allele profiling partial matching works

This commit is contained in:
2025-01-09 21:44:28 +00:00
parent e60dba936c
commit 03fbbe542e
9 changed files with 59246 additions and 48 deletions

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

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