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FCC – An automated rule-based processing tool for life science data

机译:FCC –用于生命科学数据的基于规则的自动化处理工具

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Background Data processing in the bioinformatics field often involves the handling of diverse software programs in one workflow. The field is lacking a set of standards for file formats so that files have to be processed in different ways in order to make them compatible to different analysis programs. The problem is that mass spectrometry vendors at most provide only closed-source Windows libraries to programmatically access their proprietary binary formats. This prohibits the creation of an efficient and unified tool that fits all processing needs of the users. Therefore, researchers are spending a significant amount of time using GUI-based conversion and processing programs. Besides the time needed for manual usage, such programs also can show long running times for processing, because most of them make use of only a single CPU. In particular, algorithms to enhance data quality, e.g. peak picking or deconvolution of spectra, add waiting time for the users. Results To automate these processing tasks and let them run continuously without user interaction, we developed the FGCZ Converter Control (FCC) at the Functional Genomics Center Zurich (FGCZ) core facility. The FCC is a rule-based system for automated file processing that reduces the operation of diverse programs to a single configuration task. Using filtering rules for raw data files, the parameters for all tasks can be custom-tailored to the needs of every single researcher and processing can run automatically and efficiently on any number of servers in parallel using all available CPU resources. Conclusions FCC has been used intensively at FGCZ for processing more than hundred thousand mass spectrometry raw files so far. Since we know that many other research facilities have similar problems, we would like to report on our tool and the accompanying ideas for an efficient set-up for potential reuse.
机译:背景技术生物信息学领域中的数据处理通常涉及在一个工作流程中处理各种软件程序。该领域缺乏一套文件格式标准,因此必须以不同的方式处理文件,以使其与不同的分析程序兼容。问题在于,质谱供应商最多仅提供封闭源Windows库,以编程方式访问其专有的二进制格式。这禁止创建适合用户所有处理需求的高效且统一的工具。因此,研究人员花费大量时间使用基于GUI的转换和处理程序。除了手动使用所需的时间外,此类程序还可能显示较长的运行时间,因为它们中的大多数程序仅使用一个CPU。特别地,例如,用于提高数据质量的算法。峰采收或光谱去卷积,为用户增加了等待时间。结果为了使这些处理任务自动化并让它们在无需用户干预的情况下连续运行,我们在苏黎世功能基因组学中心(FGCZ)核心设施中开发了FGCZ转换器控制(FCC)。 FCC是用于自动化文件处理的基于规则的系统,可将多种程序的操作减少到单个配置任务中。使用原始数据文件的过滤规则,可以根据每个研究人员的需求量身定制所有任务的参数,并且可以使用所有可用CPU资源在任意数量的服务器上自动,高效地运行处理。结论到目前为止,FCC在FGCZ中已被广泛使用,用于处理数十万个质谱仪原始文件。既然我们知道许多其他研究机构都存在类似的问题,我们想报告一下我们的工具和附带的想法,以进行有效的设置以潜在地重用。

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