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多组学分析揭示了由肌酸积累和HK3缺乏诱导的食管鳞状细胞癌中的免疫抑制。

Multi-omics analysis reveals immunosuppression in oesophageal squamous cell carcinoma induced by creatine accumulation and HK3 deficiency.

作者信息

Gao Yingzhen, He Siyu, Meng Xiaoyan, Zheng Kun, Cui Heyang, Cheng Yikun, Shen Xinyuan, Zhai Yuanfang, Zou Binbin, Wang Fang, Li Hongyi, Kong Pengzhou, Wang Yanqiang, Feng Xuefei, Yang Bin, Sun Ruifang, Meng Yongsheng, Xu Enwei, Guo Yanlin, Ding Ning, Zhang Weimin, Cheng Xiaolong, Dai Lunzhi, Cui Yongping, Zhang Ling

机构信息

School of Basic Medicine, Institute for Pathogenesis and Clinical Translational Research of Esophageal Cancer, Shanxi Medical University, Taiyuan, Shanxi, 030001, China.

National Clinical Research Center for Geriatrics, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.

出版信息

Genome Med. 2025 May 6;17(1):44. doi: 10.1186/s13073-025-01465-1.

Abstract

BACKGROUND

Deep insights into the metabolic remodelling effects on the immune microenvironment of oesophageal squamous cell carcinoma (ESCC) are crucial for advancing precision immunotherapies and targeted therapies. This study aimed to provide novel insights into the molecular landscape of ESCC and identify clinically actionable targets associated with immunosuppression driven by metabolic changes.

METHODS

We performed metabolomic and proteomic analyses combined with previous genomic and transcriptomic data, identified multi-omics-linked molecular features, and constructed metabolic-immune interaction-based ESCC classifiers in a discovery cohort and an independent validation cohort. We further verified the molecular characteristics and related mechanisms of ESCC subtypes.

RESULTS

Our integrated multi-omics analysis revealed dysregulated proteins and metabolic imbalances characterizing ESCC, with significant alterations in metabolites and proteins linked to genetic traits. Importantly, ESCC patients were stratified into three subtypes (S1, S2, and S3) on the basis of integrated metabolomic and proteomic data. A robust subtype prediction model was developed and validated across two independent cohorts. Notably, patients classified under the poorest prognosis subtype (S3 subtype) exhibited a significant immunosuppressive microenvironment. We identified key metabolism-related biomarkers for the S3 subtype, specifically creatine and hexokinase 3 (HK3). Creatine accumulation and HK3 protein deficiency synergistically reprogrammed macrophage metabolism, driving M2-like TAM polarization. This metabolic shift fostered an immunosuppressive microenvironment that accelerated tumour progression. These results highlight the potential of targeting creatine metabolism to improve the efficacy of immunotherapy and targeted therapy for ESCC.

CONCLUSIONS

Our analysis reveals molecular variation in multi-omics linkages and identifies targets that reverse the immunosuppressive microenvironment through metabolic remodelling improving immunotherapy and targeted therapy for ESCC.

摘要

背景

深入了解代谢重塑对食管鳞状细胞癌(ESCC)免疫微环境的影响对于推进精准免疫治疗和靶向治疗至关重要。本研究旨在提供对ESCC分子格局的新见解,并确定与代谢变化驱动的免疫抑制相关的临床可操作靶点。

方法

我们结合先前的基因组和转录组数据进行了代谢组学和蛋白质组学分析,确定了多组学相关的分子特征,并在一个发现队列和一个独立验证队列中构建了基于代谢-免疫相互作用的ESCC分类器。我们进一步验证了ESCC亚型的分子特征和相关机制。

结果

我们的综合多组学分析揭示了ESCC中蛋白质失调和代谢失衡,与遗传特征相关的代谢物和蛋白质有显著改变。重要的是,根据综合代谢组学和蛋白质组学数据,ESCC患者被分为三种亚型(S1、S2和S3)。开发了一个强大的亚型预测模型并在两个独立队列中进行了验证。值得注意的是,被归类为预后最差亚型(S3亚型)的患者表现出显著的免疫抑制微环境。我们确定了S3亚型的关键代谢相关生物标志物,特别是肌酸和己糖激酶3(HK3)。肌酸积累和HK3蛋白缺乏协同重编程巨噬细胞代谢,驱动M2样肿瘤相关巨噬细胞极化。这种代谢转变促进了免疫抑制微环境,加速了肿瘤进展。这些结果突出了靶向肌酸代谢以提高ESCC免疫治疗和靶向治疗疗效的潜力。

结论

我们的分析揭示了多组学关联中的分子变异,并确定了通过代谢重塑逆转免疫抑制微环境的靶点,从而改善ESCC的免疫治疗和靶向治疗。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9b60/12057037/605f58a53847/13073_2025_1465_Fig1_HTML.jpg

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