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CD9表达在胶质瘤中作为预后标志物可与异柠檬酸脱氢酶(IDH)突变相媲美:一种新型列线图方法

CD9 expression rivals IDH mutation as a prognostic marker in glioma: a novel nomogram approach.

作者信息

Peng Yue, Ji Qiang, Guo Xiangyu, Zhang Weichunbai, Yang Zixuan, Li Wenbin

机构信息

Department of Neuro-Oncology, Cancer Center, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.

National Institute for Data Science in Health and Medicine, Capital Medical University, Beijing, China.

出版信息

Front Neurol. 2025 Apr 30;16:1507443. doi: 10.3389/fneur.2025.1507443. eCollection 2025.

Abstract

PURPOSE

Glioma remains a lethal malignancy with limited prognostic biomarkers. This study evaluates the prognostic significance and functional mechanisms of tetraspanin CD9 in glioma to establish its clinical relevance and identify therapeutic strategies.

METHODS

Multi-omics analyses were performed using 1,033 glioma samples from TCGA and CGGA cohorts. A CD9-integrated nomogram was developed via Cox regression. Two-sample Mendelian randomization (MR) assessed the causal link between CD9 expression and glioma risk using IVW, MR-Egger, and WM methods. KEGG enrichment analysis identified biological pathways. Single-cell RNA sequencing from 20 glioblastoma cases was analyzed using CellChat and Monocle3 to explore CD9-mediated cell communication and lineage transitions. Protein-protein interaction (PPI) networks were constructed via STRING and GeneMANIA, and drug predictions were performed using DsigDB.

RESULTS

CD9 overexpression was an independent predictor of poor survival (HR = 1.28, 95% CI 1.03-1.58). The CD9-based nomogram showed high prognostic accuracy (CGGA: C-index = 0.805 ± 0.01, TCGA: C-index = 0.859 ± 0.02). MR confirmed a causal association between CD9 and glioma risk (IVW OR = 1.33,  < 0.05) with no horizontal pleiotropy. CD9 regulated glioma progression via calcium signaling and synaptic pathways, interacting with ITGB1 and CD81. Single-cell analysis revealed CD9-driven NPC-to-OPC transdifferentiation, linked to tumor proliferation. Emetine was identified as a potential CD9-targeting drug.

CONCLUSION

CD9 is a prognostic biomarker in glioma, with causal evidence linking its overexpression to tumor development. Its integration into risk models enhances prognostic precision, while drug screening highlights emetine as a potential therapy.

摘要

目的

胶质瘤仍然是一种致命的恶性肿瘤,预后生物标志物有限。本研究评估了四跨膜蛋白CD9在胶质瘤中的预后意义和功能机制,以确立其临床相关性并确定治疗策略。

方法

使用来自TCGA和CGGA队列的1033例胶质瘤样本进行多组学分析。通过Cox回归建立了包含CD9的列线图。两样本孟德尔随机化(MR)使用逆方差加权法(IVW)、MR-Egger法和加权中位数法(WM)评估CD9表达与胶质瘤风险之间的因果关系。KEGG富集分析确定生物途径。使用CellChat和Monocle3分析来自20例胶质母细胞瘤病例的单细胞RNA测序数据,以探索CD9介导的细胞通讯和谱系转变。通过STRING和GeneMANIA构建蛋白质-蛋白质相互作用(PPI)网络,并使用DsigDB进行药物预测。

结果

CD9过表达是生存不良的独立预测因素(HR = 1.28,95%CI 1.03 - 1.58)。基于CD9的列线图显示出较高的预后准确性(CGGA:C指数 = 0.805 ± 0.01,TCGA:C指数 = 0.859 ± 0.02)。MR证实CD9与胶质瘤风险之间存在因果关联(IVW OR = 1.33,P < 0.05),且无水平多效性。CD9通过钙信号和突触途径调节胶质瘤进展,与整合素β1(ITGB1)和CD81相互作用。单细胞分析揭示了CD9驱动的神经前体细胞向少突胶质前体细胞的转分化,与肿瘤增殖有关。发现吐根碱是一种潜在的靶向CD9的药物。

结论

CD9是胶质瘤的一种预后生物标志物,有因果证据表明其过表达与肿瘤发生有关。将其纳入风险模型可提高预后准确性,而药物筛选表明吐根碱是一种潜在的治疗药物。

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