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Toward More Transparent and Reproducible Omics Studies Through a Common Metadata Checklist and Data Publications

机译:通过通用的元数据清单和数据出版物来进行更加透明和可重现的组学研究

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摘要

Biological processes are fundamentally driven by complex interactions between biomolecules. Integrated high-throughput omics studies enable multifaceted views of cells, organisms, or their communities. With the advent of new post-genomics technologies, omics studies are becoming increasingly prevalent; yet the full impact of these studies can only be realized through data harmonization, sharing, meta-analysis, and integrated research. These essential steps require consistent generation, capture, and distribution of metadata. To ensure transparency, facilitate data harmonization, and maximize reproducibility and usability of life sciences studies, we propose a simple common omics metadata checklist. The proposed checklist is built on the rich ontologies and standards already in use by the life sciences community. The checklist will serve as a common denominator to guide experimental design, capture important parameters, and be used as a standard format for stand-alone data publications. The omics metadata checklist and data publications will create efficient linkages between omics data and knowledge-based life sciences innovation and, importantly, allow for appropriate attribution to data generators and infrastructure science builders in the post-genomics era. We ask that the life sciences community test the proposed omics metadata checklist and data publications and provide feedback for their use and improvement.
机译:从根本上说,生物分子之间复杂的相互作用是生物学过程的驱动力。集成的高通量组学研究使人们能够对细胞,有机体或其群落进行多方面的观察。随着新的后基因组技术的出现,组学研究变得越来越普遍。然而,只有通过数据统一,共享,荟萃分析和综合研究才能实现这些研究的全部影响。这些基本步骤需要一致地生成,捕获和分发元数据。为了确保透明性,促进数据统一并最大程度地提高生命科学研究的可重复性和可用性,我们提出了一个简单的通用组学元数据清单。提议的清单基于生命科学界已经使用的丰富本体和标准。该清单将作为指导实验设计,捕获重要参数的通用标准,并用作独立数据出版物的标准格式。 omics元数据清单和数据出版物将在omics数据与基于知识的生命科学创新之间建立有效的联系,重要的是,在后基因组学时代,应适当地归因于数据生成者和基础设施科学构建者。我们要求生命科学界对拟议的组学元数据清单和数据出版物进行测试,并为其使用和改进提供反馈。

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