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一种用于定义糖尿病中β细胞高尔基体应激特征的计算方法。

A Computational Approach for Defining a Signature of β-Cell Golgi Stress in Diabetes.

机构信息

Department of Pediatrics, Indiana University School of Medicine, Indianapolis, IN.

Center for Diabetes and Metabolic Diseases, Indiana University School of Medicine, Indianapolis, IN.

出版信息

Diabetes. 2020 Nov;69(11):2364-2376. doi: 10.2337/db20-0636. Epub 2020 Aug 20.

Abstract

The Golgi apparatus (GA) is an important site of insulin processing and granule maturation, but whether GA organelle dysfunction and GA stress are present in the diabetic β-cell has not been tested. We used an informatics-based approach to develop a transcriptional signature of β-cell GA stress using existing RNA sequencing and microarray data sets generated using human islets from donors with diabetes and islets where type 1 (T1D) and type 2 (T2D) diabetes had been modeled ex vivo. To narrow our results to GA-specific genes, we applied a filter set of 1,030 genes accepted as GA associated. In parallel, we generated an RNA-sequencing data set from human islets treated with brefeldin A (BFA), a known GA stress inducer. Overlapping the T1D and T2D groups with the BFA data set, we identified 120 and 204 differentially expressed genes, respectively. In both the T1D and T2D models, pathway analyses revealed that the top pathways were associated with GA integrity, organization, and trafficking. Quantitative RT-PCR was used to validate a common signature of GA stress that included , , , and Taken together, these data indicate that GA-associated genes are dysregulated in diabetes and identify putative markers of β-cell GA stress.

摘要

高尔基体(GA)是胰岛素加工和颗粒成熟的重要场所,但糖尿病β细胞中是否存在 GA 细胞器功能障碍和 GA 应激尚未得到检验。我们使用基于信息学的方法,利用来自糖尿病供体的胰岛和已经在体外模拟 1 型(T1D)和 2 型(T2D)糖尿病的胰岛的现有 RNA 测序和微阵列数据集,开发了β细胞 GA 应激的转录特征。为了将我们的结果缩小到 GA 特异性基因,我们应用了一组 1030 个被认为与 GA 相关的基因作为筛选。同时,我们从用布雷菲德菌素 A(BFA)处理的人胰岛中生成了一个 RNA 测序数据集,BFA 是一种已知的 GA 应激诱导剂。将 T1D 和 T2D 组与 BFA 数据集重叠,我们分别鉴定出 120 和 204 个差异表达基因。在 T1D 和 T2D 模型中,通路分析表明,排名最高的通路与 GA 的完整性、组织和运输有关。实时定量 RT-PCR 用于验证 GA 应激的常见特征,该特征包括、、和。综上所述,这些数据表明 GA 相关基因在糖尿病中失调,并确定了β细胞 GA 应激的潜在标志物。

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