Developmental methylomics of autism spectrum disorder
Developmental methylomics of autism spectrum disorder
批准号:
10556375
负责人:
Karolina Anna Aberg
金额:
$66.8万
依托单位国家:
美国
项目类别:
财政年份:
2021
资助国家:
美国
项目状态:
未结题
起止时间:
2021-04-01 至 2026-01-31
关键词:
AffectAgeAlgorithmsAutopsyBindingBioconductorBiological AssayBirthBloodBlood specimenBrainBrain DiseasesCase/Control StudiesComplementDNA IntegrationDNA MethylationDNA Methylation RegulationDNA SequenceDNA analysisDataDevelopmentDiagnosisEarly DiagnosisEarly InterventionEnvironmentEnvironmental Risk FactorEpidemiologyEpigenetic ProcessEquationEtiologyGenesGeneticGenomicsGenotypeGoalsHuman GenomeIndividualInvestigationMachine LearningMediatingMethylationModelingNeonatalNeurodevelopmental DisorderParticipantPhenotypePopulationProcessProtocols documentationPsychiatryRiskRisk FactorsRoleSamplingSequence AnalysisSex BiasSiteStatistical Data InterpretationTimeUniversitiesVariantVirginiaWhole BloodX Chromosomeautism spectrum disorderbiobankcell typechromatin modificationdisorder riskexome sequencingexperiencefactor Afollow-upgenetic informationgenetic risk factorgenome wide association studygenome-wideimprovedin uteromethylation biomarkermethylomemethylomicsmultidimensional datanovelphenotypic datapopulation basedprenatalrisk predictionsample collectionscreeningtranscriptome sequencingyoung adult
中文摘要
点击翻译按钮获取中文摘要
英文摘要
Autism spectrum disorder (ASD) is a neurodevelopmental disorder that affects ~1% of the population.
Progress has been made in elucidating the genetics of ASD through large-scale genome-wide association
studies (GWAS) and whole-exome sequencing (WES) studies that have identified several loci associated with
ASD. However, a substantial fraction of ASD status cannot be explained by genetic sequence variation. There
are multiple reasons to expect that DNA methylation (DNAm) may account for part of this unexplained
variation. First, part of the ASD-related genes identified via DNA sequence variation include genes involved in
chromatin modification and DNAm. Second, ASD likely originates during prenatal development, a period of
dynamically regulated changes in DNAm in the brain. As this remodeling may result in epimutations that can
dysregulate brain function, disruption of the DNAm regulation in utero represents a plausible ASD risk
mechanism. Third, ASD is associated with several neonatal and other environmental risk factors. Because
DNAm can be modified by environmental factors, it may mediate the effect of these risk factors on ASD.
The overall aims of this project is to enhance our understanding of DNAm in ASD etiology, and use DNAm
marks at for early detection of individuals at risk for ASD. For this purpose we will generate methylome-wide
data using samples from ASD cases age 18-25 years and matched controls from an existing Swedish case-
control study called Population-based Autism Genetics and Environment Study. In addition, we will use stored
neonatal blood samples to generate a second methylation profile for these same individuals at birth. Thus, we
will have methylome-wide data from blood for two time-points from all participants, accompanied by
longitudinal phenotype information spanning birth to current date obtained from the Swedish registers.
We will use a sequencing-based approach to assay the DNAm status of nearly all 28 million common CpG
sites in the human genome and will perform a battery of novel statistical analyses including methylome-wide
association studies (MWAS) of whole blood and individual cell-types in blood; analyses integrating DNAm
information with neonatal risk factors and already existing GWAS and WES data; and studies exploring the role
of DNAm in the ASD sex-bias. Significant findings will be replicated in four existing and independent blood
sample collections, and studied in the newly generated methylation/expression data from ASD brain samples.
Finally, we propose to use neonatal DNAm markers to create multi-marker methylation risk scores (MRSs) for
predicting ASD risk.
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