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复杂组织中高通量单细胞RNA测序平台的性能比较

Performance comparison of high throughput single-cell RNA-Seq platforms in complex tissues.

作者信息

Colino-Sanguino Yolanda, Rodriguez de la Fuente Laura, Gloss Brian, Law Andrew M K, Handler Kristina, Pajic Marina, Salomon Robert, Gallego-Ortega David, Valdes-Mora Fatima

机构信息

Cancer Epigenetic Biology and Therapeutics Laboratory, Children's Cancer Institute, Lowy Cancer Centre, Kensington, NSW, Australia.

School of Clinical Medicine, Faculty of Medicine & Health, University of New South Wales Sydney, NSW, Australia.

出版信息

Heliyon. 2024 Aug 30;10(17):e37185. doi: 10.1016/j.heliyon.2024.e37185. eCollection 2024 Sep 15.

Abstract

Single-cell transcriptomics has emerged as the preferred tool to define cell identity through the analysis of gene expression signatures. However, there are limited studies that have comprehensively compared the performance of different scRNAseq systems in complex tissues. Here, we present a systematic comparison of two well-established high throughput 3'-scRNAseq platforms: 10× Chromium and BD Rhapsody, using tumours that present high cell diversity. Our experimental design includes both fresh and artificially damaged samples from the same tumours, which also provides a comparable dataset to examine their performance under challenging conditions. The performance metrics used in this study consist of gene sensitivity, mitochondrial content, reproducibility, clustering capabilities, cell type representation and ambient RNA contamination. These analyses showed that BD Rhapsody and 10× Chromium have similar gene sensitivity, while BD Rhapsody has the highest mitochondrial content. Interestingly, we found cell type detection biases between platforms, including a lower proportion of endothelial and myofibroblast cells in BD Rhapsody and lower gene sensitivity in granulocytes for 10× Chromium. Moreover, the source of the ambient noise was different between plate-based and droplet-based platforms. In conclusion, our reported platform differential performance should be considered for the selection of the scRNAseq method during the study experimental designs.

摘要

单细胞转录组学已成为通过分析基因表达特征来定义细胞身份的首选工具。然而,全面比较不同scRNAseq系统在复杂组织中的性能的研究有限。在这里,我们使用具有高度细胞多样性的肿瘤,对两种成熟的高通量3'-scRNAseq平台:10× Chromium和BD Rhapsody进行了系统比较。我们的实验设计包括来自同一肿瘤的新鲜样本和人工损伤样本,这也提供了一个可比较的数据集,以检验它们在具有挑战性的条件下的性能。本研究中使用的性能指标包括基因敏感性、线粒体含量、可重复性、聚类能力、细胞类型代表性和环境RNA污染。这些分析表明,BD Rhapsody和10× Chromium具有相似的基因敏感性,而BD Rhapsody的线粒体含量最高。有趣的是,我们发现不同平台之间存在细胞类型检测偏差,包括BD Rhapsody中内皮细胞和成肌纤维细胞的比例较低,以及10× Chromium中粒细胞的基因敏感性较低。此外,基于平板的平台和基于液滴的平台之间环境噪声的来源不同。总之,在研究实验设计过程中选择scRNAseq方法时,应考虑我们报告的平台差异性能。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a4a/11408078/e0ae10ba7b24/ga1.jpg

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