Department of Urology, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China.
Institute of Urology, Capital Medical University, Beijing, China.
Front Immunol. 2024 Mar 1;15:1340997. doi: 10.3389/fimmu.2024.1340997. eCollection 2024.
Renal ischemia-reperfusion injury (RIRI) is an inevitable complication in the process of kidney transplantation and lacks specific therapy. The study aims to determine the underlying mechanisms of RIRI to uncover a promising target for efficient renoprotection.
Four bulk RNA-seq datasets including 495 renal samples of pre- and post-reperfusion were collected from the GEO database. The machine learning algorithms were utilized to ascertain pivotal endoplasmic reticulum stress genes. Then, we incorporated correlation analysis and determined the interaction pathways of these key genes. Considering the heterogeneous nature of bulk-RNA analysis, the single-cell RNA-seq analysis was performed to investigate the mechanisms of key genes at the single-cell level. Besides, 4-PBA was applied to inhibit endoplasmic reticulum stress and hence validate the pathological role of these key genes in RIRI. Finally, three clinical datasets with transcriptomic profiles were used to assess the prognostic role of these key genes in renal allograft outcomes after RIRI.
In the bulk-RNA analysis, endoplasmic reticulum stress was identified as the top enriched pathway and three endoplasmic reticulum stress-related genes (PPP1R15A, JUN, and ATF3) were ranked as top performers in both LASSO and Boruta analyses. The three genes were found to significantly interact with kidney injury-related pathways, including apoptosis, inflammatory response, oxidative stress, and pyroptosis. For oxidative stress, these genes were more strongly related to oxidative markers compared with antioxidant markers. In single-cell transcriptome, the three genes were primarily upregulated in endothelium, distal convoluted tubule cells, and collecting duct principal cells among 12 cell types of renal tissues in RIRI. Furthermore, distal convoluted tubule cells and collecting duct principal cells exhibited pro-inflammatory status and the highest pyroptosis levels, suggesting their potential as main effectors of three key genes for mediating RIRI-associated injuries. Importantly, inhibition of these key genes using 4-phenyl butyric acid alleviated functional and histological damage in a mouse RIRI model. Finally, the three genes demonstrated highly prognostic value in predicting graft survival outcomes.
The study identified three key endoplasmic reticulum stress-related genes and demonstrated their prognostic value for graft survival, providing references for individualized clinical prevention and treatment of postoperative complications after renal transplantation.
肾缺血再灌注损伤(RIRI)是肾移植过程中不可避免的并发症,目前缺乏特异性治疗方法。本研究旨在明确 RIRI 的潜在机制,以期找到有效的肾保护作用靶点。
从 GEO 数据库中收集了 495 例肾移植术前和再灌注后肾组织的 4 个 bulk RNA-seq 数据集。利用机器学习算法确定关键内质网应激基因。然后,我们进行了相关性分析,并确定了这些关键基因的相互作用途径。考虑到 bulk-RNA 分析的异质性,我们进行了单细胞 RNA-seq 分析,以在单细胞水平研究关键基因的作用机制。此外,我们应用 4-PBA 抑制内质网应激,从而验证这些关键基因在 RIRI 中的病理作用。最后,我们使用 3 个具有转录组谱的临床数据集评估这些关键基因在 RIRI 后肾移植结局中的预后作用。
在 bulk-RNA 分析中,内质网应激被确定为最富集的途径,PPP1R15A、JUN 和 ATF3 这 3 个内质网应激相关基因在 LASSO 和 Boruta 分析中均表现出色。这 3 个基因与肾脏损伤相关途径(包括细胞凋亡、炎症反应、氧化应激和细胞焦亡)显著相互作用。在氧化应激方面,这些基因与氧化标志物的相关性强于抗氧化标志物。在单细胞转录组中,这 3 个基因在 RIRI 中 12 种肾组织细胞类型中的内皮细胞、远曲小管细胞和集合管主细胞中主要上调。此外,远曲小管细胞和集合管主细胞表现出促炎状态和最高的细胞焦亡水平,表明它们可能是这 3 个关键基因介导 RIRI 相关损伤的主要效应器。重要的是,使用 4-苯丁酸抑制这些关键基因可减轻小鼠 RIRI 模型的功能和组织学损伤。最后,这 3 个基因在预测移植物存活结局方面具有高度的预后价值。
本研究确定了 3 个关键的内质网应激相关基因,并证明了它们对移植物存活的预后价值,为肾移植术后并发症的个体化临床预防和治疗提供了参考。