Bridging the Gap between Genomics and Clinical Outcomes in CHD
Bridging the Gap between Genomics and Clinical Outcomes in CHD
批准号:
10027913
负责人:
MARTIN TRISTANI-FIROUZI
金额:
$41.94万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2015
资助国家:
美国
项目状态:
未结题
起止时间:
2015-08-15 至 2025-07-31
关键词:
Artificial IntelligenceBayesian NetworkBioinformaticsChildhoodClinicalClinical DataClinical ResearchClinical and Translational Science AwardsCodeCollaborationsComplexCustomDataData SetDependenceDiagnosticDisease OutcomeElectronic Health RecordFosteringFoundationsGenderGenesGenomicsGenotypeGoalsHeartInfrastructureInstitutionInterdisciplinary StudyInternetKnowledgeMethodologyModelingMulticenter StudiesNational Heart, Lung, and Blood InstituteNetwork-basedOnline SystemsOutcomeOutcomes ResearchPathway interactionsPatientsPediatric Cardiac Genomics ConsortiumPediatric cardiologyPhenotypeReadabilityRecording of previous eventsResearchResearch PersonnelResourcesRisk FactorsScientistSiteSocietiesStandard ModelTestingTherapeuticThoracic Surgical ProceduresTrainingTranslatingUtahVisionVisitWorkbaseclinical careclinical databasecomorbiditycongenital heart disorderdata infrastructuredata resourcedesigngene functiongenomic dataimprovedinnovationmembernext generationnoveloutcome predictionpatient orientedpredict clinical outcomeprogramsrelational databaserepositoryskillssurgery outcometool
中文摘要
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英文摘要
PROJECT SUMMARY/ABSTRACT
The NHLBI has invested extensively in the Pediatric Cardiac Genomics Consortium (PCGC), recognizing that
translating genomic discoveries into optimized management and therapeutic strategies for congenital heart
disease (CHD) can only be achieved in the context of multi-center, collaborative research. Currently, the PCGC
is lacking two fundamental capabilities that hinder its ability to define the genomic basis for CHD outcomes: (1)
a robust mechanism for extracting pertinent, machine-readable clinical data from Electronic Health Records
(EHRs) across multiple institutions; and (2) a robust Artificial Intelligence (AI) platform that is capable of teasing
apart the complex interplay between maternal factors, phenotypes, genotypes, gene functions and clinical
outcomes. Here, we propose innovative solutions to these challenges, by assembling teams of content experts
to leverage existing infrastructure to extract relevant outcomes directly from the EHR of participating PCGC
Centers and by designing best-practice AI tools for outcomes research. Our principal goal is provide the vision,
infrastructure and expertise to collaboratively empower CHD outcomes research, foster knowledge exchange,
and train the next generation of genomic scientists. We propose to leverage existing data infrastructure to obtain
Electronic Health Records (EHR) and other clinical variables at scale by partnering with other research networks
to create a PCGC Data Resource. Using this resource, we will create and deploy a platform of Artificial
Intelligence (AI)-based predictors for CHD outcomes research, with the goal of translating genomic discoveries
into improved management and therapeutic strategies for CHD.
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