A decentralized macro and micro gene-by-environment interaction analysis of substance use behavior and its brain biomarkers
A decentralized macro and micro gene-by-environment interaction analysis of substance use behavior and its brain biomarkers
批准号:
10443779
负责人:
VINCE D CALHOUN
金额:
$54.27万
依托单位:
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:
2019-09-15 至 2024-06-30
关键词:
AddressAdolescenceAdolescentAgeAnxietyBehaviorBehavioralBehavioral GeneticsBiological MarkersBrainBrain imagingBrain scanChinaClimateCommunitiesComplexComputer softwareConsumptionCountryDataData AnalysesData ProtectionDecentralizationDevelopmentDiseaseDropoutEconomic BurdenEnvironmentEnvironmental Risk FactorEpidemiologyEthnic groupEuropeFamily StudyGenesGeneticGenomicsGenotypeHeritabilityHouseholdImageIncomeIndiaIndividualInformaticsInternationalInterventionLearningLegalMagnetic Resonance ImagingMeasuresMental DepressionModelingMovementNeurobiologyNeuronsNeurosciencesOutcomeParticipantPhysiologicalPopulationPopulation DensityPrivacyQuality ControlRaceRegulationRiskScanningSiteSmokingSmoking BehaviorSource CodeStructureSystemTimeTwin StudiesUpdateUrbanizationVisualizationWorkadolescent substance usebasecloud basedcognitive developmentcohortcomputerized toolscostdata accessdata exchangedrinkingdrinking behaviorearly life stressepidemiologic datagene environment interactiongenomic datahuman subjectimaging geneticsinsightneuroimagingopen dataopen sourcepeerpreventpsychiatric symptomrelating to nervous systemrural areasexstatisticssubstance usetooltool developmenturban areavirtual
中文摘要
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英文摘要
Project Summary/Abstract
Substance use behavior (smoking/drinking) is well known to be the result of a complex interplay between
genetics and environmental components. However macro- and micro-environmental effects on smoking and
drinking behavior are still poorly understood and there is little work evaluating the relationship of such factors to
neurobiological changes measured via brain imaging. The data are available though. There is a great amount of
internationally collected imaging and genomics data, however much of this data is not being analyzed due to
privacy issues or other factors which prevent sharing of the raw data. To address this barrier, we propose to
leverage and extend a software platform which enables decentralized analysis of data (e.g. sharing without
sharing). We will use this platform to perform an analysis which pools together data from the 10,000 participant
longitudinal US-based adolescent brain cognitive development (ABCD) study with an international cohort of more
than 20,000 participants from Europe, China, and India called the global imaging genetics of adolescents (GIGA).
Our focus will be on assessing macro- and micro-environmental and heritability factors associated with sub-
stance use behavior as well as their neuronal biomarkers in the context of factors such as cultural acceptance,
urbanization, annual household income, and climate. Results will provide new insights into the factors contrib-
uting to substance use behavior. We also propose to develop a persistent decentralized analysis nodes for the
GIGA sites using our Collaborative Informatics and Neuroimaging Suite Toolkit for Anonymous Computation
(COINSTAC) to allow for re-analyses of these large cohorts as well as pooling with one’s local data without
requiring collocation of the data at the same site.
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科研奖励(0)
会议论文
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海外基金