Data Management and Analysis Core
Data Management and Analysis Core
批准号:
10333814
负责人:
Howard H Chang
金额:
$42.59万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2022
资助国家:
美国
项目状态:
未结题
起止时间:
2022-05-15 至 2027-02-28
关键词:
AddressAreaAsiaBayesian ModelingBioinformaticsBiological MarkersBiometryBloodCardiovascular DiseasesCaringChronic DiseaseClinicalCollaborationsCollectionCommunicationComplexComputational BiologyCustomDataData AnalysesData AnalyticsData ScienceData SetDatabasesDetectionDevelopmentDocumentationEcological momentary assessmentEngineeringEnsureEnvironmentEnvironmental ExposureEpigenetic ProcessEquationEvaluationFundingGoalsHealthHuman ResourcesIndiaInfrastructureInstitutionInternationalLeadLongitudinal SurveysMachine LearningMeasurementMethodologyMethodsModelingMonitorNational Heart, Lung, and Blood InstitutePathway interactionsPersonsPhenotypePlayPostdoctoral FellowProceduresProgram Research Project GrantsProtocols documentationPublic HealthReproducibilityReproducibility of ResultsResearchResearch DesignResearch MethodologyResearch PersonnelResearch Project GrantsResourcesRisk ReductionRoleSamplingSecureSourceSouth AsianTechniquesTechnologyTimeTraining ProgramsUniversitiesUrineWorkanalytical methodanalytical toolbasebiobankcardiometabolic riskcardiovascular disorder epidemiologycardiovascular disorder preventioncardiovascular disorder riskcohortcomplex datadata cleaningdata complexitydata managementdata sharingdata streamsdata visualizationdata-driven modeldigitaldisease diagnosticdisease phenotypedisorder controldisorder preventiondiverse dataepidemiological modelepigenomicsexperiencefollow-upgraduate studentheterogenous datahigh dimensionalityindexinginnovationlearning strategylongitudinal analysismachine learning methodmetabolomicsmodel developmentmultidimensional datamultiple omicsphenotypic biomarkerpredictive modelingsensorservice programsstatistical and machine learningstructured datasynergismwearable device
中文摘要
点击翻译按钮获取中文摘要
英文摘要
PROJECT SUMMARY / ABSTRACT (Data Management and Analysis Core)
The Data Management and Analysis (DMA) Core will provide comprehensive data science support for the
Program Project Grant (PPG): Precision Cardiovascular Disease Phenotyping and Pathophysiological
Pathways in the CARRS cohort (Precision-CARRS). The overarching goal of the DMA Core is to maintain
high scientific rigor in the management and analysis of large and complex datasets. The DMA Core will be
based at Emory University and the Center for Chronic Disease Control (CCDC) in India. The DMA Core will
include 8 investigators with comprehensive data science expertise and a dedicated team of database engineer,
data managers and biostatisticians from both the US and India. The DMA Core will oversee data
management, data sharing, and the development of common analytic frameworks to promote integration and
synergy across the interconnected aims of the Precision-CARRS Projects. The DMA Core will work closely
with the Administrative and Field Coordination (AFC) Core and the CVD Phenotyping Core to ensure high
quality data capture and documentation, as well as to provide continuous infrastructure and management for
all research data from Precision-CARRS (Aim 1). By leveraging and expanding existing data platforms, we will
establish workflows and protocols for consistent data cleaning, harmonization, monitoring and documentation
for diverse datasets, including longitudinal surveys, subclinical and clinical phtenotypes, blood and urine
biomarker measurements, environmental exposures, and data from high-throughput omics technologies and
digital sensors. The DMA Core will also work closely with all Reseach Projects to provide centralized support
for data analysis using state-of-the-art biostatistics, bioinformatics and maching learning methods (Aim 2).
Specifically, the DMA Core will create synchronized analytic plans for both epidemiologic modeling and
predictive equation development across projects. To provide integrated and timely data science support
throughout the PPG, two DMA Core investigators (one from Emory and one from CCDC) will serve as liaisons
for each Core and Project. Finally, the DMA core will support the development of new and innovative analytic
methods motivated by the scientific goals of Precision-CARRS (Aim 3). The DMA Core is particularly poised to
contribute in the areas of machine learning for predictive health, latent variable models for handling multivariate
and structured data, high-dimensional methods for multi-omics, and integrative analysis of heterogeneous data
types. In summary, the DMA Core will be an integral component for Precision-CARRS by offering essential
data management and analysis support for PPG research aims, while enhancing the reliability, relevance and
reproducility of the PPG’s findings to utlimately sustain the long-term impact and collaborative potential of
Precision-CARRS.
期刊论文(0)
专著(0)
科研奖励(0)
会议论文
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批准号:10622448
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依托单位:
Neighborhood transportation vulnerability and geographic patterns of diabetes-related limb loss
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批准号:10680610
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资助金额:$23.48万
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依托单位:
Neighborhood transportation vulnerability and geographic patterns of diabetes-related limb loss
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批准号:10539547
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项目类别:
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资助金额:$19.52万
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依托单位:
Data Integration Methods for Environmental Exposures with Applications to Air Pollution and Asthma Morbidity
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批准号:10288264
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资助金额:$15.13万
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财政年份:2021
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依托单位:
Climate Penalty: Climate-driven Increases in Ozone and PM2.5 Levels and Mortality
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批准号:10372176
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资助金额:$19.54万
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财政年份:2021
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Dust storms and emergency department visits in four southwestern US states
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批准号:10372201
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项目类别:
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资助金额:$19.93万
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财政年份:2021
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依托单位:
Extreme heat events and pregnancy duration: a national study
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批准号:10159262
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项目类别:
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资助金额:$53.3万
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财政年份:2018
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依托单位:
Extreme heat events and pregnancy duration: a national study
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项目类别:
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资助金额:$53.16万
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财政年份:2018
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依托单位:
Spatio-temporal data integration methods for infectious disease surveillance
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批准号:9311927
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项目类别:
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资助金额:$77.48万
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财政年份:2017
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负责人:Howard H Chang
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依托单位:
Data Integration Methods for Environmental Exposures with Applications to Air Pollution and Asthma Morbidity
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批准号:10115732
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项目类别:
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资助金额:$42.43万
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财政年份:2017
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负责人:Howard H Chang
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依托单位:
Data Integration Methods for Environmental Exposures with Applications to Air Pollution and Asthma Morbidity
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批准号:9291306
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项目类别:
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资助金额:$60.76万
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财政年份:2017
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负责人:Howard H Chang
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依托单位:
Statistical Methods for Exposure Uncertainty in Air Pollution and Health Studies
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批准号:8638270
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项目类别:
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资助金额:$25.37万
-
财政年份:2013
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负责人:Howard H Chang
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依托单位:
国内基金
海外基金
层出镰刀菌氮代谢调控因子AreA 介导伏马菌素 FB1 生物合成的作用机理
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资助金额:--
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批准年份:2021
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负责人:孙磊
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依托单位:
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批准年份:2020
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依托单位:
AREA国际经济模型的移植.改进和应用
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批准号:18870435
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项目类别:面上项目
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资助金额:2.0万元
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批准年份:1988
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负责人:史树中
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依托单位: