School of Medicine, Nankai University, Tianjin, 300071, China.
Nankai University Affiliated Eye Hospital, Tianjin, 300020, China.
Sci Rep. 2024 Jun 3;14(1):12749. doi: 10.1038/s41598-024-63109-5.
Keratoconus is corneal disease in which the progression of conical dilation of cornea leads to reduced visual acuity and even corneal perforation. However, the etiology mechanism of keratoconus is still unclear. This study aims to identify the signature genes related to cell death in keratoconus and examine the function of these genes. A dataset of keratoconus from the GEO database was analysed to identify the differentially expressed genes (DEGs). A total of 3558 DEGs were screened from GSE151631. The results of Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis showed that they mainly involved in response to hypoxia, cell-cell adhesion, and IL-17 signaling pathway. Then, the cell death-related genes datasets were intersected with the above 3558 DEGs to obtain 70 ferroptosis-related DEGs (FDEGs), 32 autophagy-related DEGs (ADEGs), six pyroptosis-related DEGs (PDEGs), four disulfidptosis-related DEGs (DDEGs), and one cuproptosis-related DEGs (CDEGs). After using Least absolute shrinkage and selection operator (LASSO), Random Forest analysis, and receiver operating characteristic (ROC) curve analysis, one ferroptosis-related gene (TNFAIP3) and five autophagy-related genes (CDKN1A, HSPA5, MAPK8IP1, PPP1R15A, and VEGFA) were screened out. The expressions of the above six genes were significantly decreased in keratoconus and the area under the curve (AUC) values of these genes was 0.944, 0.893, 0.797, 0.726, 0.882 and 0.779 respectively. GSEA analysis showed that the above six genes mainly play an important role in allograft rejection, asthma, and circadian rhythm etc. In conclusion, the results of this study suggested that focusing on these genes and autoimmune diseases will be a beneficial perspective for the keratoconus etiology research.
圆锥角膜是一种角膜疾病,其特征为角膜进行性锥形扩张,导致视力下降,甚至角膜穿孔。然而,圆锥角膜的病因机制尚不清楚。本研究旨在鉴定与圆锥角膜细胞死亡相关的特征基因,并研究这些基因的功能。对 GEO 数据库中的圆锥角膜数据集进行分析,以鉴定差异表达基因(DEGs)。从 GSE151631 中筛选出 3558 个 DEGs。GO 和 KEGG 分析结果表明,这些基因主要参与缺氧反应、细胞-细胞黏附以及 IL-17 信号通路。然后,将细胞死亡相关基因数据集与上述 3558 个 DEGs 进行交集,获得 70 个铁死亡相关 DEGs(FDEGs)、32 个自噬相关 DEGs(ADEGs)、6 个细胞焦亡相关 DEGs(PDEGs)、4 个二硫键依赖细胞死亡相关 DEGs(DDEGs)和 1 个铜死亡相关 DEGs(CDEGs)。通过 LASSO、随机森林分析和 ROC 曲线分析,筛选出 1 个铁死亡相关基因(TNFAIP3)和 5 个自噬相关基因(CDKN1A、HSPA5、MAPK8IP1、PPP1R15A 和 VEGFA)。这 6 个基因在圆锥角膜中的表达均显著降低,其 AUC 值分别为 0.944、0.893、0.797、0.726、0.882 和 0.779。GSEA 分析表明,这 6 个基因主要在同种异体移植排斥、哮喘和昼夜节律等方面发挥重要作用。综上所述,本研究结果表明,关注这些基因与自身免疫性疾病将为圆锥角膜病因研究提供有益视角。