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多组学整合揭示CYTL1和H6PD是间皮瘤肿瘤代谢的关键调节因子。

Multi-omics integration reveals CYTL1 and H6PD as key regulators of tumor metabolism in mesothelioma.

作者信息

Ma Jiao, Zhang Huilin, Yu Luanxue, Guo Yunqing, Ming Jiawei, Guo Zhenying

机构信息

Department of Pathology, Zhejiang Hospital, Hangzhou, Zhejiang Province, China.

Department of Surgical Pathology, Women's Hospital, School of Medicine, Zhejiang University, Hangzhou, China.

出版信息

Genes Genomics. 2025 Aug 25. doi: 10.1007/s13258-025-01667-2.

Abstract

BACKGROUND

Mesothelioma is a rare and aggressive cancer with limited therapeutic options and poor prognosis. Despite advancements in understanding its molecular mechanisms, effective biomarkers and therapeutic targets remain elusive.

OBJECTIVE

This study utilizes a multi-omics approach to identify potential biomarkers and therapeutic targets for mesothelioma.

METHODS

A multi-omics framework integrating druggable genomics, Mendelian randomization (MR), and single-cell RNA sequencing (scRNA-seq) was employed. Druggable genes were identified using expression quantitative trait loci data, and therapeutic targets were predicted through MR analysis. These targets were cross-referenced with mesothelioma-specific single-cell markers and validated by summary data-based MR and protein quantitative trait loci analysis. Gene Ontology, KEGG, and Gene Set Enrichment Analysis were used to explore functional mechanisms. Drug sensitivity was assessed with the GDSC2 dataset, and potential therapeutic compounds were identified through molecular docking simulations using the Drug Signature Database. Mediated MR analysis investigated 731 immune cells and 1,400 metabolites as mediators of the identified genes' effects on mesothelioma.

RESULTS

CYTL1 and H6PD were identified as potential biomarkers and therapeutic targets for mesothelioma. CYTL1 was associated with poor prognosis and reduced drug sensitivity, while H6PD showed the opposite trend. Although molecular docking results for H6PD were unfavorable, compounds targeting CYTL1 were identified. Immune cells did not mediate the effects of either gene on mesothelioma progression, despite their prognostic associations. Metabolic mediation analysis revealed that CYTL1 influences mesothelioma via levulinoylcarnitine levels, whereas H6PD regulates tumor metabolism through the mannose-to-mannitol-to-sorbitol ratio and glutamate-to-5-oxoproline ratio.

CONCLUSION

This study identifies CYTL1 and H6PD as key regulators of tumor metabolism in mesothelioma. CYTL1 is a promising therapeutic target, warranting further investigation, while H6PD remains a potential candidate despite unfavorable docking results. These findings demonstrate the value of multi-omics approaches in identifying novel therapeutic targets for mesothelioma.

摘要

背景

间皮瘤是一种罕见且侵袭性强的癌症,治疗选择有限,预后较差。尽管在了解其分子机制方面取得了进展,但有效的生物标志物和治疗靶点仍然难以捉摸。

目的

本研究采用多组学方法来识别间皮瘤的潜在生物标志物和治疗靶点。

方法

采用了一个整合可成药基因组学、孟德尔随机化(MR)和单细胞RNA测序(scRNA-seq)的多组学框架。利用表达数量性状位点数据鉴定可成药基因,并通过MR分析预测治疗靶点。将这些靶点与间皮瘤特异性单细胞标记进行交叉参考,并通过基于汇总数据的MR和蛋白质数量性状位点分析进行验证。使用基因本体论、KEGG和基因集富集分析来探索功能机制。用GDSC2数据集评估药物敏感性,并通过使用药物特征数据库的分子对接模拟鉴定潜在的治疗化合物。中介MR分析研究了731种免疫细胞和1400种代谢物作为已鉴定基因对间皮瘤影响的中介。

结果

CYTL1和H6PD被鉴定为间皮瘤的潜在生物标志物和治疗靶点。CYTL1与预后不良和药物敏感性降低相关,而H6PD则呈现相反趋势。尽管H6PD的分子对接结果不理想,但鉴定出了靶向CYTL1的化合物。尽管免疫细胞与预后相关,但它们并未介导这两个基因对间皮瘤进展的影响。代谢中介分析表明,CYTL1通过乙酰肉碱水平影响间皮瘤,而H6PD通过甘露糖-甘露糖醇-山梨醇比率和谷氨酸-5-氧代脯氨酸比率调节肿瘤代谢。

结论

本研究将CYTL1和H6PD鉴定为间皮瘤肿瘤代谢的关键调节因子。CYTL1是一个有前景的治疗靶点,值得进一步研究,而尽管对接结果不理想,H6PD仍然是一个潜在候选靶点。这些发现证明了多组学方法在识别间皮瘤新治疗靶点方面的价值。

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