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handle wes/wgs inheritance edge case #4440
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Original file line number | Diff line number | Diff line change |
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@@ -1,3 +1,3 @@ | ||
This folder comprises a Hail (www.hail.is) native Table or MatrixTable. | ||
Written with version 0.2.130-bea04d9c79b5 | ||
Created at 2024/10/02 14:46:35 | ||
Created at 2024/11/04 13:45:23 | ||
Original file line number | Diff line number | Diff line change |
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@@ -205,37 +205,62 @@ def _filter_entries_ht_both_sample_types( | |
) | ||
|
||
ch_ht = None | ||
family_guid_idx_map = defaultdict(dict) | ||
family_idx_map = defaultdict(dict) | ||
for sample_type, sorted_family_sample_data in sample_types: | ||
ht = self._annotate_initial_passes_inheritance(ht, sample_type) | ||
ch_ht = self._annotate_initial_passes_inheritance(ch_ht, sample_type) | ||
ht, ch_ht = self._filter_inheritance( | ||
ht, ch_ht, inheritance_filter, sorted_family_sample_data, | ||
annotation=sample_type.passes_inheritance_field, entries_ht_field=sample_type.family_entries_field | ||
annotation=sample_type.passes_inheritance_field, entries_ht_field=sample_type.family_entries_field, | ||
family_passes_inheritance_filter=self._get_family_passes_inheritance_filter_both_sample_types | ||
) | ||
for family_idx, samples in enumerate(sorted_family_sample_data): | ||
family_guid = samples[0]['familyGuid'] | ||
family_guid_idx_map[family_guid][sample_type.value] = family_idx | ||
family_idx_map[family_guid][sample_type.value] = family_idx | ||
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family_idx_map = hl.dict(family_guid_idx_map) | ||
family_idx_map = hl.dict(family_idx_map) | ||
ht = self._apply_multi_sample_type_entry_filters(ht, family_idx_map) | ||
ch_ht = self._apply_multi_sample_type_entry_filters(ch_ht, family_idx_map) | ||
return ht, ch_ht | ||
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@staticmethod | ||
def _annotate_initial_passes_inheritance(ht, sample_type): | ||
if ht is None: | ||
return ht | ||
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return ht.annotate(**{ | ||
sample_type.passes_inheritance_field: ht[sample_type.family_entries_field].map( | ||
lambda family_entries: hl.array( | ||
hl.range(0, hl.len(family_entries)).map(lambda _: True) | ||
) | ||
)}) | ||
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def _get_family_passes_inheritance_filter_both_sample_types( | ||
self, entry_indices, family_idx, genotype, family_samples, ht, annotation | ||
): | ||
return hl.enumerate(ht[annotation][family_idx]).starmap( | ||
lambda sample_idx, passes: (hl.case() | ||
.when(~entry_indices.get(family_idx).contains(sample_idx), passes) | ||
.when(~self.GENOTYPE_QUERY_MAP[genotype](family_samples[sample_idx].GT), False) | ||
.default(passes)) | ||
) | ||
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||
def _apply_multi_sample_type_entry_filters(self, ht, family_idx_map): | ||
if ht is None: | ||
return ht | ||
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# Keep family from both sample types if either passes quality AND inheritance | ||
for sample_type in SampleType: | ||
ht = ht.annotate(**{ | ||
sample_type.family_entries_field: hl.enumerate(ht[sample_type.family_entries_field]).starmap( | ||
lambda i, family_samples: hl.or_missing( | ||
hl.bind( | ||
lambda other_sample_type_idx: ( | ||
self._family_has_valid_sample_type_entries(ht, sample_type, i) | | ||
self._family_has_valid_sample_type_entries(ht, sample_type.other_sample_type, other_sample_type_idx) | ||
), | ||
family_idx_map.get(hl.coalesce(family_samples)[0]['familyGuid']).get(sample_type.other_sample_type.value), | ||
), family_samples) | ||
lambda family_idx, family_samples: hl.or_missing( | ||
hl.bind(lambda other_sample_type_family_idx: (( | ||
self._family_has_valid_quality(ht, sample_type, family_idx) | | ||
self._family_has_valid_quality(ht, sample_type.other_sample_type, other_sample_type_family_idx) | ||
) & | ||
self._family_has_valid_inheritance(ht, sample_type, family_idx, other_sample_type_family_idx) & | ||
self._family_has_valid_inheritance(ht, sample_type.other_sample_type, other_sample_type_family_idx, family_idx) | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Commenting for posterity that I'm not 100% sure that this is the final logic we want, because it would allow us to return variants that pass quality and fail inheritance in one sample type and fail quality and pass inheritance in the other, meaning theres no sample type that clearly passes both inheritance and quality. However, I think we maybe do want to return these, the logic gets kind of confusing and I can't quite be sure these would not be helpful. I think being overly permissive here is better, if the analysts are seeing a bunch of cases where they ultimately think that the returned variants are not helpful and should be filtered out we can always go back later and make this a stricter criteria, so we should leave this as is for now There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. This makes sense, we may want to consider quality and inheritance passing together and handle it differently (the |
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), family_idx_map.get(hl.coalesce(family_samples)[0]['familyGuid']).get(sample_type.other_sample_type.value), | ||
), family_samples) | ||
)}) | ||
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# Merge family entries and filters from both sample types | ||
|
@@ -253,13 +278,29 @@ def _apply_multi_sample_type_entry_filters(self, ht, family_idx_map): | |
return ht.filter(ht.family_entries.any(hl.is_defined)) | ||
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@staticmethod | ||
def _family_has_valid_sample_type_entries(ht, sample_type, sample_type_family_idx): | ||
# Note: This logic does not sufficiently handle case 2 here https://docs.google.com/presentation/d/1hqDV8ulhviUcR5C4PtNUqkCLXKDsc6pccgFVlFmWUAU/edit?usp=sharing | ||
# and will need to be changed to support it - https://github.com/broadinstitute/seqr/issues/4403 | ||
def _family_has_valid_quality(ht, sample_type, sample_type_family_idx): | ||
return ( | ||
hl.is_defined(sample_type_family_idx) & | ||
hl.is_defined(ht[sample_type.passes_quality_field][sample_type_family_idx]) & | ||
hl.is_defined(ht[sample_type.passes_inheritance_field][sample_type_family_idx]) | ||
hl.is_defined(ht[sample_type.passes_quality_field][sample_type_family_idx]) | ||
) | ||
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@staticmethod | ||
def _family_has_valid_inheritance(ht, sample_type, family_idx, other_sample_type_family_idx): | ||
return hl.bind( | ||
lambda sample_type_fail_samples, other_sample_type_pass_samples: ( | ||
sample_type_fail_samples.all(other_sample_type_pass_samples.contains) | ||
), hl.enumerate(ht[sample_type.family_entries_field][family_idx]).starmap( | ||
lambda sample_idx, sample: hl.or_missing( | ||
~ht[sample_type.passes_inheritance_field][family_idx][sample_idx], | ||
sample['sampleId'], | ||
) | ||
).filter(hl.is_defined), | ||
hl.enumerate(ht[sample_type.other_sample_type.family_entries_field][other_sample_type_family_idx]).starmap( | ||
lambda sample_idx, sample: hl.or_missing( | ||
ht[sample_type.other_sample_type.passes_inheritance_field][other_sample_type_family_idx][sample_idx], | ||
sample['sampleId'], | ||
) | ||
).filter(hl.is_defined), | ||
) | ||
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def _get_sample_genotype(self, samples, r=None, include_genotype_overrides=False, select_fields=None, **kwargs): | ||
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Original file line number | Diff line number | Diff line change |
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@@ -13,7 +13,10 @@ | |
FAMILY_2_MITO_SAMPLE_DATA, FAMILY_2_ALL_SAMPLE_DATA, MITO_VARIANT1, MITO_VARIANT2, MITO_VARIANT3, \ | ||
EXPECTED_SAMPLE_DATA_WITH_SEX, SV_WGS_SAMPLE_DATA_WITH_SEX, VARIANT_LOOKUP_VARIANT, \ | ||
MULTI_PROJECT_SAMPLE_TYPES_SAMPLE_DATA, FAMILY_2_BOTH_SAMPLE_TYPE_SAMPLE_DATA, \ | ||
VARIANT1_BOTH_SAMPLE_TYPES, VARIANT2_BOTH_SAMPLE_TYPES, FAMILY_2_BOTH_SAMPLE_TYPE_SAMPLE_DATA_MISSING_PARENTAL_WGS | ||
VARIANT1_BOTH_SAMPLE_TYPES, VARIANT2_BOTH_SAMPLE_TYPES, FAMILY_2_BOTH_SAMPLE_TYPE_SAMPLE_DATA_MISSING_PARENTAL_WGS, \ | ||
VARIANT3_BOTH_SAMPLE_TYPES, VARIANT4_BOTH_SAMPLE_TYPES, VARIANT2_BOTH_SAMPLE_TYPES_PROBAND_WGS_ONLY, \ | ||
VARIANT1_BOTH_SAMPLE_TYPES_PROBAND_WGS_ONLY, VARIANT3_BOTH_SAMPLE_TYPES_PROBAND_WGS_ONLY, \ | ||
VARIANT4_BOTH_SAMPLE_TYPES_PROBAND_WGS_ONLY | ||
from hail_search.web_app import init_web_app, sync_to_async_hail_query | ||
from hail_search.queries.base import BaseHailTableQuery | ||
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@@ -365,34 +368,35 @@ async def test_both_sample_types_search(self): | |
MULTI_PROJECT_BOTH_SAMPLE_TYPE_VARIANTS, gene_counts=GENE_COUNTS, sample_data=MULTI_PROJECT_SAMPLE_TYPES_SAMPLE_DATA, | ||
) | ||
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# Variant1 in family_2 is de novo in exome but maternally inherited in genome. | ||
# Genome passes quality and inheritance, show genotypes for both sample types. | ||
variant1_interval = ['1', 10438, 10440] | ||
# Variant 1 is de novo in exome but maternally inherited in genome. | ||
# Variant 2 is inherited in exome and de novo in genome. | ||
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# Variant 3 is inherited in both sample types. Variant 4 is de novo in both sample types. | ||
inheritance_mode = 'recessive' | ||
await self._assert_expected_search( | ||
[VARIANT1_BOTH_SAMPLE_TYPES], sample_data=FAMILY_2_BOTH_SAMPLE_TYPE_SAMPLE_DATA, inheritance_mode=inheritance_mode, | ||
**COMP_HET_ALL_PASS_FILTERS, intervals=[variant1_interval] | ||
[VARIANT1_BOTH_SAMPLE_TYPES, VARIANT2_BOTH_SAMPLE_TYPES, [VARIANT3_BOTH_SAMPLE_TYPES, VARIANT4_BOTH_SAMPLE_TYPES]], | ||
sample_data=FAMILY_2_BOTH_SAMPLE_TYPE_SAMPLE_DATA, inheritance_mode=inheritance_mode, | ||
**COMP_HET_ALL_PASS_FILTERS | ||
) | ||
# Exome passes quality and inheritance, show genotypes for both sample types. | ||
inheritance_mode = 'de_novo' | ||
await self._assert_expected_search( | ||
[VARIANT1_BOTH_SAMPLE_TYPES], sample_data=FAMILY_2_BOTH_SAMPLE_TYPE_SAMPLE_DATA, inheritance_mode=inheritance_mode, | ||
intervals=[variant1_interval] | ||
[VARIANT1_BOTH_SAMPLE_TYPES, VARIANT2_BOTH_SAMPLE_TYPES, VARIANT4_BOTH_SAMPLE_TYPES], | ||
sample_data=FAMILY_2_BOTH_SAMPLE_TYPE_SAMPLE_DATA, inheritance_mode=inheritance_mode, | ||
**COMP_HET_ALL_PASS_FILTERS | ||
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) | ||
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# Variant 2 in family_2 is inherited in exome and there is no parental data in genome. | ||
# Genome and exome pass quality and inheritance, show genotypes for both sample types. | ||
variant2_interval = ['1', 38724418, 38724420] | ||
# Same variants, but genome data is proband-only. | ||
inheritance_mode = 'recessive' | ||
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await self._assert_expected_search( | ||
[VARIANT2_BOTH_SAMPLE_TYPES], sample_data=FAMILY_2_BOTH_SAMPLE_TYPE_SAMPLE_DATA_MISSING_PARENTAL_WGS, | ||
inheritance_mode=inheritance_mode, **COMP_HET_ALL_PASS_FILTERS, intervals=[variant2_interval] | ||
[VARIANT1_BOTH_SAMPLE_TYPES_PROBAND_WGS_ONLY, VARIANT2_BOTH_SAMPLE_TYPES_PROBAND_WGS_ONLY, | ||
[VARIANT3_BOTH_SAMPLE_TYPES_PROBAND_WGS_ONLY, VARIANT4_BOTH_SAMPLE_TYPES_PROBAND_WGS_ONLY]], | ||
sample_data=FAMILY_2_BOTH_SAMPLE_TYPE_SAMPLE_DATA_MISSING_PARENTAL_WGS, inheritance_mode=inheritance_mode, | ||
**COMP_HET_ALL_PASS_FILTERS | ||
) | ||
# Genome passes quality and inheritance exome fails inheritance (parental data shows variant is inherited). | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I still think a comment here explaining whats being tested is helpful. Maybe something like "Variant 2 fails inheritance when parental data is present" There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. updated! |
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inheritance_mode = 'de_novo' | ||
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await self._assert_expected_search( | ||
[VARIANT2_BOTH_SAMPLE_TYPES], sample_data=FAMILY_2_BOTH_SAMPLE_TYPE_SAMPLE_DATA_MISSING_PARENTAL_WGS, | ||
inheritance_mode=inheritance_mode, intervals=[variant2_interval] | ||
[VARIANT1_BOTH_SAMPLE_TYPES_PROBAND_WGS_ONLY, VARIANT4_BOTH_SAMPLE_TYPES_PROBAND_WGS_ONLY], | ||
sample_data=FAMILY_2_BOTH_SAMPLE_TYPE_SAMPLE_DATA_MISSING_PARENTAL_WGS, inheritance_mode=inheritance_mode, | ||
**COMP_HET_ALL_PASS_FILTERS | ||
) | ||
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async def test_inheritance_filter(self): | ||
|
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Choose a reason for hiding this comment
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I updated this table to make variant2 de novo in WGS.