Cross Repository Metabolomics Data and Workflow Integration
Cross Repository Metabolomics Data and Workflow Integration
批准号:
10576731
负责人:
PIETER C DORRESTEIN
金额:
$30.28万
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:
已结题
起止时间:
2022-09-20 至 2024-09-19
关键词:
AddressAnimal ModelBiologicalCommunitiesComputing MethodologiesControlled VocabularyDataData AnalysesData SetEcosystemEnvironmentFAIR principlesFundingHuman MicrobiomeInfrastructureInternetJointsMass Spectrum AnalysisMeta-AnalysisMetadataMethodsMolecularNatural ProductsPhysical activityPublishingReproducibilityResearchResourcesSemanticsSoftware ToolsSourceStandardizationTestingTransducersUnited States National Institutes of HealthValidationVisualizationanalysis pipelinebasebioinformatics pipelinecomputer infrastructurecomputerized toolsdashboarddata analysis pipelinedata exchangedata explorationdata formatdata harmonizationdata repositorydata resourcedata toolsexperimental studyfile formatheterogenous datainsightinteroperabilitymetabolomicsmetabolomics resourcemetadata standardsportabilitypreventrepositorysecondary analysissocial
中文摘要
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英文摘要
Project Summary/Abstract
The lack of uniformity in published experimental methods and data is a major impediment for the
research community to compare, corroborate, and build upon biomedical discoveries. The FAIR
data principles state that research data should be “findable, accessible, interoperable, and
reusable.” Public metabolomics data repositories and large-scale studies supported by the NIH
Common Fund, including Metabolomics Workbench and the Integrated Human Microbiome
Project (iHMP), and other public mass spectrometry data repositories, such as the Global Natural
Products Social Molecular Networking (GNPS) and MetaboLights, have made progress in recent
years to address the first two FAIR principles by making metabolomics data easily findable and
accessible. Unfortunately, the final two FAIR principles, which state that data should be
interoperable and reusable, have not been adequately addressed yet by the metabolomics
community. This prevents metabolomics data from multiple relevant studies to be compared and
co-analyzed. This proposal aims to bridge this interoperability and reusability gap by harmonizing
community standards and creating accompanying computational tools for data re-analysis.
Specifically, this proposal will 1. Standardize and convert mass spectrometry data formats (Aim
1), 2. Harmonize experimental metadata and analysis results with common controlled vocabulary
with consistent semantics across all experiments (Aim 1), 3. Develop web infrastructure to find
and explore datasets by metadata (Aim 1), and 4. Develop cloud-enabled portable, reusable, and
scalable co-analysis bioinformatics pipelines (Aim 2). Successful completion of these aims will
democratize the ability for the entire metabolomics community to corroborate published findings,
discover new metabolites that are highlighted only when co-analyzing datasets, and test
translational hypotheses across different model organisms.
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科研奖励(0)
会议论文
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财政年份:2012
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依托单位:
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财政年份:2011
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依托单位:
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财政年份:2011
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海外基金