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作者:

Liu, Bo (Liu, Bo.) (学者:刘博) | Madduri, Ravi K. (Madduri, Ravi K..) | Sotomayor, Borja (Sotomayor, Borja.) | Chard, Kyle (Chard, Kyle.) | Lacinski, Lukasz (Lacinski, Lukasz.) | Dave, Utpal J. (Dave, Utpal J..) | Li, Jianqiang (Li, Jianqiang.) (学者:李建强) | Liu, Chunchen (Liu, Chunchen.) | Foster, Ian T. (Foster, Ian T..)

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摘要:

Due to the upcoming data deluge of genome data, the need for storing and processing large-scale genome data, easy access to biomedical analyses tools, efficient data sharing and retrieval has presented significant challenges. The variability in data volume results in variable computing and storage requirements, therefore biomedical researchers are pursuing more reliable, dynamic and convenient methods for conducting sequencing analyses. This paper proposes a Cloud-based bioinformatics workflow platform for large-scale next-generation sequencing analyses, which enables reliable and highly scalable execution of sequencing analyses workflows in a fully automated manner. Our platform extends the existing Galaxy workflow system by adding data management capabilities for transferring large quantities of data efficiently and reliably (via Globus Transfer), domain-specific analyses tools preconfigured for immediate use by researchers (via user-specific tools integration), automatic deployment on Cloud for on-demand resource allocation and pay-as-you-go pricing (via Globus Provision), a Cloud provisioning tool for auto-scaling (via HTCondor scheduler), and the support for validating the correctness of workflows (via semantic verification tools). Two bioinformatics workflow use cases as well as performance evaluation are presented to validate the feasibility of the proposed approach. (C) 2014 Elsevier Inc. All rights reserved.

关键词:

Bioinformatics Cloud computing Galaxy Scientific workflow Sequencing analyses

作者机构:

  • [ 1 ] [Liu, Bo]NEC Labs China, Beijing 100084, Peoples R China
  • [ 2 ] [Liu, Chunchen]NEC Labs China, Beijing 100084, Peoples R China
  • [ 3 ] [Madduri, Ravi K.]Univ Chicago, Computat Inst, Chicago, IL 60637 USA
  • [ 4 ] [Sotomayor, Borja]Univ Chicago, Computat Inst, Chicago, IL 60637 USA
  • [ 5 ] [Chard, Kyle]Univ Chicago, Computat Inst, Chicago, IL 60637 USA
  • [ 6 ] [Lacinski, Lukasz]Univ Chicago, Computat Inst, Chicago, IL 60637 USA
  • [ 7 ] [Dave, Utpal J.]Univ Chicago, Computat Inst, Chicago, IL 60637 USA
  • [ 8 ] [Foster, Ian T.]Univ Chicago, Computat Inst, Chicago, IL 60637 USA
  • [ 9 ] [Madduri, Ravi K.]Argonne Natl Lab, Div Math & Comp Sci, Argonne, IL 60439 USA
  • [ 10 ] [Foster, Ian T.]Argonne Natl Lab, Div Math & Comp Sci, Argonne, IL 60439 USA
  • [ 11 ] [Li, Jianqiang]Beijing Univ Technol, Sch Software Engn, Beijing 100022, Peoples R China

通讯作者信息:

  • 刘博

    [Liu, Bo]11F,Bld A,Innovat Plaza,Tsinghua Sci Pk, Beijing 100084, Peoples R China

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来源 :

JOURNAL OF BIOMEDICAL INFORMATICS

ISSN: 1532-0464

年份: 2014

卷: 49

页码: 119-133

4 . 5 0 0

JCR@2022

ESI学科: COMPUTER SCIENCE;

ESI高被引阀值:133

JCR分区:1

中科院分区:2

被引次数:

WoS核心集被引频次: 53

SCOPUS被引频次: 63

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

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