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特发性肺动脉高压中衰老相关基因特征和分子亚型的鉴定和实验验证。

Identification and experimental verification of senescence-related gene signatures and molecular subtypes in idiopathic pulmonary arterial hypertension.

机构信息

Department of Cardiology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuangyong Road, Nanning, 530021, Guangxi, People's Republic of China.

Guangxi Key Laboratory of Precision Medicine in Cardio-Cerebrovascular Diseases Control and Prevention, Guangxi Clinical Research Center for Cardio-Cerebrovascular Diseases, No.6 Shuangyong Road, Nanning, 530021, Guangxi, People's Republic of China.

出版信息

Sci Rep. 2024 Sep 27;14(1):22157. doi: 10.1038/s41598-024-72979-8.

Abstract

Evidences illustrate that cell senescence contributes to the development of pulmonary arterial hypertension. However, the molecular mechanisms remain unclear. Since there may be different senescence subtypes between PAH patients, consistent senescence-related genes (SRGs) were utilized for consistent clustering by unsupervised clustering methods. Senescence is inextricably linked to the immune system, and the immune cells in each cluster were estimated by ssGSEA. To further screen out more important SRGs, machine learning algorithms were used for identification and their diagnostic value was assessed by ROC curves. The expression of hub genes were verified in vivo and in vitro. Transcriptome analysis was used to assess the effects of silence of hub gene on different pathways. Three senescence molecular subtypes were identified by consensus clustering. Compared with cluster A and B, most immune cells and checkpoint genes were higher in cluster C. Thus, we identified senescence cluster C as the immune subtype. The ROC curves of IGF1, HOXB7, and YWHAZ were remarkable in both datasets. The expression of these genes was increased in vitro. Western blot and immunohistochemical analyses revealed that YWHAZ expression was also increased. Our transcriptome analysis showed autophagy-related genes were significantly elevated after silence of YWHAZ. Our research provided several prospective SRGs and molecular subtypes. Silence of YWHAZ may contribute to the clearance of senescent endothelial cells by activating autophagy.

摘要

有证据表明,细胞衰老有助于肺动脉高压的发展。然而,其分子机制尚不清楚。由于 PAH 患者之间可能存在不同的衰老亚型,因此使用无监督聚类方法对一致的衰老相关基因 (SRGs) 进行一致聚类。衰老与免疫系统密切相关,通过 ssGSEA 估计每个聚类中的免疫细胞。为了进一步筛选出更重要的 SRGs,使用机器学习算法进行识别,并通过 ROC 曲线评估其诊断价值。在体内和体外验证了枢纽基因的表达。通过转录组分析评估沉默枢纽基因对不同通路的影响。通过共识聚类鉴定出三种衰老分子亚型。与 A 簇和 B 簇相比,C 簇中大多数免疫细胞和检查点基因更高。因此,我们将衰老簇 C 鉴定为免疫亚型。ROC 曲线在两个数据集均显示 IGF1、HOXB7 和 YWHAZ 具有显著意义。这些基因的表达在体外增加。Western blot 和免疫组织化学分析显示 YWHAZ 的表达也增加。我们的转录组分析表明沉默 YWHAZ 后自噬相关基因显著升高。我们的研究提供了几个有前景的 SRGs 和分子亚型。沉默 YWHAZ 可能通过激活自噬有助于清除衰老的内皮细胞。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d2d6/11437103/89919c0c5400/41598_2024_72979_Fig1_HTML.jpg

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