奥米克数据的真实价值是什么? 提高研究成果并确保长期的数据卓越性
Eva Price1, Felix Feyertag2, Thomas Evans2
1Department of Biochemical Engineering, University College London, Gower Street, London WC1E 6BT, UK.
Nucleic acids research
|October 17, 2024
概括
公共存储库中的高通量omics数据为二级研究提供了巨大的价值. 然而,数据报告和策划方面的挑战阻碍了其充分利用,需要改善未来生物发现的提交标准.
科学领域:
- 生物信息学是一种生物信息学.
- 基因组学就是基因组学.
- 数据科学在生物学中的数据科学
背景情况:
- 公共存储库托管大量的高通量生物数据,包括对理解复杂生物系统至关重要的omics数据.
- 随着数据科学和生物研究中人工智能的进步,这些数据集的二次利用越来越重要.
研究的目的:
- 批判性地评估从公共存储库中二次使用omics数据的挑战,特别关注人类胚胎细胞系.
- 突出不同领域的研究人员由于当前的数据存储和平台标准而面临的障碍.
主要方法:
- 批判性评估现有的OMIC数据集和公共存储库结构.
- 对公开可用的生物数据的数据报告和策划实践的分析.
主要成果:
- 鉴定了二次数据利用中的重大挑战,这些挑战源于不一致的数据报告和存储标准.
- 观察到与数据存储平台接受不同物种数据而没有充分标准化的相关问题.
结论:
- 重新评估开放访问数据策划和提交程序对于克服当前挑战至关重要.
- 数据所有者的精细数据策划对于最大限度地提高立即研究影响和确保数据集的长期遗产至关重要.
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