Harry Perkins Institute of Medical Research, QEII Medical Centre and Centre for Medical Research, the University of Western Australia, PO Box 7214, 6 Verdun Street, Nedlands, Perth, Western Australia, 6009, Australia.
Telethon Kids Institute, Perth's Children Hospital, the University of Western Australia, 15 Hospital Avenue, Nedlands, Perth, Western Australia, 6009, Australia.
Genome Biol. 2020 Jun 2;21(1):130. doi: 10.1186/s13059-020-02048-6.
Single-cell RNA sequencing has been widely adopted to estimate the cellular composition of heterogeneous tissues and obtain transcriptional profiles of individual cells. Multiple approaches for optimal sample dissociation and storage of single cells have been proposed as have single-nuclei profiling methods. What has been lacking is a systematic comparison of their relative biases and benefits.
Here, we compare gene expression and cellular composition of single-cell suspensions prepared from adult mouse kidney using two tissue dissociation protocols. For each sample, we also compare fresh cells to cryopreserved and methanol-fixed cells. Lastly, we compare this single-cell data to that generated using three single-nucleus RNA sequencing workflows. Our data confirms prior reports that digestion on ice avoids the stress response observed with 37 °C dissociation. It also reveals cell types more abundant either in the cold or warm dissociations that may represent populations that require gentler or harsher conditions to be released intact. For cell storage, cryopreservation of dissociated cells results in a major loss of epithelial cell types; in contrast, methanol fixation maintains the cellular composition but suffers from ambient RNA leakage. Finally, cell type composition differences are observed between single-cell and single-nucleus RNA sequencing libraries. In particular, we note an underrepresentation of T, B, and NK lymphocytes in the single-nucleus libraries.
Systematic comparison of recovered cell types and their transcriptional profiles across the workflows has highlighted protocol-specific biases and thus enables researchers starting single-cell experiments to make an informed choice.
单细胞 RNA 测序已被广泛用于估计异质组织的细胞组成,并获得单个细胞的转录谱。已经提出了多种最佳的单细胞分离和储存方法,以及单核 RNA 测序方法。但缺乏对它们相对偏差和优势的系统比较。
在这里,我们比较了两种组织解离方案从成年小鼠肾脏中制备的单细胞悬液的基因表达和细胞组成。对于每个样本,我们还将新鲜细胞与冷冻保存和甲醇固定细胞进行比较。最后,我们将这种单细胞数据与使用三种单核 RNA 测序工作流程生成的数据进行比较。我们的数据证实了先前的报告,即在冰上消化可以避免 37°C 解离时观察到的应激反应。它还揭示了在冷或热解离中更丰富的细胞类型,这些细胞类型可能代表需要更温和或更苛刻的条件才能完整释放的群体。对于细胞储存,解离细胞的冷冻保存会导致上皮细胞类型大量丢失;相比之下,甲醇固定保存了细胞组成,但存在环境 RNA 泄漏的问题。最后,在单细胞和单核 RNA 测序文库之间观察到细胞类型组成的差异。特别是,我们注意到单核 RNA 文库中 T、B 和 NK 淋巴细胞的代表性不足。
对工作流程中恢复的细胞类型及其转录谱进行系统比较,突出了特定于方案的偏差,从而使开始单细胞实验的研究人员能够做出明智的选择。