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assert partial_match.partial_match_profile is not None
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assert partial_match.allele_variant == '1'
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mlst_targets.remove(gene.lower())
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assert len(mlst_targets) == 0
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async def test_institutpasteur_profiling_results_in_correct_mlst_st():
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async def dummy_allele_generator():
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dummy_alleles = [
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Allele("adk", "1"),
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Allele("fumC", "1"),
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Allele("glyA", "1"),
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Allele("tyrB", "1"),
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Allele("icd", "1"),
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Allele("pepA", "1"),
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Allele("pgm", "1"),
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Allele("adk", "1", None),
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Allele("fumC", "1", None),
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Allele("glyA", "1", None),
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Allele("tyrB", "1", None),
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Allele("icd", "1", None),
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Allele("pepA", "1", None),
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Allele("pgm", "1", None),
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]
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for dummy_allele in dummy_alleles:
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yield dummy_allele
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@@ -46,21 +76,21 @@ async def test_institutpasteur_sequence_profiling_is_correct():
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assert isinstance(profile, MLSTProfile)
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assert profile.clonal_complex == "ST-2 complex"
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assert profile.sequence_type == "1"
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async def test_pubmlst_profiling_results_in_exact_matches_when_exact():
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dummy_alleles = {
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Allele("adk", "1"),
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Allele("atpG", "1"),
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Allele("frdB", "1"),
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Allele("fucK", "1"),
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Allele("mdh", "1"),
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Allele("pgi", "1"),
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Allele("recA", "5"),
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Allele("adk", "1", None),
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Allele("atpG", "1", None),
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Allele("frdB", "1", None),
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Allele("fucK", "1", None),
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Allele("mdh", "1", None),
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Allele("pgi", "1", None),
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Allele("recA", "5", None),
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}
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sequence = str(SeqIO.read("tests/resources/FDAARGOS_1560.fasta", "fasta").seq)
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async with BIGSdbMLSTProfiler(database_api="https://rest.pubmlst.org/", database_name="pubmlst_hinfluenzae_seqdef", schema_id=1) as dummy_profiler:
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exact_matches = dummy_profiler.fetch_mlst_allele_variants(sequence_string=sequence)
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exact_matches = dummy_profiler.fetch_mlst_allele_variants(sequence_string=sequence, exact=True)
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async for exact_match in exact_matches:
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assert isinstance(exact_match, Allele)
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dummy_alleles.remove(exact_match)
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@@ -70,13 +100,13 @@ async def test_pubmlst_profiling_results_in_exact_matches_when_exact():
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async def test_pubmlst_profiling_results_in_correct_st():
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async def generate_dummy_targets():
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dummy_alleles = [
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Allele("adk", "1"),
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Allele("atpG", "1"),
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Allele("frdB", "1"),
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Allele("fucK", "1"),
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Allele("mdh", "1"),
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Allele("pgi", "1"),
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Allele("recA", "5"),
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Allele("adk", "1", None),
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Allele("atpG", "1", None),
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Allele("frdB", "1", None),
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Allele("fucK", "1", None),
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Allele("mdh", "1", None),
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Allele("pgi", "1", None),
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Allele("recA", "5", None),
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]
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for dummy_allele in dummy_alleles:
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yield dummy_allele
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