# Zebularine showed anti-tumor efficacy in clear cell renal cell carcinoma

**Authors:** Haoyu Xu, Senlin Peng, Junwu Li, Yuanyuan Bai, Guozhi Zhao, Simin Liang, Wei Tang

PMC · DOI: 10.3389/fphar.2025.1531056 · Frontiers in Pharmacology · 2025-02-14

## TL;DR

This study develops a model to predict outcomes in kidney cancer patients and identifies Zebularine as a potential new treatment.

## Contribution

A novel immunotherapy model and identification of Zebularine as a potential treatment for ccRCC.

## Key findings

- The IRGPI model showed strong performance in predicting prognosis and immune cell infiltration in ccRCC.
- Zebularine was found to target the PI3K-Akt pathway and showed anti-cancer effects in experiments.
- Drug screening and validation provided a new therapeutic avenue for ccRCC treatment.

## Abstract

Clear cell renal cell carcinoma (ccRCC) has the highest morbidity among renal cell carcinoma (RCC) subtypes. While existing clinical pharmacological intervention strategies have achieved certain efficacy, challenges including inevitable drug resistance and intricate immune heterogeneity of ccRCC continue to hinder their biomedical application. Therefore, developing novel immunotherapeutic agents and identifying patients who can gain the greatest benefits from these therapies are urgent issues.

To address these challenges, mRNA expression profile and clinical data of ccRCC were obtained from The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases. These data were integrated and randomly allocated into training and test sets. Immune-related differentially expressed genes (IRDEGs) were used to construct an immune-related gene prognostic index (IRGPI). Both prognostic performance metrics and immune phenotyping were employed to evaluate the effectiveness of the model. Furthermore, model IRDEGs (mIRDEGs) in two risk subgroups were leveraged to select potential therapeutic compounds. Afterwards, network pharmacology and molecular docking techniques were used to elucidate the anti-cancer mechanisms of Zebularine (Zeb). Finally, the anti-cancer efficacy of Zeb was validated through in vivo and in vitro experiments.

Our constructed IRGPI exhibited superior prognostic performance. The drug screening revealed Zeb potentially targets the PI3K-Akt signaling pathway to exert its anti-cancer effects. Subsequent experimental validation corroborated these theoretical findings.

This study presents a prognostic model to evaluate immune cell infiltration and predict the prognosis of ccRCC patients. The identified small molecule compound provides a novel therapeutic avenue for treating ccRCC patients.

## Linked entities

- **Chemicals:** Zebularine (PubChem CID 100016)
- **Diseases:** clear cell renal cell carcinoma (MONDO:0005005), renal cell carcinoma (MONDO:0005086)

## Full-text entities

- **Genes:** AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}
- **Diseases:** Clear cell renal cell carcinoma (MESH:D002292), Cancer (MESH:D009369)
- **Chemicals:** Zeb (MESH:C009131)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

12 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11868290/full.md

## References

81 references — full list in the complete paper: https://tomesphere.com/paper/PMC11868290/full.md

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Source: https://tomesphere.com/paper/PMC11868290