Human Environment Research, La Salle - Universitat Ramon Llull, 08022 Barcelona, Spain.
Research Group on Smart Society, La Salle - Universitat Ramon Llull, 08022 Barcelona, Spain.
J Proteome Res. 2023 Aug 4;22(8):2540-2547. doi: 10.1021/acs.jproteome.2c00602. Epub 2023 Jul 10.
The field of metabolomics has witnessed the development of hundreds of computational tools, but only a few have become cornerstones of this field. While MetaboLights and Metabolomics Workbench are two well-established data repositories for metabolomics data sets, Workflows4Metabolomics and MetaboAnalyst are two well-established web-based data analysis platforms for metabolomics. Yet, the raw data stored in the aforementioned repositories lack standardization in terms of the file system format used to store the associated acquisition files. Consequently, it is not straightforward to reuse available data sets as input data in the above-mentioned data analysis resources, especially for non-expert users. This paper presents CloMet, a novel open-source modular software platform that contributes to standardization, reusability, and reproducibility in the metabolomics field. CloMet, which is available through a Docker file, converts raw and NMR-based metabolomics data from MetaboLights and Metabolomics Workbench to a file format that can be used directly either in MetaboAnalyst or in Workflows4Metabolomics. We validated both CloMet and the output data using data sets from these repositories. Overall, CloMet fills the gap between well-established data repositories and web-based statistical platforms and contributes to the consolidation of a data-driven perspective of the metabolomics field by leveraging and connecting existing data and resources.
代谢组学领域见证了数百种计算工具的发展,但只有少数几种成为了该领域的基石。虽然 MetaboLights 和 Metabolomics Workbench 是两个成熟的代谢组学数据集数据库,但 Workflows4Metabolomics 和 MetaboAnalyst 是两个成熟的基于网络的代谢组学数据分析平台。然而,上述存储库中存储的原始数据在用于存储相关采集文件的文件系统格式方面缺乏标准化。因此,直接将可用数据集作为上述数据分析资源的输入数据进行重复利用并不容易,特别是对于非专家用户而言。本文介绍了 CloMet,这是一个新的开源模块化软件平台,有助于代谢组学领域的标准化、可重复使用性和可重复性。CloMet 通过 Docker 文件提供,可以将 MetaboLights 和 Metabolomics Workbench 中的原始和基于 NMR 的代谢组学数据转换为可直接在 MetaboAnalyst 或 Workflows4Metabolomics 中使用的文件格式。我们使用这些存储库中的数据集验证了 CloMet 和输出数据。总体而言,CloMet 填补了成熟的数据库和基于网络的统计平台之间的空白,并通过利用和连接现有的数据和资源,为代谢组学领域的数据驱动视角的整合做出了贡献。