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单细胞 RNA-Seq 样本多重分析试剂的风险-收益分析。

A risk-reward examination of sample multiplexing reagents for single cell RNA-Seq.

机构信息

The Walter and Eliza Hall Institute of Medical Research, 1G Royal Parade VIC, Melbourne 3052, VIC, Australia; Department of Medical Biology, University of Melbourne, Parkville, Melbourne 3010, VIC, Australia.

The Walter and Eliza Hall Institute of Medical Research, 1G Royal Parade VIC, Melbourne 3052, VIC, Australia.

出版信息

Genomics. 2024 Mar;116(2):110793. doi: 10.1016/j.ygeno.2024.110793. Epub 2024 Jan 14.

Abstract

Single-cell RNA sequencing (scRNA-Seq) has emerged as a powerful tool for understanding cellular heterogeneity and function. However the choice of sample multiplexing reagents can impact data quality and experimental outcomes. In this study, we compared various multiplexing reagents, including MULTI-Seq, Hashtag antibody, and CellPlex, across diverse sample types such as human peripheral blood mononuclear cells (PBMCs), mouse embryonic brain and patient-derived xenografts (PDXs). We found that all multiplexing reagents worked well in cell types robust to ex vivo manipulation but suffered from signal-to-noise issues in more delicate sample types. We compared multiple demultiplexing algorithms which differed in performance depending on data quality. We find that minor improvements to laboratory workflows such as titration and rapid processing are critical to optimal performance. We also compared the performance of fixed scRNA-Seq kits and highlight the advantages of the Parse Biosciences kit for fragile samples. Highly multiplexed scRNA-Seq experiments require more sequencing resources, therefore we evaluated CRISPR-based destruction of non-informative genes to enhance sequencing value. Our comprehensive analysis provides insights into the selection of appropriate sample multiplexing reagents and protocols for scRNA-Seq experiments, facilitating more accurate and cost-effective studies.

摘要

单细胞 RNA 测序 (scRNA-Seq) 已成为了解细胞异质性和功能的强大工具。然而,样品多路复用试剂的选择会影响数据质量和实验结果。在这项研究中,我们比较了各种多路复用试剂,包括 MULTI-Seq、Hashtag 抗体和 CellPlex,它们在不同的样品类型中都有应用,如人外周血单核细胞 (PBMCs)、小鼠胚胎大脑和患者来源的异种移植物 (PDXs)。我们发现,所有的多路复用试剂在对外界操作有较强抵抗力的细胞类型中都能很好地工作,但在更脆弱的样品类型中,信号与噪声问题较为突出。我们比较了多种去复用算法,它们的性能因数据质量而异。我们发现,实验室工作流程的微小改进,如滴定和快速处理,对最佳性能至关重要。我们还比较了固定 scRNA-Seq 试剂盒的性能,并强调了 Parse Biosciences 试剂盒在脆弱样品方面的优势。高多重 scRNA-Seq 实验需要更多的测序资源,因此我们评估了基于 CRISPR 的非信息基因破坏以提高测序价值。我们的综合分析为 scRNA-Seq 实验中选择合适的样品多路复用试剂和方案提供了见解,有助于更准确和更具成本效益的研究。

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