Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT 06511, USA; Yale Systems Biology Institute, Yale University, New Haven, CT 06516, USA.
Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT 06511, USA; Yale Systems Biology Institute, Yale University, New Haven, CT 06516, USA; Department of Human Genetics, University of Chicago, Chicago, IL 60637, USA.
Cell Rep. 2015 Mar 3;10(8):1398-409. doi: 10.1016/j.celrep.2015.01.062. Epub 2015 Feb 26.
A challenge of genome annotation is the identification of genes performing specific biological functions. Here, we propose a phylogenetic approach that utilizes RNA-seq data to infer the historical relationships among cell types and to trace the pattern of gene-expression changes on the tree. The hypothesis is that gene-expression changes coincidental with the origin of a cell type will be important for the function of the derived cell type. We apply this approach to the endometrial stromal cells (ESCs), which are critical for the initiation and maintenance of pregnancy. Our approach identified well-known regulators of ESCs, PGR and FOXO1, as well as genes not yet implicated in female fertility, including GATA2 and TFAP2C. Knockdown analysis confirmed that they are essential for ESC differentiation. We conclude that phylogenetic analysis of cell transcriptomes is a powerful tool for discovery of genes performing cell-type-specific functions.
基因组注释的一个挑战是识别执行特定生物学功能的基因。在这里,我们提出了一种基于系统发育的方法,该方法利用 RNA-seq 数据推断细胞类型之间的历史关系,并在树状图上追踪基因表达变化的模式。假设与细胞类型起源同时发生的基因表达变化对于衍生细胞类型的功能很重要。我们将这种方法应用于子宫内膜基质细胞(ESC),它们对于妊娠的启动和维持至关重要。我们的方法鉴定出了已知的 ESC 调节因子 PGR 和 FOXO1,以及尚未涉及女性生育能力的基因,包括 GATA2 和 TFAP2C。敲低分析证实它们对于 ESC 分化是必需的。我们得出结论,细胞转录组的系统发育分析是发现执行细胞类型特异性功能的基因的有力工具。