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Building a Science Gateway For Processing and Modeling Sequencing Data Via Apache Airavata

机译:构建用于通过Apache Airavata处理和建模测序数据的科学网关

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摘要

The amount of DNA sequencing data has been exponentially growing during the past decade due to advances in sequencing technology. Processing and modeling large amounts of sequencing data can be computationally intractable for desktop computing platforms. High performance computing (HPC) resources offer advantages in terms of computing power, and can be a general solution to these problems. Using HPCs directly for computational needs requires skilled users who know their way around HPCs and acquiring such skills take time. Science gateways acts as the middle layer between users and HPCs, providing users with the resources to accomplish compute-intensive tasks without requiring specialized expertise. We developed a web-based computing platform for genome biologists by customizing the PHP Gateway for Airavata (PGA) framework that accesses publicly accessible HPC resources via Apache Airavata. This web computing platform takes advantage of the Extreme Science and Engineering Discovery Environment (XSEDE) which provides the resources for gateway development, including access to CPU, GPU, and storage resources. We used this platform to develop a gateway for the dREG algorithm, an online computing tool for finding functional regions in mammalian genomes using nascent RNA sequencing data. The dREG gateway provides its users a free, powerful and user-friendly GPU computing resource based on XSEDE, circumventing the need of specialized knowledge about installation, configuration, and execution on an HPC for biologists. The dREG gateway is available at: .
机译:在过去的十年中,由于测序技术的进步,DNA测序数据的数量呈指数增长。对于桌面计算平台,对大量测序数据进行处理和建模可能很难实现。高性能计算(HPC)资源在计算能力方面具有优势,并且可以作为这些问题的通用解决方案。直接使用HPC满足计算需求需要熟练的用户,他们了解如何使用HPC并掌握这些技能需要时间。科学网关充当用户和HPC之间的中间层,为用户提供了无需专业知识即可完成计算密集型任务的资源。通过定制用于Airavata的PHP网关(PGA)框架,我们为基因组生物学家开发了基于Web的计算平台,该框架通过Apache Airavata访问可公开访问的HPC资源。该网络计算平台利用了极限科学与工程发现环境(XSEDE)的优势,该环境为网关开发提供了资源,包括对CPU,GPU和存储资源的访问。我们使用该平台开发了dREG算法的网关,该算法是使用新生RNA测序数据在哺乳动物基因组中查找功能区的在线计算工具。 dREG网关为用户提供了基于XSEDE的免费,功能强大且用户友好的GPU计算资源,从而避免了对生物学家在HPC上进行安装,配置和执行的专门知识的需求。 dREG网关位于:。

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