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多组学大数据共享平台研究进展

Advances in multi-omics big data sharing platform research
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摘要 高通量检测技术的快速发展催生了海量的多组学数据,数据驱动型研究规模正逐步超越传统假设型研究。不同层次组学数据的组合,通过对系统生物学和疾病发展更深入和全面的解读,持续改变生物医学研究方式。同时,多组学数据庞大的数据规模、异质的数据特性,以及强烈的数据共享内源性需求,都推动组学数据向规模化、平台化、标准化共享的方向发展。该文首先介绍了代表性的多组学平台和各组学数据的特点,接着以多维组学数据百科全书NODE为例,从多组学数据融合和多组学数据安全共享两方面对相应的方法和技术进行了细致的阐述,并展望了多组学数据平台未来的发展方向。 High-throughput sequencing technologies have spurred a data-driven shift in biomedical research,producing vast quantities of multi-omics data that offer a comprehensive understanding of biological systems.The sheer volume and diversity of this data,along with the need for data sharing,call for standardized,scalable omics platforms.In this review,we first highlight key multi-omics platforms and their distinct features.Then,we explore methods for integrating and securely sharing multi-omics data using National Omics Data Encyclopedia(NODE),a multi-omics data repository.Lastly,we delve into the future prospects of multi-omics platforms.
作者 凌鋆超 曹瑞芳 李亦学 张国庆 LING Yun-Chao;CAO Rui-Fang;LI Yi-Xue;ZHANG Guo-Qing(Bio-Med Big Data Center,Shanghai Institute of Nutrition and Health,Chinese Academy of Sciences,Shanghai 200031,China;Guangzhou Laboratory,Guangzhou 510005,China)
出处 《生命科学》 CSCD 北大核心 2023年第12期1553-1560,共8页 Chinese Bulletin of Life Sciences
基金 国家重点研发计划(2018YFC2000205)。
关键词 多组学 大数据 数据平台 数据共享 multi-omics big data data platform data sharing
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