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Accelerating Cancer Genomics with Cloud-scale Bioconductor

Accelerating Cancer Genomics with Cloud-scale Bioconductor
利用云规模 Bioconductor 加速癌症基因组学
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
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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.
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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:
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