Innovative approaches to elucidate the genetic etiology of age-related hearing impairment and tinnitus
Innovative approaches to elucidate the genetic etiology of age-related hearing impairment and tinnitus
批准号:
10162053
负责人:
Paul L. Auer
金额:
$24.3万
依托单位国家:
美国
项目类别:
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-09-01 至 2024-08-31
关键词:
AddressAdultAffectAgeAge-YearsAlzheimer&aposs DiseaseBayesian ModelingBiologicalClinicalCodeCommunitiesComplexComputer softwareDataData SetDetectionEnsureEnvironmentEnvironmental Risk FactorEquationEtiologyFamilyFriendsGenesGeneticGenetic DeterminismGenetic Predisposition to DiseaseGenetic studyGenotypeHealth PersonnelHearingImpaired cognitionIndividualInterventionInvestigationLabyrinthLeadLinear RegressionsLinkage DisequilibriumLogistic RegressionsLogisticsMapsMeasurementMeasuresMediatingMediationMethodologyMethodsModalityModelingNoiseObesityParticipantPathogenicityPharmaceutical PreparationsPhenotypePopulationPopulation HeterogeneityPresbycusisPreventionPublic HealthQuality ControlResearchResearch PersonnelRiskRisk FactorsSamplingSmokingSocial isolationStatistical MethodsSusceptibility GeneTestingTinnitusTrans-Omics for Precision MedicineUncertaintyUntranslated RNAVariantanalytical toolbasebiobankcausal variantcognitive functioncomorbiditydata qualitydesignexomegenetic architecturegenetic risk factorgenomic locushearing impairmentimprovedinnovationinsightlarge datasetsnovelnovel strategiesototoxicityparallel processingpeerpleiotropismrare variantrecruitscreeningsexsimulationspeech in noisestatisticstraitwhole genome
中文摘要
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英文摘要
SUMMARY
To investigate the genetic basis of age-related hearing impairment (ARHI) and tinnitus we will analyze
genotype array, whole genome imputed and exome sequence data from 500,000 participants in the UK
Biobank. We will conduct single and rare variant aggregate association tests: testing for main effects, sex and
age specific associations and interactions (gene x gene; gene x environment; gene x age; gene x age; and
gene x sex) controlling for important confounders, e.g. noise exposure. We perform fine mapping to tease
apart functional causal variants from those which are in linkage disequilibrium. We will also test for pleiotropy
and perform mediation analysis to determine if biological or mediated pleiotropy has been detected.
Additionally, we plan to develop novel approaches to analyze imputed genetic data that explicitly account for
the uncertainty in genotype calls during association analysis. By ignoring or improperly modeling the
uncertainty in imputed genotypes, current methods suffer from a decreased ability to detect associations as
well as an increased false positive findings rate. Therefore, we will develop methods to analyze imputed data,
which properly models imputed genotype data uncertainty to allow for the detection of associations,
interactions, pleiotropy and fine mapping. The novel methods will be thoroughly evaluated and implemented in
our SEQSpark software to perform data quality control, annotation, and association analysis for hundreds of
thousands of samples with imputed genotype data. This study has the potential for significant public health
impact by providing a useful analytic tool to the research community and by conducting a well-powered,
comprehensive investigation of the genetic etiology of ARHI and tinnitus which in turn will aid in risk prediction,
prevention, and improved and new treatment modalities.
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