Ye Yunyan, Dai Lei, Mugaanyi Joseph, Fu Weina, Hu Feng
Department of Ophthalmology, Ningbo Medical Centre Lihuili Hospital, Ningbo University, Ningbo 315040, Zhejiang, China.
Department of Hepato-Pancreato-Biliary Surgery, Ningbo Medical Centre Lihuili Hospital, Ningbo University, Ningbo 315040, Zhejiang, China.
Aging (Albany NY). 2024 Mar 25;16(7):6008-6034. doi: 10.18632/aging.205685.
Thyroid eye disease (TED) has brought great physical and mental trauma to patients worldwide. Although a few potential signaling pathways have been reported, knowledge of TED remains limited. Our objective is to explore the fundamental mechanism of TED and identify potential therapeutic targets using diverse approaches. To perform a range of bioinformatic analyses, such as identifying differentially expressed genes (DEGs), conducting enrichment analysis, establishing nomograms, analyzing weighted gene correlation network analysis (WGCNA), and studying immune infiltration, the datasets GSE58331, GSE105149, and GSE9340 were integrated. Further validation was conducted using qPCR, western blot, and immunohistochemistry techniques. Eleven ferroptosis-related DEGs derived from the lacrimal gland were originally screened. Their high diagnostic value was proven, and diagnostic prediction nomogram models with high accuracy and robustness were established by using machine learning. A total of 15 hub gene-related DEGs were identified by WGCNA. Through CIBERSORTx, we uncovered five immune cells highly correlated with TED and found several special associations between these immune cells and the above DEGs. Furthermore, EGR2 from the thyroid sample was revealed to be closely negatively correlated with most DEGs from the lacrimal gland. High expression of APOD, COPB2, MYH11, and MYCN, as well as CD4/CD8 T cells and B cells, was verified in the periorbital adipose tissues of TED patients. To summarize, we discovered a new gene signature associated with ferroptosis that has a critical impact on the development of TED and provides valuable insights into immune infiltration. These findings might highlight the new direction and therapeutic strategies of TED.
甲状腺眼病(TED)给全球患者带来了巨大的身心创伤。尽管已经报道了一些潜在的信号通路,但对TED的了解仍然有限。我们的目标是探索TED的基本机制,并使用多种方法确定潜在的治疗靶点。为了进行一系列生物信息学分析,如识别差异表达基因(DEG)、进行富集分析、建立列线图、分析加权基因共表达网络分析(WGCNA)以及研究免疫浸润,整合了数据集GSE58331、GSE105149和GSE9340。使用qPCR、蛋白质印迹和免疫组织化学技术进行了进一步验证。最初筛选了11个源自泪腺的铁死亡相关DEG。证实了它们具有较高的诊断价值,并通过机器学习建立了具有高准确性和稳健性的诊断预测列线图模型。通过WGCNA共鉴定出15个与枢纽基因相关的DEG。通过CIBERSORTx,我们发现了5种与TED高度相关的免疫细胞,并发现了这些免疫细胞与上述DEG之间的一些特殊关联。此外,甲状腺样本中的EGR2与泪腺中的大多数DEG呈密切负相关。在TED患者的眶周脂肪组织中证实了APOD、COPB2、MYH11和MYCN以及CD4/CD8 T细胞和B细胞的高表达。总之,我们发现了一个与铁死亡相关的新基因特征,它对TED的发展具有关键影响,并为免疫浸润提供了有价值的见解。这些发现可能为TED的新方向和治疗策略提供了线索。