Detection and Understanding of Expression Differentiatio
Detection and Understanding of Expression Differentiatio
批准号:
7404399
负责人:
LEI LI
金额:
$21.64万
依托单位国家:
美国
项目类别:
财政年份:
2005
资助国家:
美国
项目状态:
已结题
起止时间:
2005-04-01 至 2010-03-31
关键词:
AgingAlgorithmsBiologicalCausationsClassificationComplexComputer softwareComputing MethodologiesDNA-Protein InteractionDataDatabasesDetectionEukaryotaEukaryotic CellExperimental DesignsFutureGenesGenomicsInvestigationLongevityMammalsMeasurementMicroarray AnalysisMissionMolecular ProfilingPathway interactionsPatternPolishesProteinsRangeRegulationResearchSamplingSeedsSocietiesSolutionsStatistical MethodsStructureTechniquesTimeVariantYeastscomputer based statistical methodsmRNA Expressionmutantnovelprotein protein interactionresearch studytool
中文摘要
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英文摘要
DESCRIPTION (provided by applicant): Recent studies suggest that the regulation of longevity may be conserved in many eukaryotes ranging from yeast to mammals. In this project, we plan to obtain expression profiles on a time course for yeast strains with normal and extended life span, to develop novel statistical methods to detect expression differentiation, to develop new statistical and computational method to understand the pathways leading to extended life span, and to disseminate data and software resulting from the project.
From microarray measurement, we seek differentiation of mRNA expressions among different biological samples. The statistical treatment of normalization aims to reduce army-specific "block effect" due to uncontrolled variation. To adjust for spatial patterns in both background and scale, we propose sub-array normalization. According to our experimental design, substantial differentiation may exist among arrays and we detect them by the technique of least trimmed squares, whose exact solution can be computed by a fast and stable algorithm we developed recently. From microarray analysis of strains such as sch9? and ras2? mutants, those genes with significant differentiation will serve as seeds for future investigation. We will pursue several directions. First, we search for genes that are co-expressed with seeds. Second, we search for changes of m-expressions associated with seeds. Third, we investigate regulation related to seed genes. Fourth, using the protein-protein interaction databases available for growing yeast we attempt to identify protein complexes as well as pathways that regulate longevity in yeast.
Many genomic or interaction data such as protein-DNA interaction data can be arranged in a binary array. We introduce the structure of directed acyclic Boolean (DAB) networks as a tool of exploring biological pathways from binary arrays. With a few reasonable starting networks, we wilt use more sophisticated Bayesian networks to polish and refine the final results.
This project aims to discover causations of life span extension from systematic experiments of yeast expression. To serve the scientific mission, we develop and integrate statistical and computational methodologies. Our research will benefit the society by new understanding of aging.
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资助金额:$36.6万
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资助金额:$16.88万
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资助金额:$0.0万
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依托单位:
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资助金额:$28.76万
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财政年份:2008
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ATP-Dependent Chromatin Remodeling and Genomic Instability in Mammalian Cells
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批准号:7849035
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资助金额:$28.76万
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财政年份:2008
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依托单位:
ATP-Dependent Chromatin Remodeling and Genomic Instability in Mammalian Cells
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项目类别:
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资助金额:$28.76万
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财政年份:2008
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依托单位:
Detection and Understanding of Expression Differentiatio
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批准号:6985611
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财政年份:2005
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资助金额:$22.27万
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财政年份:2005
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负责人:LEI LI
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依托单位:
Detection and Understanding of Expression Differentiatio
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批准号:7595851
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项目类别:
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资助金额:$21.64万
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财政年份:2005
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负责人:LEI LI
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依托单位:
Detection and Understanding of Expression Differentiatio
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批准号:7214788
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资助金额:$21.64万
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财政年份:2005
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财政年份:2004
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资助金额:$18.48万
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依托单位:
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资助金额:$16.66万
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财政年份:2004
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依托单位:
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海外基金