A Cloud-Based Framework for Applying Metamorphic Testing to a Bioinformatics Pipeline

Michael Troup, A. Yang, A. Kamali, E. Giannoulatou, T. Chen, J. Ho
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引用次数: 9

Abstract

Testing of bioinformatics software often suffers from the oracle problem, especially when testing software that analyses human genome sequencing data. Metamorphic testing has been proposed to alleviate the oracle problem. Nonetheless, smaller research or clinical centres may be challenged by the complexity and resources required to implement a suitable metamorphic testing framework in practice. This paper presents a case study on how a cloud-based metamorphic testing framework can be applied to a widely used genomic sequencing pipeline, and discusses the future of implementing large-scale on-demand automated metamorphic testing using cloud-based resources.
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基于云的生物信息学管道变态测试应用框架
生物信息学软件的测试经常受到oracle问题的困扰,尤其是在测试分析人类基因组测序数据的软件时。已经提出了变形测试来缓解oracle问题。尽管如此,较小的研究或临床中心可能会受到在实践中实施合适的变质测试框架所需的复杂性和资源的挑战。本文介绍了一个基于云的变形测试框架如何应用于广泛使用的基因组测序管道的案例研究,并讨论了使用基于云的资源实现大规模按需自动化变形测试的未来。
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