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InPACT:一种从 RNA 测序数据中准确描述内含子多聚腺苷酸化的计算方法。

InPACT: a computational method for accurate characterization of intronic polyadenylation from RNA sequencing data.

机构信息

The Province and Ministry Co-sponsored Collaborative Innovation Center for Medical Epigenetics, Tianjin Key Laboratory of Inflammatory Biology, The Second Hospital of Tianjin Medical University, Department of Bioinformatics, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, 300070, China.

Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, 300070, China.

出版信息

Nat Commun. 2024 Mar 22;15(1):2583. doi: 10.1038/s41467-024-46875-8.

Abstract

Alternative polyadenylation can occur in introns, termed intronic polyadenylation (IPA), has been implicated in diverse biological processes and diseases, as it can produce noncoding transcripts or transcripts with truncated coding regions. However, a reliable method is required to accurately characterize IPA. Here, we propose a computational method called InPACT, which allows for the precise characterization of IPA from conventional RNA-seq data. InPACT successfully identifies numerous previously unannotated IPA transcripts in human cells, many of which are translated, as evidenced by ribosome profiling data. We have demonstrated that InPACT outperforms other methods in terms of IPA identification and quantification. Moreover, InPACT applied to monocyte activation reveals temporally coordinated IPA events. Further application on single-cell RNA-seq data of human fetal bone marrow reveals the expression of several IPA isoforms in a context-specific manner. Therefore, InPACT represents a powerful tool for the accurate characterization of IPA from RNA-seq data.

摘要

可变多聚腺苷酸化可发生在内含子中,称为内含子多聚腺苷酸化(intronic polyadenylation,IPA),它与多种生物过程和疾病有关,因为它可以产生非编码转录本或截断编码区的转录本。然而,需要一种可靠的方法来准确描述 IPA。在这里,我们提出了一种名为 InPACT 的计算方法,它可以从常规的 RNA-seq 数据中精确地描述 IPA。InPACT 成功地鉴定了人类细胞中许多以前未注释的 IPA 转录本,其中许多是翻译的,这可以从核糖体分析数据中得到证明。我们已经证明,InPACT 在 IPA 的识别和定量方面优于其他方法。此外,InPACT 在单核细胞激活中的应用揭示了时间协调的 IPA 事件。在人类胎儿骨髓的单细胞 RNA-seq 数据上的进一步应用揭示了几种 IPA 异构体以特定于上下文的方式表达。因此,InPACT 代表了一种从 RNA-seq 数据中准确描述 IPA 的强大工具。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f21b/10960005/132e526dff31/41467_2024_46875_Fig1_HTML.jpg

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