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Structuring research methods and data with the research object model: genomics workflows as a case study

机译:使用研究对象模型构建研究方法和数据:以基因组学工作流程为案例

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摘要

BackgroundOne of the main challenges for biomedical research lies in the computer-assisted integrative study of large and increasingly complex combinations of data in order to understand molecular mechanisms. The preservation of the materials and methods of such computational experiments with clear annotations is essential for understanding an experiment, and this is increasingly recognized in the bioinformatics community. Our assumption is that offering means of digital, structured aggregation and annotation of the objects of an experiment will provide necessary meta-data for a scientist to understand and recreate the results of an experiment. To support this we explored a model for the semantic description of a workflow-centric Research Object (RO), where an RO is defined as a resource that aggregates other resources, e.g., datasets, software, spreadsheets, text, etc. We applied this model to a case study where we analysed human metabolite variation by workflows.
机译:背景技术生物医学研究的主要挑战之一是对大型且日益复杂的数据组合进行计算机辅助的综合研究,以了解分子机制。保留带有清晰注解的此类计算实验的材料和方法对于理解实验至关重要,这一点在生物信息学界越来越得到认可。我们的假设是,提供数字化,结构化聚合和注释实验对象的手段将为科学家提供必要的元数据,以帮助他们理解和重建实验结果。为了支持这一点,我们探索了一个以工作流为中心的研究对象(RO)的语义描述模型,其中RO被定义为一种资源,该资源聚集了其他资源,例如数据集,软件,电子表格,文本等。一个案例研究的模型,在该案例中我们通过工作流分析了人体代谢物的变异。

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