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增强子元件的总功能评分可识别驱动胰腺细胞分化的谱系特异性增强子。

Total Functional Score of Enhancer Elements Identifies Lineage-Specific Enhancers That Drive Differentiation of Pancreatic Cells.

作者信息

Malladi Venkat S, Nagari Anusha, Franco Hector L, Kraus W Lee

机构信息

Laboratory of Signaling and Gene Regulation, Cecil H. and Ida Green Center for Reproductive Biology Sciences, The University of Texas Southwestern Medical Center, Dallas, TX, USA.

Department of Bioinformatics, The University of Texas Southwestern Medical Center, Dallas, TX, USA.

出版信息

Bioinform Biol Insights. 2020 Jul 1;14:1177932220938063. doi: 10.1177/1177932220938063. eCollection 2020.

Abstract

The differentiation of embryonic stem cells into various lineages is highly dependent on the chromatin state of the genome and patterns of gene expression. To identify lineage-specific enhancers driving the differentiation of progenitors into pancreatic cells, we used a previously described computational framework called Total Functional Score of Enhancer Elements (TFSEE), which integrates multiple genomic assays that probe both transcriptional and epigenomic states. First, we evaluated and compared TFSEE as an enhancer-calling algorithm with enhancers called using GRO-seq-defined enhancer transcripts (method 1) versus enhancers called using histone modification ChIP-seq data (method 2). Second, we used TFSEE to define the enhancer landscape and identify transcription factors (TFs) that maintain the multipotency of a subpopulation of endodermal stem cells during differentiation into pancreatic lineages. Collectively, our results demonstrate that TFSEE is a robust enhancer-calling algorithm that can be used to perform multilayer genomic data integration to uncover cell type-specific TFs that control lineage-specific enhancers.

摘要

胚胎干细胞向各种谱系的分化高度依赖于基因组的染色质状态和基因表达模式。为了鉴定驱动祖细胞分化为胰腺细胞的谱系特异性增强子,我们使用了一种先前描述的计算框架,称为增强子元件总功能评分(TFSEE),该框架整合了多种探测转录和表观基因组状态的基因组分析方法。首先,我们将TFSEE作为一种增强子调用算法,与使用GRO-seq定义的增强子转录本调用的增强子(方法1)以及使用组蛋白修饰ChIP-seq数据调用的增强子(方法2)进行评估和比较。其次,我们使用TFSEE来定义增强子景观,并鉴定在向内胚层干细胞亚群分化为胰腺谱系过程中维持其多能性的转录因子(TFs)。总体而言,我们的结果表明,TFSEE是一种强大的增强子调用算法,可用于进行多层基因组数据整合,以发现控制谱系特异性增强子的细胞类型特异性TFs。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3741/7331761/83f42e3cbde4/10.1177_1177932220938063-fig1.jpg

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