Extracellular vesicle-derived miRNA-mediated cell–cell communication inference for single-cell transcriptomic data with miRTalk

IF 10.1 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY
Xin Shao, Lingqi Yu, Chengyu Li, Jingyang Qian, Xinyu Yang, Haihong Yang, Jie Liao, Xueru Fan, Xiao Xu, Xiaohui Fan
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引用次数: 0

Abstract

MicroRNAs are released from cells in extracellular vesicles (EVs), representing an essential mode of cell–cell communication (CCC) via a regulatory effect on gene expression. Single-cell RNA-sequencing technologies have ushered in an era of elucidating CCC at single-cell resolution. Herein, we present miRTalk, a pioneering approach for inferring CCC mediated by EV-derived miRNA-target interactions (MiTIs). The benchmarking against simulated and real-world datasets demonstrates the superior performance of miRTalk, and the application to four disease scenarios reveals the in-depth MiTI-mediated CCC mechanisms. Collectively, miRTalk can infer EV-derived MiTI-mediated CCC with scRNA-seq data, providing new insights into the intercellular dynamics of biological processes.
细胞外囊泡衍生的mirna介导的细胞-细胞通讯推断与miRTalk单细胞转录组数据
microrna通过细胞外囊泡(EVs)从细胞中释放出来,通过对基因表达的调节作用,代表了细胞-细胞通讯(CCC)的基本模式。单细胞rna测序技术已经迎来了在单细胞分辨率上阐明CCC的时代。在此,我们提出了miRTalk,这是一种推断由ev衍生的mirna -靶标相互作用(MiTIs)介导的CCC的开创性方法。对模拟和真实数据集的基准测试显示了miRTalk的优越性能,并且在四种疾病场景中的应用揭示了mti介导的CCC的深入机制。总的来说,miRTalk可以通过scRNA-seq数据推断ev衍生的miti介导的CCC,为生物过程的细胞间动力学提供新的见解。
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来源期刊
Genome Biology
Genome Biology Biochemistry, Genetics and Molecular Biology-Genetics
CiteScore
21.00
自引率
3.30%
发文量
241
审稿时长
2 months
期刊介绍: Genome Biology stands as a premier platform for exceptional research across all domains of biology and biomedicine, explored through a genomic and post-genomic lens. With an impressive impact factor of 12.3 (2022),* the journal secures its position as the 3rd-ranked research journal in the Genetics and Heredity category and the 2nd-ranked research journal in the Biotechnology and Applied Microbiology category by Thomson Reuters. Notably, Genome Biology holds the distinction of being the highest-ranked open-access journal in this category. Our dedicated team of highly trained in-house Editors collaborates closely with our esteemed Editorial Board of international experts, ensuring the journal remains on the forefront of scientific advances and community standards. Regular engagement with researchers at conferences and institute visits underscores our commitment to staying abreast of the latest developments in the field.
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