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单细胞表达相关性分析构建发育组织的基因表达图谱。

Gene expression atlas of a developing tissue by single cell expression correlation analysis.

机构信息

German Cancer Research Center (DKFZ), Heidelberg, Germany.

Heidelberg University, Heidelberg, Germany.

出版信息

Nat Methods. 2019 Aug;16(8):750-756. doi: 10.1038/s41592-019-0492-x. Epub 2019 Jul 29.

Abstract

The Drosophila wing disc has been a fundamental model system for the discovery of key signaling pathways and for our understanding of developmental processes. However, a complete map of gene expression in this tissue is lacking. To obtain a gene expression atlas in the wing disc, we employed single cell RNA sequencing (scRNA-seq) and developed a method for analyzing scRNA-seq data based on gene expression correlations rather than cell mapping. This enables us to compute expression maps for all detected genes in the wing disc and to discover 824 genes with spatially restricted expression patterns. This approach identifies clusters of genes with similar expression patterns and functional relevance. As proof of concept, we characterize the previously unstudied gene CG5151 and show that it regulates Wnt signaling. Our method will enable the leveraging of scRNA-seq data for generating expression atlases of undifferentiated tissues during development.

摘要

果蝇翅膀是发现关键信号通路和理解发育过程的基本模型系统。然而,这个组织的完整基因表达图谱还没有。为了获得翅膀的基因表达图谱,我们采用了单细胞 RNA 测序 (scRNA-seq) ,并开发了一种基于基因表达相关性而不是细胞映射来分析 scRNA-seq 数据的方法。这使我们能够计算翅膀中所有检测到的基因的表达图谱,并发现 824 个具有空间限制表达模式的基因。这种方法可以识别具有相似表达模式和功能相关性的基因簇。作为概念验证,我们对以前未研究过的基因 CG5151 进行了特征描述,并表明它调节 Wnt 信号。我们的方法将使利用 scRNA-seq 数据生成发育过程中未分化组织的表达图谱成为可能。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4e91/6675608/516cbc904245/EMS83380-f001.jpg

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