Uncovering Evolutionary History using the Topology of Genomic Data with Applications to HIV
Uncovering Evolutionary History using the Topology of Genomic Data with Applications to HIV
批准号:
9037791
负责人:
Raul Rabadan
金额:
$31.72万
依托单位国家:
美国
项目类别:
财政年份:
2015
资助国家:
美国
项目状态:
已结题
起止时间:
2015-08-03 至 2019-04-30
关键词:
AddressAreaBiologicalClinicalCommunitiesDataData AnalysesData SetDisease ProgressionEpidemiologyEvolutionGenetic RecombinationGenomicsHIVHIV InfectionsMethodsPopulationRecording of previous eventsResearchResearch PersonnelSoftware ToolsStructureVirusinterestmathematical methodspublic health relevancesimulationstatistics
中文摘要
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英文摘要
DESCRIPTION (provided by applicant): Recombination is a major force in HIV evolution, but it is hard to study. It is particularly challenging to identify intra-host recombination between closey related viruses. The Investigators therefore propose new mathematical methods to study recombination in HIV and reticulate evolution generally. Each method will address biologically relevant questions about HIV infection and epidemiology. This proposal contributes to topological data analysis (TDA), a new quantitative approach to find structure in large datasets. The Investigators recently found that TDA provides rich information about evolving populations and is useful for detecting recombination.
Objectives:
Aim 1: Create new methods in TDA to characterize recombination;
Aim 2: Apply these methods to HIV evolution;
Aim 3: Build software tools for the research community.
Aims will proceed iteratively, and preliminary results enable Aims 1 & 2 to begin immediately. The high-level strategy for each evolutionary scenario is: (1) Simulate specific scenario, (2) Discover topological statistic(s) corresponding to biological quantities of interest, (3) Validate statistic's power to estimate biological quantity in simulation, (4) Explain/Prove why the statisti is a valid estimator, (5) Apply statistic to biological/clinical questions.
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