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Extracellular vesicles, RNA sequencing, and bioinformatic analyses: Challenges, solutions, and recommendations

核糖核酸 生物 计算生物学 细胞外小泡 转录组 微泡 小RNA 生物发生 胞外囊泡 外体 小RNA 非编码RNA RNA提取 基因 细胞生物学 遗传学 基因表达
作者
Rebecca T. Miceli,Tzu-yi Chen,Yohei Nose,Swapnil Tichkule,Barry W. Brown,John F. Fullard,Marilyn D. Saulsbury,Simone O. Heyliger,Sacha Gnjatic,Natasha Kyprianou,Carlos Cordon‐Cardo,Susmita Sahoo,Emanuela Taioli,Panos Roussos,Gustavo Stolovitzky,Edgar Gonzalez‐Kozlova,Navneet Dogra
出处
期刊:Journal of extracellular vesicles [Taylor & Francis]
卷期号:13 (12): e70005-e70005 被引量:56
标识
DOI:10.1002/jev2.70005
摘要

Abstract Extracellular vesicles (EVs) are heterogeneous entities secreted by cells into their microenvironment and systemic circulation. Circulating EVs carry functional small RNAs and other molecular footprints from their cell of origin, and thus have evident applications in liquid biopsy, therapeutics, and intercellular communication. Yet, the complete transcriptomic landscape of EVs is poorly characterized due to critical limitations including variable protocols used for EV‐RNA extraction, quality control, cDNA library preparation, sequencing technologies, and bioinformatic analyses. Consequently, there is a gap in knowledge and the need for a standardized approach in delineating EV‐RNAs. Here, we address these gaps by describing the following points by (1) focusing on the large canopy of the EVs and particles (EVPs), which includes, but not limited to – exosomes and other large and small EVs, lipoproteins, exomeres/supermeres, mitochondrial‐derived vesicles, RNA binding proteins, and cell‐free DNA/RNA/proteins; (2) examining the potential functional roles and biogenesis of EVPs; (3) discussing various transcriptomic methods and technologies used in uncovering the cargoes of EVPs; (4) presenting a comprehensive list of RNA subtypes reported in EVPs; (5) describing different EV‐RNA databases and resources specific to EV‐RNA species; (6) reviewing established bioinformatics pipelines and novel strategies for reproducible EV transcriptomics analyses; (7) emphasizing the significant need for a gold standard approach in identifying EV‐RNAs across studies; (8) and finally, we highlight current challenges, discuss possible solutions, and present recommendations for robust and reproducible analyses of EVP‐associated small RNAs. Overall, we seek to provide clarity on the transcriptomics landscape, sequencing technologies, and bioinformatic analyses of EVP‐RNAs. Detailed portrayal of the current state of EVP transcriptomics will lead to a better understanding of how the RNA cargo of EVPs can be used in modern and targeted diagnostics and therapeutics. For the inclusion of different particles discussed in this article, we use the terms large/small EVs, non‐vesicular extracellular particles (NVEPs), EPs and EVPs as defined in MISEV guidelines by the International Society of Extracellular Vesicles (ISEV).
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