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含TCP1亚基5的伴侣蛋白作为肿瘤干性和免疫治疗反应的新型泛癌预后生物标志物:来自多组学数据、综合机器学习和实验验证的见解

Chaperonin containing TCP1 subunit 5 as a novel pan-cancer prognostic biomarker for tumor stemness and immunotherapy response: insights from multi-omics data, integrated machine learning, and experimental validation.

作者信息

Li Jiajun, Xu Nuo, Hu Leyin, Xu Jiayue, Huang Yifan, Wang Deqi, Chen Feng, Wang Yi, Jiang Jiani, Hong Yanggang, Ye Huajun

机构信息

The Second School of Clinical Medicine, Wenzhou Medical University, Wenzhou, 325000, Zhejiang, China.

State Key Laboratory of Systems Medicine for Cancer, Shanghai Cancer Institute and Department of Liver Surgery, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200001, China.

出版信息

Cancer Immunol Immunother. 2025 May 27;74(7):224. doi: 10.1007/s00262-025-04071-7.

Abstract

BACKGROUND

Chaperonin containing TCP1 subunit 5 (CCT5), a vital component of the molecular chaperonin complex, has been implicated in tumorigenesis, cancer stemness maintenance, and therapeutic resistance. Nevertheless, its comprehensive roles in pan-cancer progression, underlying biological functions, and potential as a predictor of immunotherapy response remains poorly understood.

METHODS

We performed a comprehensive multi-omics pan-cancer analysis of CCT5 across 33 cancer types, integrating bulk RNA-seq, single-cell RNA-seq (scRNA-seq), and spatial transcriptomics data. CCT5 expression patterns, prognostic relevance, stemness association, and immune microenvironment relationships were evaluated. A novel CCT5-based signature (CCT5.Sig) was developed using machine learning on 23 immune checkpoint blockade (ICB) cohorts (n = 1394) spanning eight cancer types. Model performance was assessed using AUC metrics and survival analyses.

RESULTS

CCT5 was significantly overexpressed in tumor tissues and primarily localized to malignant and cycling cells. High CCT5 expression correlated with poor prognosis in multiple cancers and was enriched in oncogenic, cell cycle, and DNA damage repair pathways. CCT5 expression was positively associated with mRNAsi, mDNAsi, and CytoTRACE scores, indicating a role in stemness maintenance. Furthermore, CCT5-high tumors exhibited immune-cold phenotypes, with reduced TILs and CD8⁺ T cell activity. The CCT5.Sig model, based on genes co-expressed with CCT5, achieved superior predictive accuracy for ICB response (AUC = 0.82 in validation and 0.76 in independent testing), outperforming existing pan-cancer signatures.

CONCLUSION

This study reveals the multifaceted oncogenic roles of CCT5 and highlights its potential as a pan-cancer biomarker for prognosis and immunotherapy response. The machine learning-derived CCT5.Sig model provides a robust tool for patient stratification and may inform personalized immunotherapy strategies.

摘要

背景

含TCP1亚基5的伴侣蛋白(CCT5)是分子伴侣蛋白复合物的重要组成部分,与肿瘤发生、癌症干性维持及治疗耐药性有关。然而,其在泛癌进展中的全面作用、潜在生物学功能以及作为免疫治疗反应预测指标的潜力仍知之甚少。

方法

我们对33种癌症类型的CCT5进行了全面的多组学泛癌分析,整合了批量RNA测序、单细胞RNA测序(scRNA-seq)和空间转录组学数据。评估了CCT5的表达模式、预后相关性、干性关联及免疫微环境关系。使用机器学习方法,在涵盖八种癌症类型的23个免疫检查点阻断(ICB)队列(n = 1394)中开发了一种基于CCT5的新型特征(CCT5.Sig)。使用AUC指标和生存分析评估模型性能。

结果

CCT5在肿瘤组织中显著过表达,主要定位于恶性和循环细胞。CCT5高表达与多种癌症的不良预后相关,并在致癌、细胞周期和DNA损伤修复途径中富集。CCT5表达与mRNAsi、mDNAsi和CytoTRACE评分呈正相关,表明其在干性维持中起作用。此外,CCT5高表达的肿瘤表现出免疫冷表型,肿瘤浸润淋巴细胞(TILs)和CD8⁺T细胞活性降低。基于与CCT5共表达基因的CCT5.Sig模型对ICB反应具有卓越的预测准确性(验证组AUC = 0.82,独立测试组AUC = 0.76),优于现有的泛癌特征。

结论

本研究揭示了CCT5多方面的致癌作用,并突出了其作为泛癌预后和免疫治疗反应生物标志物的潜力。机器学习衍生的CCT5.Sig模型为患者分层提供了强大工具,并可能为个性化免疫治疗策略提供依据。

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