Enhancing CBTN digital pathology processing pipeline through the use AWS cloud-based services to enable automation, parallel processing, and rapid use of AI/ML analytics
Enhancing CBTN digital pathology processing pipeline through the use AWS cloud-based services to enable automation, parallel processing, and rapid use of AI/ML analytics
批准号:
10827712
负责人:
Robert J Carroll
金额:
$28.22万
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:
未结题
起止时间:
2017-09-26 至 2025-08-31
关键词:
AccelerationAdoptionAdultArtificial IntelligenceAutomationBig DataBiologicalBrain NeoplasmsCancer EtiologyChildChildhoodChildhood Brain NeoplasmClinical DataCloud ComputingCloud ServiceCommunitiesDataData AnalyticsData SetDevelopmentDiseaseEcosystemEnvironmentEtiologyFundingGenerationsGoalsHealthcareHuman ResourcesImageInfrastructureIngestionIntakeKnowledgeLife Cycle StagesMachine LearningMalignant Childhood NeoplasmMalignant NeoplasmsManualsMedical ImagingMethodsModalityModernizationMolecularMorphologyPathologyPathway interactionsPatient CarePatientsPediatric ResearchPerformancePopulationPreparationProcessPropertyResearchResolutionResourcesSamplingScanningServicesSiteSlideSoftware ToolsStructural Congenital AnomaliesTechnologyTestingTranslationsTumor BiologyUnited States National Institutes of HealthWorkadvanced analyticschildhood cancer mortalityclinical phenotypecloud basedcloud platformcloud storagecomputing resourcescostcost estimatedata explorationdata ingestiondata integrationdata managementdata portaldata repositorydata resourcedata sharingdigitaldigital pathologyempowermentfeasibility testingflexibilitygenomic datalarge scale datamachine learning methodmultimodalitymultiple omicsnovelopen sourceparallel processingparallelizationpersonalized medicinephenotypic dataprecision medicineprogramsresearch studysoftware developmentstandard of caretooltranslational modeluser-friendlyweb servicesyears of life lost
中文摘要
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英文摘要
PROJECT SUMMARY
The Gabriella Miller Kids First pediatric research program is a collaborative initiative with the goal of
understanding the etiology and drivers of pediatric diseases. Related efforts include (1) developing data-driven
platforms, workflows and tools; (2) accelerating discovery of generic causes and shared biologic pathways
within and across conditions; and (3) enabling rapid translation of scientific discoveries to personalized
treatments. Through this program, some of the largest, multi-modal pediatric datasets have been generated,
harmonized, and released for use by the research community. In parallel, developed software platforms have
enabled streamlined, user-friendly workflows in cloud environments to empower data exploration to analysis.
While this work has significantly advanced the use of integrated datasets, particularly for genomics and clinical
data, related advancements for medical imaging data have been slower. In the present project, we focus on
digital pathology data in research contexts and aim to enable the use of modern cloud infrastructure and
processes for Kids First digital pathology slides. Specifically, we will explore, implement, optimize, and assess
cloud platforms and services to reduce current challenges in data ingest and release, and preparation of digital
slide images for downstream analytics. The selected cloud solutions are expected to enable workflow
automation, scaling of computing resources, and full support of the entire data lifecycle. This should drastically
reduce the operational and computational costs of utilizing Kids First digital pathology data across research
contexts. Together, this project will bridge digital pathology data and tools with high-performance cloud
workspaces to accelerate their use with advanced analytics and multi-modal integration for all Kids First
pediatric data.
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会议论文
AnVIL Clinical Environment for Innovation and Translation (ACE-IT)
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批准号:10747551
-
项目类别:
-
资助金额:$149.44万
-
财政年份:2023
-
负责人:Robert J Carroll
-
依托单位:
Data Management and Portal for the INCLUDE (DAPI) Project
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批准号:10697338
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项目类别:
-
资助金额:$386.95万
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财政年份:2020
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负责人:Robert J Carroll
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依托单位:
Advancing Image Data Interoperability and Standards within an NIH Ecosystem (AIDISNE): A CHOP, FlyWheel, and Seven Bridges Integration Demonstration Project
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批准号:10690302
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项目类别:
-
资助金额:$91.19万
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财政年份:2020
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负责人:Robert J Carroll
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依托单位:
Data Management and Portal for the INCLUDE (DAPI) Project
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批准号:10264912
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项目类别:
-
资助金额:$386.95万
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财政年份:2020
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负责人:Robert J Carroll
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依托单位:
User-ready tools and scalable workflows for INCLUDE datasets in the cloud: advancing brain imaging data management and analytics
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批准号:10406678
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项目类别:
-
资助金额:$27.36万
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财政年份:2020
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负责人:Robert J Carroll
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依托单位:
Data Management and Portal for the INCLUDE (DAPI) Project
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批准号:10472037
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项目类别:
-
资助金额:$386.95万
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财政年份:2020
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负责人:Robert J Carroll
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依托单位:
The AnVIL Data Ecosystem
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批准号:10222996
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项目类别:
-
资助金额:$50.0万
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财政年份:2018
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负责人:Robert J Carroll
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依托单位:
The AnVIL Data Ecosystem
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批准号:10231107
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项目类别:
-
资助金额:$450.0万
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财政年份:2018
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负责人:Robert J Carroll
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依托单位:
The AnVIL Data Ecosystem
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批准号:10406082
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项目类别:
-
资助金额:$98.3万
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财政年份:2018
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负责人:Robert J Carroll
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依托单位:
The AnVIL Data Ecosystem
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批准号:9788512
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项目类别:
-
资助金额:$495.45万
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财政年份:2018
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负责人:Robert J Carroll
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依托单位:
The AnVIL Data Ecosystem
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批准号:10166400
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项目类别:
-
资助金额:$21.72万
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财政年份:2018
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负责人:Robert J Carroll
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依托单位:
The AnVIL Data Ecosystem DACReS Supplement
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批准号:10365770
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项目类别:
-
资助金额:$11.28万
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财政年份:2018
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负责人:Robert J Carroll
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依托单位:
The AnVIL Data Ecosystem
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批准号:10472503
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项目类别:
-
资助金额:$450.0万
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财政年份:2018
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负责人:Robert J Carroll
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依托单位:
Gabriella Miller Kids First Pediatric Data Resource Center: Advancing Collaborative Platform-Enabled Data-Driven Discovery at the Intersection of Childhood Development and Cancer
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批准号:10707964
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项目类别:
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资助金额:$400.0万
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财政年份:2017
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负责人:Robert J Carroll
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依托单位:
KF Supplement -- Sustainable and Optimized Cloud Resources on behalf of the Kids First Data Resources
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批准号:10888770
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项目类别:
-
资助金额:$50.0万
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财政年份:2017
-
负责人:Robert J Carroll
-
依托单位:
Gabriella Miller Kids First Pediatric Data Resource Center: Advancing Collaborative Platform-Enabled Data-Driven Discovery at the Intersection of Childhood Development and Cancer
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批准号:10513120
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项目类别:
-
资助金额:$400.0万
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财政年份:2017
-
负责人:Robert J Carroll
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依托单位:
海外基金