ImmCellFIE: producing high-resolution snapshots of the functions of immune cells
ImmCellFIE: producing high-resolution snapshots of the functions of immune cells
批准号:
10027185
负责人:
Nathan Enoch Lewis
金额:
$24.94万
依托单位国家:
美国
项目类别:
财政年份:
2020
资助国家:
美国
项目状态:
已结题
起止时间:
2020-06-22 至 2022-05-31
关键词:
AddressAlgorithmic AnalysisAutoimmune DiseasesBiologicalCell physiologyCellsChronicCommunicable DiseasesCommunicationCommunitiesComplexComputational algorithmComputer ModelsComputer softwareComputing MethodologiesCrohn&aposs diseaseCytokine ReceptorsDataData AnalysesData SetData SourcesDatabase and Analysis PortalDatabasesDepositionDevelopmentDiseaseEnzymesFAIR principlesGenesHealthHumanImmuneImmune systemImmunologicsImmunologyInflammationInformaticsInformation SystemsIntuitionMalignant NeoplasmsMeasurementMeasuresMembraneMetabolicMetabolismMetadataModelingMolecularOntologyOutputPathologicPathway AnalysisPathway interactionsPhenotypePhysiologicalPopulationProcessProteinsProteomicsPublishingReproducibilityResearchResearch PersonnelResolutionResourcesRoleSamplingSignal PathwaySignal TransductionSourceSystemSystems BiologyTechniquesTestingVisualizationWorkapplication programming interfacebasecell typecombatcomplex data cyber infrastructurecytokinedashboarddata and analysis portaldata reusedata sharingdata toolsdata warehousedifferential expressionexperimental studygraphical user interfaceimmune functioninsightinteroperabilitylarge datasetsmetabolomicsmiddlewaremodels and simulationnovelprogramspublic repositoryreceptorrepositorysecondary analysissecretory proteintooltranscriptomicsweb-enabled
中文摘要
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英文摘要
ABSTRACT
The immune system comprises a multitude of major cell types, each of which have unique functions.
Understanding these diverse functions is fundamental to unraveling the immune system’s role in combating
infectious disease, cancer development, autoimmune diseases, and chronic inflammation. The Immunology
Database and Analysis Portal (ImmPort) currently shares data from 391 immunology studies, allowing further
analysis by the immunology community. Integrating ImmPort data with additional community tools and data
can increase the reach and impact of this high-value resource. To facilitate deeper and more mechanistic
insights into the molecular basis of immunological functions, systems biology communities have created and
validated computational models and algorithms that can accurately elucidate and quantify the functions of a
cell based on analyses of omics data. Our computational toolbox, called CellFIE (Cell Function InferencE),
does this by using complex systems biology models to first define modules of genes that work together to
accomplish specific cell functions, and then overlaying omics data on these gene modules to infer changes in
the activities of these functions in any given sample. The initial implementation of CellFIE has successfully
quantified the scale of known metabolic functions for many different cell types, and differentiated functions of
immune cell types. Consequently, we propose to expand CellFIE beyond metabolism to capture the synthesis
and/or secretion of cytokines and membrane receptors involved in immune cell function. We will also adapt
CellFIE to capture functions of specific signaling pathways. To make this computational toolbox and other
omics analysis tools accessible and intuitive to researchers globally, we will develop ImmCellFIE, a
sustainable, extensible, and usable software package and data repository built on Findable, Accessible,
Interoperable and Reusable (FAIR) principles. Importantly, ImmCellFIE will include a web-enabled portal,
intuitive visualizations, easy-to-use programmable interfaces for integrating omics data from various
immunological databases, and the database annotations resulting from the ImmCellFIE secondary analyses. In
this way, we will democratize the complicated systems biology analyses. The metabolic, secretory, and
signaling phenotype annotations enabled by an intuitive dashboard and cyberinfrastructure that can easily
integrate external data sources and systems will broaden the reach of omics data in ImmPort, other databases,
and novel experiments. ImmCellFIE will harness these complex data to unravel detailed mechanisms in
immunology research and beyond.
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会议论文
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批准号:10484110
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资助金额:$27.44万
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财政年份:2022
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负责人:Nathan Enoch Lewis
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依托单位:
ImmCellFIE: producing high-resolution snapshots of the functions of immune cells
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负责人:Nathan Enoch Lewis
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Unraveling the mammalian secretory pathway through systems biology and algorithm development
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项目类别:
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资助金额:$43.45万
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财政年份:2016
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依托单位:
Unraveling the mammalian secretory pathway through systems biology and algorithm development
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财政年份:2016
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负责人:Nathan Enoch Lewis
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依托单位:
海外基金