Ma Jianan, Wu Dawei, An Xinyuan, Zhang Yongrui, Wei Haijian
Key Laboratory of Organ Regeneration and Transplantation of the Ministry of Education, The First Hospital of Jilin University, Changchun Jilin, 130000, China.
National-local Joint Engineering Laboratory of Animal Models for Human Diseases, Jilin University, Changchun Jilin, 130000, China.
Sci Rep. 2025 Jul 1;15(1):20797. doi: 10.1038/s41598-025-09143-3.
Acute rejection (AR) after kidney transplantation, is a common and serious complication that occurs when the recipient's immune system attacks the graft, and the specific genes and molecular mechanisms underlying the role of mitophagy are still unclear. This study integrated two transcriptomic datasets (GSE129166 and GSE25902) from the GEO database. Thirty differential mitophagy-related genes were identified by intersecting differentially expressed genes, module genes obtained through weighted gene co-expression network analysis and mitophagy-related genes. Functional enrichment analysis uncovered several biological processes and signaling pathways associated with these genes. Four candidate genes including CCND1, ZC3H15, RPL38, and ARPC4, were further identified through Random Forest and Support Vector Machine with recursive feature elimination. Internal, external datasets and a nomogram confirmed they could effectively predict AR. Moreover, these genes significantly correlated with the infiltration of multiple immune cells. Differential expressions of the four genes were also validated in patient's peripheral blood and AR mice. These four mitophagy-related genes may be novel biomarkers for predicting the occurrence and diagnosis of AR.
肾移植后的急性排斥反应(AR)是一种常见且严重的并发症,发生于受体免疫系统攻击移植物时,而线粒体自噬作用背后的具体基因和分子机制仍不清楚。本研究整合了来自基因表达综合数据库(GEO数据库)的两个转录组数据集(GSE129166和GSE25902)。通过对差异表达基因、经加权基因共表达网络分析获得的模块基因和线粒体自噬相关基因进行交叉分析,鉴定出30个差异线粒体自噬相关基因。功能富集分析揭示了与这些基因相关的若干生物学过程和信号通路。通过随机森林和支持向量机结合递归特征消除法,进一步鉴定出包括细胞周期蛋白D1(CCND1)、锌指CCCH型包含15(ZC3H15)、核糖体蛋白L38(RPL38)和肌动蛋白相关蛋白4(ARPC4)在内的四个候选基因。内部、外部数据集和列线图证实它们能够有效预测急性排斥反应。此外,这些基因与多种免疫细胞的浸润显著相关。这四个基因的差异表达也在患者外周血和急性排斥反应小鼠中得到验证。这四个线粒体自噬相关基因可能是预测急性排斥反应发生和诊断的新型生物标志物。