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鉴定和验证糖尿病性角膜病变中细胞焦亡相关的枢纽基因特征及其相关调控轴

Identification and Validation of the Pyroptosis-Related Hub Gene Signature and the Associated Regulation Axis in Diabetic Keratopathy.

机构信息

Department of Ophthalmology, Fujian Medical University Union Hospital, Fuzhou, Fujian, China.

Department of Biochemistry, Wake Forest University School of Medicine, Winston-Salem, North Carolina 27101, USA.

出版信息

J Diabetes Res. 2024 Mar 18;2024:2920694. doi: 10.1155/2024/2920694. eCollection 2024.

Abstract

BACKGROUND

Diabetic keratopathy (DK) poses a significant challenge in diabetes mellitus, yet its molecular pathways and effective treatments remain elusive. The aim of our research was to explore the pyroptosis-related genes in the corneal epithelium of the streptozocin-induced diabetic rats.

METHODS

After sixteen weeks of streptozocin intraperitoneal injection, corneal epithelium from three diabetic rats and three normal groups underwent whole-transcriptome sequencing. An integrated bioinformatics pipeline, including differentially expressed gene (DEG) identification, enrichment analysis, protein-protein interaction (PPI) network, coexpression, drug prediction, and immune deconvolution analyses, identified hub genes and key drivers in DK pathogenesis. These hub genes were subsequently validated in vivo through RT-qPCR.

RESULTS

A total of 459 DEGs were screened out from the diabetic group and nondiabetic controls. Gene Set Enrichment Analysis highlighted significant enrichment of the NOD-like receptor, Toll-like receptor, and NF-kappa B signaling pathways. Intersection of DEGs and pyroptosis-related datasets showed 33 differentially expressed pyroptosis-related genes (DEPRGs) associated with pathways such as IL-17, NOD-like receptor, TNF, and Toll-like receptor signaling. A competing endogenous RNA network comprising 16 DEPRGs, 22 lncRNAs, 13 miRNAs, and 3 circRNAs was constructed. After PPI network, five hub genes (, , , , and ) were identified as upregulated in the diabetic group, and their expression was validated by RT-qPCR in streptozocin-induced rats. Immune infiltration characterization showed that diabetic corneas owned a higher proportion of resting mast cells, activated NK cells, and memory-resting CD4 T cells. Finally, several small compounds including all-trans-retinoic acid, Chaihu Shugan San, dexamethasone, and resveratrol were suggested as potential therapies targeting these hub genes for DK.

CONCLUSIONS

The identified and validated hub genes, , , , , and , may play crucial roles in DK pathogenesis and serve as therapeutic targets.

摘要

背景

糖尿病性角膜病变(DK)是糖尿病的一个重大挑战,但其分子途径和有效治疗方法仍难以捉摸。我们的研究旨在探索链脲佐菌素诱导的糖尿病大鼠角膜上皮中的细胞焦亡相关基因。

方法

在腹腔注射链脲佐菌素 16 周后,3 只糖尿病大鼠和 3 只正常大鼠的角膜上皮进行了全转录组测序。通过差异表达基因(DEG)鉴定、富集分析、蛋白质-蛋白质相互作用(PPI)网络、共表达、药物预测和免疫去卷积分析等综合生物信息学分析,鉴定出 DK 发病机制中的关键基因和关键驱动因素。随后通过 RT-qPCR 在体内验证这些关键基因。

结果

从糖尿病组和非糖尿病对照组中筛选出 459 个 DEG。基因集富集分析突出了 NOD 样受体、Toll 样受体和 NF-κB 信号通路的显著富集。DEG 与细胞焦亡相关数据集的交集显示,与 IL-17、NOD 样受体、TNF 和 Toll 样受体信号等通路相关的 33 个差异表达的细胞焦亡相关基因(DEPRG)。构建了包含 16 个 DEPRG、22 个 lncRNA、13 个 miRNA 和 3 个 circRNA 的竞争性内源性 RNA 网络。在 PPI 网络之后,确定了五个上调的关键基因(、、、、和),并通过 RT-qPCR 在链脲佐菌素诱导的大鼠中验证了它们的表达。免疫浸润特征表明,糖尿病角膜中静止肥大细胞、活化 NK 细胞和记忆性静息 CD4 T 细胞的比例较高。最后,建议几种小分子化合物,包括全反式维甲酸、柴胡疏肝散、地塞米松和白藜芦醇,作为针对这些关键基因治疗 DK 的潜在疗法。

结论

鉴定和验证的关键基因、、、、、和可能在 DK 的发病机制中发挥关键作用,并可作为治疗靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d5a0/10963115/883076c9b87a/JDR2024-2920694.001.jpg

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