在哪里以及如何将大数据放在小碎片上
Daniel A Erlanson1, Stephen K Burley2,3, Daren Fearon4
1Frontier Medicines Corporation, South San Francisco, CA, USA.
Nature communications
|May 5, 2025
概括
晶体碎片选正在勃发展,但数据共享滞后. 建立数据保存机制对于研究进步和人工智能模型培训至关重要.
科学领域:
- 药物发现和结构生物学
背景情况:
- 通过晶体学进行碎片选已经迅速发展,专门的平台和库现在广泛可用.
- 尽管进行了众多的晶体学碎片选活动,但相关数据仍然在很大程度上未公布和无法访问.
研究的目的:
- 突出了对晶体碎片选数据集有效数据保存策略的关键需求.
- 强调数据可访问性对未来研究和人工智能模型开发的重要性.
主要方法:
- 透视性文章讨论了晶体碎片选数据管理的当前状态和未来需求.
主要成果:
- 数以百计的晶体学断片选活动已经产生了大量的数据.
- 大多数这些有价值的数据不是公开可访问的,阻碍了科学进步.
结论:
- 迫切需要开发强大的数据保护和可访问性机制.
- 可访问的数据集对于推进晶体碎片选研究和使人工智能驱动的药物发现至关重要.
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