Functional Characterization of the Genetic and Environmental Determinants of Complex Traits
Functional Characterization of the Genetic and Environmental Determinants of Complex Traits
批准号:
9762123
负责人:
Francesca Luca
金额:
$29.93万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2014
资助国家:
美国
项目状态:
已结题
起止时间:
2014-07-15 至 2022-05-31
关键词:
ATAC-seqAllelesBase PairingBindingBiological AssayCell modelChromatinComplexComputing MethodologiesDataDiseaseEnvironmentEpigenetic ProcessEtiologyEvaluationGene ExpressionGene Expression RegulationGeneticGenetic RiskGenetic VariationGenomicsGenotype-Tissue Expression ProjectGlucocorticoid ReceptorGlucocorticoidsHormonesHumanIn VitroIndividualIonsLinkMeasuresMetalsMethodsModelingMolecularNucleotidesPathologicPathway interactionsPharmaceutical PreparationsPhenotypeProxyRegulatory ElementReporterResearch PersonnelResolutionResourcesRiskRoleSignal TransductionTissuesUntranslated RNAVariantVitaminsWorkbiological adaptation to stresscausal variantconvolutional neural networkfunctional genomicsgene discoverygene environment interactiongenetic analysisgenetic associationgenetic variantgenome wide association studygenomic dataimprovedinterestprediction algorithmpredictive modelingpredictive signaturequasarresponsetraittranscription factortranscriptome sequencing
中文摘要
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英文摘要
Understanding the molecular and organismal function of genetic variants in non-coding regions is crucial to
dissect the genetic and evolutionary basis of variation in complex traits. Combining complementary functional
genomics datasets has proven a successful strategy to pinpoint the most likely causal variant and molecular
mechanism supporting a genetic association. Current existing annotations only capture regulatory conditions
at the baseline level. However, as we and others have shown, the effect of a genetic variant on a molecular
pathway, and ultimately on the individual's phenotype, may be modulated by the cellular environmental context
(gene-environment interactions, GxE). We define these genetic variants as GxE quantitative trait nucleotides
(GxE-QTNs) and consider the cellular environment as a simplified but better controlled proxy of the organismal
environment. Binding of TFs to specific genomic targets is defined by sequence motifs and chromatin epige-
netic marks, and can be altered by the presence of GxE-QTNs. To discover genes modulated by GxE-QTNs,
we have recently established a high-throughput approach to perturb the cellular environment by a panel of 50
in vitro treatments, including vitamins, metal ions, common drugs and hormones. Here we propose to use this
approach to dissect these GxE-QTNs and the underlying molecular mechanism by: i) performing functional ge-
nomics assays capturing chromatin accessibility; ii) analyzing the effects of naturally occurring genetic variation
in regulatory elements; and iii) combining RNA-seq, ATAC-seq, MPRA and GWAS data to co-localize association
signals and pinpoint complex traits causal variants.
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会议论文
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资助金额:$29.72万
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资助金额:$20.12万
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负责人:Francesca Luca
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依托单位:
海外基金