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

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

PMC · DOI: 10.3389/fneur.2025.1507443 · Frontiers in Neurology · 2025-04-30

## TL;DR

CD9 overexpression is a strong predictor of poor glioma survival, comparable to IDH mutations, and could guide new treatment strategies.

## Contribution

CD9 is shown to rival IDH mutations as a prognostic marker in glioma, with a novel nomogram and drug prediction offering new clinical insights.

## Key findings

- CD9 overexpression independently predicts poor survival in glioma patients.
- CD9-based nomogram shows high prognostic accuracy in TCGA and CGGA cohorts.
- Emitine is identified as a potential CD9-targeting drug for glioma treatment.

## Abstract

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.

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.

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, p < 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.

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.

## Linked entities

- **Genes:** CD9 (CD9 molecule) [NCBI Gene 928], ITGB1 (integrin subunit beta 1) [NCBI Gene 3688], CD81 (CD81 molecule) [NCBI Gene 975]
- **Diseases:** glioma (MONDO:0021042)

## Full-text entities

- **Genes:** ITGB1 (integrin subunit beta 1) [NCBI Gene 3688] {aka CD29, FNRB, GPIIA, MDF2, MSK12, VLA-BETA}, IDH1 (isocitrate dehydrogenase (NADP(+)) 1) [NCBI Gene 3417] {aka HEL-216, HEL-S-26, IDCD, IDH, IDP, IDPC}, CD9 (CD9 molecule) [NCBI Gene 928] {aka BTCC-1, DRAP-27, MIC3, MRP-1, TSPAN-29, TSPAN29}, CD81 (CD81 molecule) [NCBI Gene 975] {aka CVID6, S5.7, TAPA1, TSPAN28}
- **Diseases:** NPC (MESH:D052556), glioblastoma (MESH:D005909), malignancy (MESH:D009369), Glioma (MESH:D005910)
- **Chemicals:** Emetine (MESH:D004640), calcium (MESH:D002118)

## Full text

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## Figures

11 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12096848/full.md

## References

39 references — full list in the complete paper: https://tomesphere.com/paper/PMC12096848/full.md

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Source: https://tomesphere.com/paper/PMC12096848