# Integrative analysis of crotonylation-associated genes reveals prognostic and therapeutic targets in gliomas

**Authors:** Bowen Yin, Zhuoyang Fan, Panpan Yu, Jin Li, Yilin Wang, Minfeng Shu

PMC · DOI: 10.3389/fonc.2025.1573997 · Frontiers in Oncology · 2025-06-25

## TL;DR

This study explores how crotonylation, an epigenetic modification, affects glioma progression and identifies genes that could help predict outcomes and guide treatment.

## Contribution

The study introduces a novel risk score based on crotonylation-associated genes for glioma prognosis and treatment stratification.

## Key findings

- Crotonylation levels were negatively correlated with glioma grade and patient survival outcomes.
- High-risk patients showed increased mutations and an immunosuppressive tumor environment.
- Reduced crotonylation suppressed CXCL1 and promoted GZMB expression in glioma cells.

## Abstract

Crotonylation, an emerging epigenetic modification, has been implicated in various biological processes, including tumor progression. However, its role in glioma remains poorly understood. This study aims to investigate the prognostic and therapeutic implications of crotonylation-associated genes in glioma.

Crotonylation levels were assessed by IHC in glioma tissues of varying grades. Key crotonylation-associated genes were identified and analyzed across five glioma datasets. A prognostic risk score was developed using machine learning algorithms and validated in multiple cohorts. Genomic alterations, immune landscapes, and therapeutic responses were examined in relation to the risk score. Single-cell dataset GSE131928 was analyzed to explore the relationship between the risk score and immune cell infiltration. After crotonate treatment of T98G cells, ChIP-seq and qPCR were performed to investigate the effect of crotonylation on gene expression. Finally, PD-1 and GZMB expression levels were assessed in glioma tissues with varying crotonylation levels.

Crotonylation levels were negatively correlated with glioma grade. Crotonylation-related genes stratified patients into two subtypes with distinct overall survival outcomes. High-risk patients exhibited increased somatic mutations, specific copy number variations, and an immunosuppressive tumor microenvironment. The risk score correlated positively with TIDE scores, indicating resistance to immune checkpoint blockade therapy. Single-cell analysis revealed a positive association between the risk score and TAM infiltration. Candidate therapeutic agents tailored for high- and low-risk groups were identified. ChIP-seq and qPCR demonstrated that reduced crotonylation suppressed CXCL1 expression and promoted GZMB expression in the glioma microenvironment.

Crotonylation-associated genes play a pivotal role in glioma progression and prognosis. The risk score provides a robust tool for patient stratification and treatment guidance, underscoring the importance of crotonylation in glioma biology and its potential as a therapeutic target.

## Linked entities

- **Genes:** CXCL1 (C-X-C motif chemokine ligand 1) [NCBI Gene 2919], GZMB (granzyme B) [NCBI Gene 3002], PDCD1 (programmed cell death 1) [NCBI Gene 5133]
- **Chemicals:** crotonate (PubChem CID 6971246)
- **Diseases:** glioma (MONDO:0021042)

## Full-text entities

- **Genes:** PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}, GZMB (granzyme B) [NCBI Gene 3002] {aka C11, CCPI, CGL-1, CGL1, CSP-B, CSPB}, CXCL1 (C-X-C motif chemokine ligand 1) [NCBI Gene 2919] {aka FSP, GRO1, GROa, MGSA, MGSA-a, NAP-3}
- **Diseases:** tumor (MESH:D009369), glioma (MESH:D005910), TAM (MESH:D020914)
- **Chemicals:** crotonate (MESH:D003437), crotonylation (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** T98G — Homo sapiens (Human), Glioblastoma, Cancer cell line (CVCL_0556)

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12237899/full.md

## References

58 references — full list in the complete paper: https://tomesphere.com/paper/PMC12237899/full.md

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Source: https://tomesphere.com/paper/PMC12237899