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CRISPRlnc: a machine learning method for lncRNA-specific single-guide RNA design of CRISPR/Cas9 system

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成果类型:
期刊论文
作者:
Zitian Yang;Zexin Zhang;Jing Li;Wen Chen;Changning Liu*
通讯作者:
Changning Liu
作者机构:
[Zexin Zhang; Jing Li; Changning Liu] CAS Key Laboratory of Tropical Plant Resources and Sustainable Use , Yunnan Key Laboratory of Crop Wild Relatives Omics, Xishuangbanna Tropical Botanical Garden, Chinese Academy of Sciences, Kunming 650223 , China
[Wen Chen] Hunan Provincial Key Laboratory of Vascular Biology and Translational Medicine , School of Medicine, Hunan University of Chinese Medicine, Changsha 410208 , China
College of Life Sciences, University of Chinese Academy of Sciences , Beijing 100049 , China
[Zitian Yang] CAS Key Laboratory of Tropical Plant Resources and Sustainable Use , Yunnan Key Laboratory of Crop Wild Relatives Omics, Xishuangbanna Tropical Botanical Garden, Chinese Academy of Sciences, Kunming 650223 , China<&wdkj&>College of Life Sciences, University of Chinese Academy of Sciences , Beijing 100049 , China
通讯机构:
[Changning Liu] C
CAS Key Laboratory of Tropical Plant Resources and Sustainable Use , Yunnan Key Laboratory of Crop Wild Relatives Omics, Xishuangbanna Tropical Botanical Garden, Chinese Academy of Sciences, Kunming 650223 , China
语种:
英文
关键词:
CRISPR/Cas9;machine learning;lncRNA;sgRNA
期刊:
BRIEFINGS IN BIOINFORMATICS
ISSN:
1467-5463
年:
2024
卷:
25
期:
2
基金类别:
This work was supported by the Strategic Priority Research Program of the Chinese Academy of Sciences (XDA26030301); the National Natural Science Foundation of China (Grant No. 31970609); Top Talents Program in Science and Technology’ from Yunnan Province; and Startup Fund from Xishuangbanna Tropical Botanical Garden. The funders had no role in the study design, data collection, analysis and interpretation, or preparation of the manuscript. Publication costs are funded by the Strategic Priority Research Program of the Chinese Academy of Sciences (XDA26030301).
机构署名:
本校为其他机构
院系归属:
医学院
摘要:
CRISPR/Cas9 is a promising RNA-guided genome editing technology, which consists of a Cas9 nuclease and a single-guide RNA (sgRNA). So far, a number of sgRNA prediction softwares have been developed. However, they were usually designed for protein-coding genes without considering that long non-coding RNA (lncRNA) genes may have different characteristics. In this study, we first evaluated the performances of a series of known sgRNA-designing tools in the context of both coding and non-coding datasets. Meanwhile, we analyzed the underpinnings of t...

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