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Integration of ATAC-seq and RNA-seq identifies human alpha cell and beta cell signature genes

机译:ATAC-seq和RNA-seq的整合可鉴定人α细胞和β细胞签名基因

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Objective: Although glucagon-secreting @a-cells and insulin-secreting @b-cells have opposing functions in regulating plasma glucose levels, the two cell types share a common developmental origin and exhibit overlapping transcriptomes and epigenomes. Notably, destruction of @b-cells can stimulate repopulation via transdifferentiation of @a-cells, at least in mice, suggesting plasticity between these cell fates. Furthermore, dysfunction of both @a- and @b-cells contributes to the pathophysiology of type 1 and type 2 diabetes, and @b-cell de-differentiation has been proposed to contribute to type 2 diabetes. Our objective was to delineate the molecular properties that maintain islet cell type specification yet allow for cellular plasticity. We hypothesized that correlating cell type-specific transcriptomes with an atlas of open chromatin will identify novel genes and transcriptional regulatory elements such as enhancers involved in @a- and @b-cell specification and plasticity. Methods: We sorted human @a- and @b-cells and performed the ''Assay for Transposase-Accessible Chromatin with high throughput sequencing'' (ATAC-seq) and mRNA-seq, followed by integrative analysis to identify cell type-selective gene regulatory regions. Results: We identified numerous transcripts with either @a-cell- or @b-cell-selective expression and discovered the cell type-selective open chromatin regions that correlate with these gene activation patterns. We confirmed cell type-selective expression on the protein level for two of the top hits from our screen. The ''group specific protein'' (GC; or vitamin D binding protein) was restricted to @a-cells, while CHODL (chondrolectin) immunoreactivity was only present in @b-cells. Furthermore, @a-cell- and @b-cell-selective ATAC-seq peaks were identified to overlap with known binding sites for islet transcription factors, as well as with single nucleotide polymorphisms (SNPs) previously identified as risk loci for type 2 diabetes. Conclusions: We have determined the genetic landscape of human @a- and @b-cells based on chromatin accessibility and transcript levels, which allowed for detection of novel @a- and @b-cell signature genes not previously known to be expressed in islets. Using fine-mapping of open chromatin, we have identified thousands of potential cis-regulatory elements that operate in an endocrine cell type-specific fashion.
机译:目的:尽管分泌胰高血糖素的a细胞和分泌胰岛素的b细胞在调节血浆葡萄糖水平方面具有相反的功能,但这两种细胞类型具有共同的发育起源,并表现出重叠的转录组和表观基因组。值得注意的是,至少在小鼠中,@ b细胞的破坏可以通过@a细胞的转分化来刺激再繁殖,这表明这些细胞命运之间具有可塑性。此外,α-和β-b细胞的功能障碍均导致1型和2型糖尿病的病理生理,并且已经提出α-b-细胞去分化导致2型糖尿病。我们的目标是描绘维持胰岛细胞类型规格但允许细胞可塑性的分子特性。我们假设,将与细胞类型相关的转录组与开放染色质图谱相关联,将鉴定出新的基因和转录调控元件,例如参与@a和@b细胞规范和可塑性的增强子。方法:我们对人类@a和@b细胞进行了分类,并进行了“高通量测序的转座酶可及染色质测定”(ATAC-seq)和mRNA-seq,然后进行整合分析以鉴定选择性细胞类型基因调控区。结果:我们鉴定了许多具有@a细胞或@b细胞选择性表达的转录本,并发现了与这些基因激活模式相关的细胞类型选择性开放染色质区域。我们从屏幕上的两个热门命中中,确认了蛋白质水平上的细胞类型选择性表达。 “组特异性蛋白”(GC;或维生素D结合蛋白)仅限于@a细胞,而CHODL(软骨素)免疫反应性仅存在于@b细胞中。此外,鉴定出a细胞和b细胞选择性ATAC-seq峰与胰岛转录因子的已知结合位点以及先前被鉴定为2型糖尿病风险基因座的单核苷酸多态性(SNP)重叠。 。结论:我们已经基于染色质的可及性和转录水平确定了人类@a细胞和@b细胞的遗传格局,从而可以检测以前未知在胰岛中表达的新的@a细胞和@b细胞签名基因。 。使用开放染色质的精细映射,我们发现了成千上万种以内分泌细胞类型特异性方式运作的潜在顺式调控元件。

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