基于微孔和液滴方法分析低温保存的人支气管肺泡灌洗细胞的scrna测序比较

IF 5.3 2区 医学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY
Pierre Janssen, Joan Abinet, Latifa Karim, Wouter Coppieters, Catherine Moermans, Julien Guiot, Florence Schleich, Coraline Radermecker, Thomas Marichal
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引用次数: 0

摘要

单细胞和单核RNA测序(scRNA-seq)通过在单个细胞水平上提供转录组学数据,彻底改变了组织生物学和细胞异质性的探索。然而,利用新鲜材料的后勤挑战阻碍了调查,特别是对人类样本的调查。在这里,我们旨在通过实施和比较基于液滴和微孔包埋的人支气管肺泡灌洗液(BALF)细胞的两种低温保存和scRNA-seq方法来解决这一局限性。从常规诊断程序中收集4个BALF样本,并使用两种技术对每个样本进行分离和处理。虽然基于液滴的方法最初需要更多的细胞进行固定和冷冻保存,但测序和质量过滤后恢复的细胞显示出每个细胞中转录本和基因的数量显著增加。这在肺泡巨噬细胞、上皮细胞、肥大细胞和T细胞中尤为明显,而这两种方法同样能够捕获中性粒细胞的转录本。值得注意的是,基于微孔的方法独特地识别了脆弱的嗜酸性粒细胞。我们进行了单细胞调控网络推断和聚类(SCENIC)分析,发现预测与BALF免疫细胞群体分化和身份相关的关键转录因子活性的能力与每个细胞的转录物和基因数量相关。我们的结果可以作为设计涉及scRNA-seq分析的大规模转化和临床项目的资源。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Comparison of Droplet- and Microwell-based Methods to Analyze Cryopreserved Human BAL Cells by Single-Cell RNA Sequencing.

Single-cell and single-nucleus RNA sequencing (scRNA-seq) has revolutionized the exploration of tissue biology and cellular heterogeneity by delivering transcriptomic data at the individual-cell level. However, the logistical challenge of utilizing fresh material has hindered investigations, particularly on human samples. Here, we aimed to address this limitation by implementing and comparing two cryopreservation and scRNA-seq methods for human BAL fluid (BALF) cells on the basis of droplet and microwell entrapment. Four BALF samples were collected from routine diagnostic procedures, and each sample was divided and processed using both techniques. Although the droplet-based method initially required a greater number of cells for fixation and cryopreservation, cells recovered postsequencing, and quality filtering displayed significantly higher counts of transcripts and genes per cell. This was particularly evident for alveolar macrophages, epithelial cells, mast cells, and T cells, whereas both methodologies were similarly able to capture transcripts from neutrophils. Of note, the microwell-based approach uniquely identified fragile eosinophils. We performed single-cell regulatory network inference and clustering analyses and found that the ability to predict the activities of key transcription factors implicated in the differentiation and identity of BALF immune cell populations correlated with the amounts of transcripts and genes per cell. Our results can serve as a resource for the design of large-scale translational and clinical projects involving scRNA-seq analyses.

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来源期刊
CiteScore
11.20
自引率
3.10%
发文量
370
审稿时长
3-8 weeks
期刊介绍: The American Journal of Respiratory Cell and Molecular Biology publishes papers that report significant and original observations in the area of pulmonary biology. The focus of the Journal includes, but is not limited to, cellular, biochemical, molecular, developmental, genetic, and immunologic studies of lung cells and molecules.
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