Definition of regulatory elements and transcription factors controlling porcine immune cell gene expression at single cell resolution using single nucleus ATAC-seq

IF 3.4 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY
Pengxin Yang , Ryan Corbett , Lance Daharsh , Juber Herrera Uribe , Kristen A. Byrne , Crystal L. Loving , Christopher Tuggle
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引用次数: 0

Abstract

The transcriptome of porcine peripheral blood mononuclear cells (PBMC) at single cell (sc) resolution is well described, but little is understood about the cis-regulatory mechanism behind scPBMC gene expression. Here, we profiled the open chromatin landscape of porcine PBMC that define cis-regulatory elements and mechanism contributing to the transcription using single nucleus ATAC sequencing (snATAC-seq). Approximately 22 % of the identified peaks overlapped with annotated transcription start sites (TSS). Using clustering based on open chromatin pattern similarity, we demonstrate that cell type annotations using snATAC-seq are highly concordant to that reported for sc RNA sequencing (scRNA-seq). The differentially accessible peaks (DAPs) for each cell type were characterized and the pattern of accessibility of the DAPs near cell type markers across cell types was similar to that of the average gene expression level of corresponding marker genes. Additionally, we found that peaks identified in snATAC-seq have the potential power to predict the cell type specific transcription starting site (TSS). We identified both transcription factors (TFs) whose binding motif were enriched in cell type DAPs of multiple cell types and cell type specific TFs by conducting transcription factor binding motif (TFBM) analysis. Furthermore, we identified the putative enhancer or promoter regions bound by TFs for each differentially expressed gene (DEG) with a DAP that overlapped with its TSS by generating cis-co-accessibility networks (CCAN). To predict the regulators of such DEGs, TFBM analysis was performed for each CCAN. The regulator TF-target DEG pairs predicted in this way were largely consistent with the results reported in the ENCODE Transcription Factor Targets Dataset (TFTD). This snATAC-seq approach provides insights into the regulation of chromatin accessibility landscape of porcine PBMCs and enables discovery of TFs predicted to control DEG through binding regulatory elements whose chromatin accessibility correlates with the DEG promoter region.
利用单核 ATAC-seq 以单细胞分辨率确定控制猪免疫细胞基因表达的调控元件和转录因子。
单细胞(sc)分辨率的猪外周血单核细胞(PBMC)转录组已经得到了很好的描述,但对scPBMC基因表达背后的顺式调控机制却知之甚少。在这里,我们利用单核 ATAC 测序(snATAC-seq)分析了猪 PBMC 的开放染色质图谱,以确定顺式调控元件和转录机制。鉴定出的峰值中约有 22% 与注释的转录起始位点(TSS)重叠。通过基于开放染色质模式相似性的聚类,我们证明使用 snATAC-seq 进行的细胞类型注释与 sc RNA 测序(scRNA-seq)报告的注释高度一致。我们对每种细胞类型的差异可及峰(DAP)进行了表征,不同细胞类型细胞类型标记附近的差异可及峰的可及性模式与相应标记基因的平均基因表达水平相似。此外,我们发现在 snATAC-seq 中发现的峰具有预测细胞类型特定转录起始位点(TSS)的潜在能力。我们通过进行转录因子结合基序(TFBM)分析,确定了其结合基序在多种细胞类型 DAPs 中富集的转录因子(TFs)和细胞类型特异性 TFs。此外,我们还通过生成顺式-逆式可及性网络(CCAN),为每个DAP与其TSS重叠的差异表达基因(DEG)确定了与TF结合的增强子或启动子区域。为了预测这些 DEG 的调控因子,对每个 CCAN 进行了 TFBM 分析。通过这种方法预测的调节因子-靶标 DEG 对与 ENCODE 转录因子靶标数据集(TFTD)中报告的结果基本一致。这种snATAC-seq方法有助于深入了解猪PBMCs染色质可及性的调控情况,并能发现预测通过结合染色质可及性与DEG启动子区域相关的调控元件来控制DEG的TFs。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Genomics
Genomics 生物-生物工程与应用微生物
CiteScore
9.60
自引率
2.30%
发文量
260
审稿时长
60 days
期刊介绍: Genomics is a forum for describing the development of genome-scale technologies and their application to all areas of biological investigation. As a journal that has evolved with the field that carries its name, Genomics focuses on the development and application of cutting-edge methods, addressing fundamental questions with potential interest to a wide audience. Our aim is to publish the highest quality research and to provide authors with rapid, fair and accurate review and publication of manuscripts falling within our scope.
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