Li Zhengyong, Sun Yifang, Wang Yixue, Liu Fengxun, Pan Shaokang, Li Songwei, Guo Zuishuang, Gao Dan, Yang Jinghua, Liu Zhangsuo, Liu Dongwei
Traditional Chinese Medicine Integrated Department of Nephrology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China.
Henan Province Research Center for Kidney Disease, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China.
Lupus Sci Med. 2025 Apr 23;12(1):e001446. doi: 10.1136/lupus-2024-001446.
This study aimed to identify novel, non-invasive biomarkers for lupus nephritis (LN) through serum proteomics.
Serum proteins were detected in patients with LN and healthy control (HC) groups through liquid chromatography-tandem mass spectrometry. The key networks associated with LN were screened out using Cytoscape software, followed by pathway enrichment analysis. The best candidate biomarkers were selected by machine learning models, further validated in a larger independent cohort. Finally, the expression of these candidate markers was verified in kidney tissue samples, and the mechanism was explored by knocking down the expression of intercellular adhesion molecule 2 (ICAM2) through in vitro cell transfection with siRNA.
Following the serum proteomic screening of LN, a key network of 20 proteins was identified. Machine learning models were used to select ICAM2 (CD102), metalloproteinase inhibitor 1 (TIMP1) and thrombospondin 1 (THSB1) for validation in independent cohorts. ICAM2 exhibited the highest area under the curve (AUC) value in distinguishing LN from HC (AUC=0.92) and was significantly correlated with activity index, proteinuria, albumin and anti-dsDNA antibody levels. Particularly, ICAM2 was significantly elevated in proliferative LN and was associated with specific pathological attributes, outperforming conventional parameters in distinguishing proliferative LN from non-proliferative LN. ICAM2 expression was also elevated in renal tissue samples from patients with proliferative LN. In vitro, knockdown of ICAM2 expression can inhibit the activation of the PI3K/Akt pathway and alleviate the injury of glomerular endothelial cells.
ICAM2 (CD102) may serve as a potential serum biomarker for proliferative LN that reflects renal pathology activity, potentially contributing to the progression of LN through the PI3K/Akt pathway.
本研究旨在通过血清蛋白质组学鉴定狼疮性肾炎(LN)新的非侵入性生物标志物。
通过液相色谱-串联质谱法检测LN患者和健康对照(HC)组的血清蛋白。使用Cytoscape软件筛选与LN相关的关键网络,随后进行通路富集分析。通过机器学习模型选择最佳候选生物标志物,并在更大的独立队列中进一步验证。最后,在肾组织样本中验证这些候选标志物的表达,并通过用小干扰RNA(siRNA)进行体外细胞转染敲低细胞间粘附分子2(ICAM2)的表达来探索其机制。
对LN进行血清蛋白质组学筛选后,鉴定出一个由20种蛋白质组成的关键网络。使用机器学习模型选择ICAM2(CD102)、金属蛋白酶抑制剂1(TIMP1)和血小板反应蛋白1(THSB1)在独立队列中进行验证。ICAM2在区分LN与HC时表现出最高的曲线下面积(AUC)值(AUC = 0.92),并且与活动指数、蛋白尿、白蛋白和抗双链DNA抗体水平显著相关。特别是,ICAM2在增殖性LN中显著升高,并且与特定的病理特征相关,在区分增殖性LN与非增殖性LN方面优于传统参数。ICAM2在增殖性LN患者的肾组织样本中表达也升高。在体外,敲低ICAM2表达可抑制PI3K/Akt通路的激活并减轻肾小球内皮细胞的损伤。
ICAM2(CD102)可能作为增殖性LN的潜在血清生物标志物,反映肾脏病理活动,可能通过PI3K/Akt通路促进LN的进展。