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Navigating the Depths and Avoiding the Shallows of Pancreatic Islet Cell Transcriptomes

机译:导航深度并避免浅表胰岛细胞转录组

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摘要

Islet gene expression has been widely studied to better understand the transcriptional features that define a healthy β-cell. Transcriptomes of FACS-purified α-, β-, and δ-cells using bulk RNA-sequencing have facilitated our understanding of the complex network of cross talk between islet cells and its effects on β-cell function. However, these approaches were by design not intended to resolve heterogeneity between individual cells. Several recent studies used single-cell RNA sequencing (scRNA-Seq) to report considerable heterogeneity within mouse and human β-cells. In this Perspective, we assess how this newfound ability to assess gene expression at single-cell resolution has enhanced our understanding of β-cell heterogeneity. We conduct a comprehensive assessment of several single human β-cell transcriptome data sets and ask if the heterogeneity reported by these studies showed overlap and concurred with previously known examples of β-cell heterogeneity. We also illustrate the impact of the inevitable limitations of working at or below the limit of detection of gene expression at single cell resolution and their consequences for the quality of single–islet cell transcriptome data. Finally, we offer some guidance on when to opt for scRNA-Seq and when bulk sequencing approaches may be better suited.
机译:胰岛基因表达已被广泛研究,以更好地理解定义健康β细胞的转录特征。使用批量RNA测序FACS纯化的α-,β-和δ细胞的转录组已经帮助我们了解了胰岛细胞之间复杂的串扰网络及其对β细胞功能的影响。但是,这些方法在设计上并非旨在解决单个细胞之间的异质性。最近的一些研究使用单细胞RNA测序(scRNA-Seq)报告了小鼠和人β细胞内的相当大的异质性。在此《观点》中,我们评估了这种以单细胞分辨率评估基因表达的新能力如何增强了我们对β细胞异质性的理解。我们对几个单一的人类β细胞转录组数据集进行了全面评估,并询问这些研究报告的异质性是否显示出重叠并与先前已知的β细胞异质性实例相一致。我们还说明了在单细胞分辨率下以低于或低于基因表达检测极限的工作不可避免的局限性及其对单胰岛细胞转录组数据质量的影响。最后,我们提供了有关何时选择scRNA-Seq以及何时可能更适合批量测序的一些指导。

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