Accelerating Cancer Genomics with Cloud-scale Bioconductor
Accelerating Cancer Genomics with Cloud-scale Bioconductor
批准号:
9478159
负责人:
VINCENT JAMES CAREY
金额:
$43.87万
依托单位国家:
美国
项目类别:
财政年份:
2017
资助国家:
美国
项目状态:
已结题
起止时间:
2017-05-01 至 2020-04-30
关键词:
AccelerationAchievementAddressAdoptedAnimal Cancer ModelArchitectureAwarenessBase SequenceBioconductorBioinformaticsBiological AssayBiologyClinical DataClinical TrialsCloud ComputingCollaborationsCollectionComputational BiologyComputer softwareComputersDataData AnalysesData AnalyticsData Storage and RetrievalDevelopmentEcosystemEngineeringEnvironmentEyeFosteringFoundationsGenomic Data CommonsGenomicsGoalsHandHarvestInformaticsInstitutesIntuitionLanguageLeadershipLettersMachine LearningMalignant NeoplasmsMethodologyMethodsModalityMolecularMolecular ProfilingMotivationMutation SpectraNeural Network SimulationOutcomeOutputPathway AnalysisPathway interactionsPatientsPerformancePhysiciansPilot ProjectsPlant RootsProcessPublicationsPublished CommentRecurrenceReproducibilityResearchResearch InfrastructureResearch PersonnelResistanceResolutionResourcesSchemeScientistSoftware EngineeringSoftware ToolsSourceStatistical ModelsStructureSystemSystems BiologyTensorFlowTestingThe Cancer Genome AtlasTimeUpdateValidationVariantWorkactionable mutationanalytical methodapplication programming interfacebasecancer genomecancer genomicscancer subtypescancer typecloud basedcomputing resourcesdata archivedata formatdata submissiondesignexperimental studyflexibilitygenome analysisgenome-widegenomic datagenomics cloudhigh dimensionalitynovel strategiespatient variabilityportabilityprototyperesponsesoftware developmentspellingtooltreatment responsetreatment strategytumortumor initiationusability
中文摘要
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英文摘要
PROJECT SUMMARY
The Bioconductor project is rooted in recognition that efficient, rigorous, and reproducible analysis of high-
dimensional data can be achieved when statisticians, biologists, and computer scientists federate efforts in a
transparent and carefully engineered way. The project Accelerating Cancer Genomics with Cloud-scale Bio-
conductor devises new approaches to carrying out genome-scale analysis of cancer data using cloud computing
environments. The proposal is based on strategies that have proven highly effective in fifteen years of supporting
collaborative and carefully engineered software for genome scale analysis in computational biology in the Biocon-
ductor project, based on the highly portable and widely adopted R language and environment for data analysis.
In Aim 1 we develop architecture and infrastructure for scalably harvesting cloud-based representations of large-
scale cancer genome studies such as The Cancer Genome Atlas, creating formal high-performance workflows
for processing and interpreting cancer genome analyses, and providing packaging and data distribution schemes
for moving data to the cloud for scalable analysis there. In Aim 2 we create and support independent creation of
intuitive and cancer-relevant interface components supporting reproducible interactive exploration and analysis
using the facilities of Rstudio. In Aim 3 we update and generalize the Bioconductor MLInterfaces metapackage to
support advanced machine learning using the cancer-oriented strategies and facilities devised in Aims 1 and 2.
Our proposal will benefit large numbers of cancer researchers who will be taking advantage of cloud resources,
probably with R close to hand, by marrying strengths of cloud-centric strategies for data archiving and query
resolution, to the strengths of Bioconductor development and analysis capabilities. We have letters of support
from the leadership of the three NCI Cancer Cloud Pilot projects for this project.
期刊论文(0)
专著(0)
科研奖励(0)
会议论文
Supplement: Enhancing Community Contributions to Bioconductor With Build System Containerization and a GPU for Testing
-
批准号:10838736
-
项目类别:
-
资助金额:$22.75万
-
财政年份:2023
-
负责人:VINCENT JAMES CAREY
-
依托单位:
Durable Common Fund Data Interfaces and Tutorials with Bioconductor
-
批准号:10356362
-
项目类别:
-
资助金额:$37.71万
-
财政年份:2021
-
负责人:VINCENT JAMES CAREY
-
依托单位:
Implementing the Genomic Data Science Analysis, Visualization, and Informatics Lab-space (AnVIL)
-
批准号:9789931
-
项目类别:
-
资助金额:$240.24万
-
财政年份:2018
-
负责人:VINCENT JAMES CAREY
-
依托单位:
Implementing the Genomic Data Science Analysis, Visualization, and Informatics Lab-space (AnVIL)
-
批准号:10450774
-
项目类别:
-
资助金额:$200.0万
-
财政年份:2018
-
负责人:VINCENT JAMES CAREY
-
依托单位:
Implementing the Genomic Data Science Analysis, Visualization, and Informatics Lab-space (AnVIL)
-
批准号:9974560
-
项目类别:
-
资助金额:$200.0万
-
财政年份:2018
-
负责人:VINCENT JAMES CAREY
-
依托单位:
DIET AND INSULIN SENSITIVITY: STATISTICAL METHODS
-
批准号:8637301
-
项目类别:
-
资助金额:$26.49万
-
财政年份:2014
-
负责人:VINCENT JAMES CAREY
-
依托单位:
DIET AND INSULIN SENSITIVITY: STATISTICAL METHODS
-
批准号:8788350
-
项目类别:
-
资助金额:$22.14万
-
财政年份:2014
-
负责人:VINCENT JAMES CAREY
-
依托单位:
Bioconductor: An Open-Source, Open-Development Computing Resource for Genomics
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批准号:10371030
-
项目类别:
-
资助金额:$132.4万
-
财政年份:2006
-
负责人:VINCENT JAMES CAREY
-
依托单位:
Bioconductor: An Open-Source, Open-Development Computing Resource for Genomics
-
批准号:10615635
-
项目类别:
-
资助金额:$131.97万
-
财政年份:2006
-
负责人:VINCENT JAMES CAREY
-
依托单位:
Bioconductor: An Open-Source, Open-Development Computing Resource for Genomics
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批准号:10088557
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项目类别:
-
资助金额:$133.59万
-
财政年份:2006
-
负责人:VINCENT JAMES CAREY
-
依托单位:
海外基金