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Core B: Data Management and Analysis

Core B: Data Management and Analysis
核心 B:数据管理和分析
批准号:
10079818
负责人:
Steven H. Kleinstein
金额:
$43.21万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2010
资助国家:
美国
项目状态:
已结题
起止时间:
2010-07-12 至 2022-04-30
关键词:
AddressAdoptionAgeArbovirusesBioinformaticsBiologicalBiometryBorrelia burgdorferiCellsCharacteristicsClassificationClinicalClinical MedicineClinical ResearchCollectionCommunicable DiseasesCommunitiesComplexConsultationsDataData AnalysesData Management ResourcesData SetDatabasesDepositionDevelopmentDiagnosisDiseaseEnsureEnvironmentEquationExperimental DesignsGene ExpressionGene Expression ProfileGoalsHeterogeneityHumanHuman ResourcesImage CytometryImmuneImmune responseImmune systemImmunologicsImmunophenotypingIndividualInfectionInfluenza vaccinationLeftLipidsLiquid ChromatographyManualsManuscriptsMapsMeasurableMeasuresMetabolicMethodsModelingMolecular ProfilingNational Institute of Allergy and Infectious DiseaseNon-linear ModelsOutcomeParticipantPathway AnalysisPathway interactionsPatternPhenotypePopulationPreparationPreventionProcessPublic HealthRegulationReportingResearch PersonnelResearch Project GrantsResourcesRisk FactorsSample SizeSamplingSequence Read ArchiveSerumSeverity of illnessSoftware ToolsStatistical Data InterpretationStructureSupervisionSystemTechniquesTestingTimeLineTrainingTriglyceridesVaccinationVaccinesWest Nile virusWorkcohortcomplex datacomputerized data processingdata managementdata modelingdata repositorydata sharingdata standardsdata submissiondatabase of Genotypes and Phenotypesexperimental studyheterogenous datahuman pathogenlarge datasetsmetabolomicsorganic acidoutcome predictionpathogenpower analysisprogramspublic repositoryrepositoryresponsesingle-cell RNA sequencingsuccesssupervised learningtandem mass spectrometry

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ABSTRACT A fundamental challenge in clinical medicine and public health is to understand what accounts for the heterogeneity in infectious disease severity and spread through populations in order to maximize the prevention, diagnosis and treatment of each individual infection and protection of populations. Addressing this challenge will require integration of the complex dynamic interactions among hosts and pathogens. The Data Management and Analysis Core led by Dr. Steven Kleinstein will support the database, bioinformatics analysis and complex data analysis needs of Projects 1, 2 and 3. In addition, the core will collaborate with project investigators on experimental design and reporting, and provide a training environment for project personnel on software tools and principles of methods and interpretation of results. The core will also carry out metabolomics profiling experiments. Specifically, the Data Management and Analysis Core will: (1) Provide data management systems for clinical and research data. (2) Support sharing of data by submission to the NIAID ImmPort repository, the HIPC ImmuneSpace database and other relevant public repositories (e.g., SRA, dbGAP, Metabolomics Workbench). (3) Continue our efforts within HIPC towards the development and adoption of common data standards. (4) Provide biostatistical analysis support and consultation. (5) Carry out metabolomics profiling experiments and bioinformatics analysis to identify immune signatures associated with differential clinical responses. (6) Collaborate with Core C (Single Cell Phenotyping) to submit CyTOF, multispectral imaging cytometry (MuSIC), single-cell RNA-seq data into the data management system. (7) Collaborate with Core C (Single Cell Phenotyping) to integrate results from the analysis of CyTOF, multispectral imaging cytometry (MuSIC) and single-cell RNA-seq data into the systems-level analysis. (8) Integrate data across projects to detect common and unique signatures of infection
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Tensor decomposition methods for multi-omics immunology data analysis
  • 批准号:
    10655726
  • 项目类别:
  • 资助金额:
    $24.78万
  • 财政年份:
    2023
  • 负责人:
    Steven H. Kleinstein
  • 依托单位:
HIPC Data Coordinating Center
  • 批准号:
    10728901
  • 项目类别:
  • 资助金额:
    $44.53万
  • 财政年份:
    2022
  • 负责人:
    Steven H. Kleinstein
  • 依托单位:
HIPC Data Coordinating Center
  • 批准号:
    10609511
  • 项目类别:
  • 资助金额:
    $303.79万
  • 财政年份:
    2022
  • 负责人:
    Steven H. Kleinstein
  • 依托单位:
HIPC Data Coordinating Center
  • 批准号:
    10420932
  • 项目类别:
  • 资助金额:
    $300.19万
  • 财政年份:
    2022
  • 负责人:
    Steven H. Kleinstein
  • 依托单位:
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