Dissecting epitranscriptomic signal from complex tissues
Dissecting epitranscriptomic signal from complex tissues
批准号:
10184935
负责人:
Hao Wu
金额:
$34.17万
依托单位:
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:
2021-09-01 至 2025-07-31
关键词:
AddressBasic ScienceBiologicalBiological MarkersBiological ProcessBrainBrain regionCellsChIP-seqCharacteristicsClinicalClinical ResearchCommunitiesComplexComputer softwareDNA MethylationDataData AnalysesData AnalyticsDetectionDevelopmentDiseaseEpigenetic ProcessFaceFoundationsGene ExpressionGene Expression RegulationGenesGeneticGenetic TranscriptionGenomeGenomic SegmentGenomicsHeterogeneityImmunoprecipitationIndividualJointsMeasurementMessenger RNAMethodologyMethodsMethylationModelingModificationMolecularMorphologic artifactsNamesPlayPost-Transcriptional RegulationPreparationProceduresRNARNA immunoprecipitation sequencingRNA methylationRegulationResearchRibonucleosidesRoleSamplingScientistSeriesSignal TransductionSiteSoftware ToolsSourceStatistical MethodsStatistical ModelsStructureTechnologyTissue SampleTissuesVariantbasebisulfite sequencingcell typecomplex datacomputerized toolscrosslinkcrosslinking and immunoprecipitation sequencingdata modelingepigenetic regulationepigenomicsepitranscriptomicsexperiencehigh throughput technologyhistone modificationhuman diseaseimprovedinfancyinterestnervous system disorderneurodevelopmentneuropsychiatric disordernew technologynovelopen sourceresearch and developmentribosome profilingsoftware developmenttherapeutic targettooltranscriptometranscriptome sequencing
中文摘要
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英文摘要
Title: Dissecting epitranscriptomic signal from complex tissues
PROJECT SUMMARY:
“RNA epigenetics” or “epitranscriptomics” has emerged in recent years as an exciting and active research
field to study post-transcriptional regulation of gene expressions. The RNA modifications play important roles
in gene expression regulation, and are involved in neurodevelopment and a number of neurological diseases.
Methylated RNA Immunoprecipitation Sequencing (MeRIP-seq) is a newly developed technology for
transcriptome-wise profiling of the RNA epigenetic modifications. MeRIP-seq leads to an expansion of
applications in both basic and clinical research, but faces a number of challenges in analysis with its unique
data characteristics, including 1) the presence of technical artifacts due to sequence content and sample
preparation procedures unique to MeRIP; 2) lack of appropriate methods for identification and comparison of
RNA methylated regions; and 3) lack of methods to account for the heterogeneity of tissue samples.
In this proposal, we will address these challenges and develop a series of novel statistical methods for
MeRIP-seq data preprocessing and analyses. They include a data normalization procedure to remove
technical bias, accurate and efficient methods for RNA methylation site detection and comparison, and signal
deconvolution methods to draw cell type specific inferences based on data from tissue samples. All methods
developed in this project will be implemented and released as free, open source software to benefit the
epigenomics research community, including basic scientists working on genetics, epigenetics, gene
regulation and cell development, as well as clinicians looking for disease biomarkers.
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