量化促进微生物组数据标准和数据管理工作坊的影响
Julia M Kelliher1, Francisca E Rodriguez2, Leah Y D Johnson3
1Bioscience Division, Los Alamos National Laboratory, Los Alamos, NM, USA. jkelliher@lanl.gov.
Scientific reports
|March 23, 2025
概括
国家微生物组数据协作协会.
科学领域:
- 微生物组研究 微生物组研究
- 数据科学数据科学数据科学
- 生物信息学是一种生物信息学.
背景情况:
- 微生物组研究使用多omics快速推进,但数据可比性和可重复使用性由于标准和数据管理不佳而滞后.
- 缺乏标准化的做法阻碍了微生物组研究中的可复制性和数据共享.
- 国家微生物组数据协作 (NMDC) 建立了一个大使计划来弥补这些差距.
研究的目的:
- 评估NMDC大使计划社区学习模式对微生物组数据管理意识和实践的影响.
- 评估研讨会在培训早期职业研究人员的数据管理最佳实践方面的有效性.
- 量化参与者获得的知识和愿意应用学习的原则.
主要方法:
- 2023年NMDC大使队伍进行了21次研讨会,吸引了超过550名研究人员.
- 对来自15个活动的122名参与者进行了匿名研讨会后的调查.
- 调查数据量化了培训效率,知识获取和与数据管理有关的行为意图.
主要成果:
- 在122名受访研究人员中,有98%报告说,他们从研讨会中获得了知识.
- 参与者对元数据标准,数据管理和标准化的重要性有了更好的理解.
- 受访者表达了强烈的意愿,在他们的研究中实施数据管理实践.
结论:
- 实践研讨会和社区学习有效地传播微生物组数据管理的最佳实践.
- 该NMDC大使计划模型成功提高了数据管理原则的认识和应用.
- 学习的经验可以指导在微生物组研究中开发类似的教育计划.
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