Wang Jing, Chen Hua-Chang, Sheng Quanhu, Dawson T Renee, Coffey Robert J, Patton James G, Weaver Alissa M, Shyr Yu, Liu Qi
Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN 37232, USA.
Center for Quantitative Sciences, Vanderbilt University Medical Center, Nashville, TN 37232, USA.
Cancers (Basel). 2023 Jun 30;15(13):3446. doi: 10.3390/cancers15133446.
Extracellular vesicles (EVs) are produced and released by most cells and are now recognized to play a role in intercellular communication through the delivery of molecular cargo, including proteins, lipids, and RNA. Small RNA sequencing (small RNA-seq) has been widely used to characterize the small RNA content in EVs. However, there is a lack of a systematic assessment of the quality, technical biases, RNA composition, and RNA biotypes enrichment for small RNA profiling of EVs across cell types, biofluids, and conditions.
We collected and reanalyzed small RNA-seq datasets for 2756 samples from 83 studies involving 55 with EVs only and 28 with both EVs and matched donor cells. We assessed their quality by the total number of reads after adapter trimming, the overall alignment rate to the host and non-host genomes, and the proportional abundance of total small RNA and specific biotypes, such as miRNA, tRNA, rRNA, and Y RNA.
We found that EV extraction methods varied in their reproducibility in isolating small RNAs, with effects on small RNA composition. Comparing proportional abundances of RNA biotypes between EVs and matched donor cells, we discovered that rRNA and tRNA fragments were relatively enriched, but miRNAs and snoRNA were depleted in EVs. Except for the export of eight miRNAs being context-independent, the selective release of most miRNAs into EVs was study-specific.
This work guides quality control and the selection of EV isolation methods and enhances the interpretation of small RNA contents and preferential loading in EVs.
细胞外囊泡(EVs)由大多数细胞产生并释放,现在人们认识到它们通过传递包括蛋白质、脂质和RNA在内的分子货物在细胞间通讯中发挥作用。小RNA测序(small RNA-seq)已被广泛用于表征EVs中的小RNA含量。然而,对于跨细胞类型、生物流体和条件的EVs小RNA谱分析,缺乏对其质量、技术偏差、RNA组成和RNA生物型富集的系统评估。
我们收集并重新分析了来自83项研究的2756个样本的小RNA-seq数据集,其中55项仅涉及EVs,28项同时涉及EVs和匹配的供体细胞。我们通过接头修剪后的读数总数、与宿主和非宿主基因组的总体比对率以及总小RNA和特定生物型(如miRNA、tRNA、rRNA和Y RNA)的比例丰度来评估它们的质量。
我们发现EV提取方法在分离小RNA的可重复性方面存在差异,对小RNA组成有影响。比较EVs和匹配的供体细胞之间RNA生物型的比例丰度,我们发现rRNA和tRNA片段相对富集,但EVs中的miRNA和snoRNA减少。除了8种miRNA的输出与背景无关外,大多数miRNA向EVs中的选择性释放是特定于研究的。
这项工作指导了质量控制和EV分离方法的选择,并增强了对EVs中小RNA含量和优先装载的解释。