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使用PIANO进行假尿苷鉴定和功能注释。

Pseudouridine Identification and Functional Annotation with PIANO.

作者信息

Yao Jiahui, Hao Cuiyueyue, Chen Kunqi, Meng Jia, Song Bowen

机构信息

Department of Biological Sciences, Xi'an Jiaotong-Liverpool University, Suzhou, Jiangsu, China.

Department of Mathematical Sciences, Xi'an Jiaotong-Liverpool University, Suzhou, Jiangsu, China.

出版信息

Methods Mol Biol. 2023;2624:153-162. doi: 10.1007/978-1-0716-2962-8_11.

Abstract

Pseudouridine (Ψ) is the first-discovered RNA modification abundantly present in many classes of RNAs, which plays a pivotal role in a series of biological processes. Accurately identifying the location of Ψ sites is helpful for relevant downstream researches. In this chapter, we introduce a website PIANO-for pseudouridine site (Ψ) identification and functional annotation, which enables researchers to predict human putative Ψ sites with a high-accuracy (average AUC of 0.955 under the full transcript model and 0.838 under the mature mRNA model when testing on six independent datasets). The posttranscriptional regulatory mechanisms of putative Ψ sites including miRNA-targets, RBP-binding regions, and splicing sites were also annotated. A comprehensive query database was also provided to deposit over 4300 human Ψ modifications, which is currently the most complete collection of experimental-derived Ψ sites. The PIANO website is freely accessible at: http://piano.rnamd.com or http://180.208.58.19/Ψ-WHISTLE .

摘要

假尿苷(Ψ)是最早发现的一种大量存在于多种RNA中的RNA修饰,它在一系列生物学过程中发挥着关键作用。准确识别Ψ位点的位置有助于相关的下游研究。在本章中,我们介绍了一个用于假尿苷位点(Ψ)识别和功能注释的网站PIANO,它使研究人员能够高精度地预测人类潜在的Ψ位点(在六个独立数据集上进行测试时,在完整转录本模型下平均AUC为0.955,在成熟mRNA模型下平均AUC为0.838)。还对潜在Ψ位点的转录后调控机制进行了注释,包括miRNA靶点、RBP结合区域和剪接位点。还提供了一个综合查询数据库,用于存储4300多个已有的人类Ψ修饰,这是目前最完整的实验衍生Ψ位点集合。PIANO网站可免费访问:http://piano.rnamd.comhttp://180.208.58.19/Ψ-WHISTLE

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