单细胞测序和空间转录组学揭示了肝细胞癌中葡萄糖代谢的演变,并确定G6PD为潜在治疗靶点。

Single-cell sequencing and spatial transcriptomics reveal the evolution of glucose metabolism in hepatocellular carcinoma and identify G6PD as a potential therapeutic target.

作者信息

Xi Deyang, Yang Yinshuang, Guo Jiayi, Wang Mengjiao, Yan Xuebing, Li Chunyang

机构信息

Graduate School, Xuzhou Medical University, Xuzhou, Jiangsu, China.

Department of Infectious Diseases, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China.

出版信息

Front Oncol. 2025 Mar 25;15:1553722. doi: 10.3389/fonc.2025.1553722. eCollection 2025.

Abstract

BACKGROUND

Glucose metabolism reprogramming provides significant insights into the development and progression of malignant tumors. This study aims to explore the temporal-spatial evolution of the glucose metabolism in HCC using single-cell sequencing and spatial transcriptomics (ST), and validates G6PD as a potential therapeutic target for HCC.

METHODS

We collected single-cell sequencing data from 7 HCC and adjacent non-cancerous tissues from the GSE149614 database, and ST data from 4 HCC tissues from the HRA000437 database. Pseudotime analysis was performed on the single-cell data, while ST data was used to analyze spatial metabolic activity. High-throughput sequencing and experiments, including wound healing, CCK-8, and transwell assays, were conducted to validate the role and regulatory mechanisms of G6PD in HCC.

RESULTS

Our study identified a progressive upregulation of PPP-related genes during tumorigenesis. ST analysis revealed elevated PPP metabolic scores in the central and intermediate tumor regions compared to the peripheral zones. High-throughput sequencing and experimental validation further suggested that G6PD-mediated regulation of HCC cell proliferation, migration, and invasion is likely associated with glutathione metabolism and ROS production. Finally, Cox regression analysis cofirmed G6PD as an independent prognostic factor for overall survival in HCC patients.

CONCLUSION

Our study provides novel insights into the changes in glucose metabolism in HCC from both temporal and spatial perspectives. We experimentally demonstrated that G6PD regulates proliferation, migration, and invasion in HCC and propose G6PD as a prognostic marker and therapeutic metabolic target for the HCC.

摘要

背景

葡萄糖代谢重编程为恶性肿瘤的发生发展提供了重要见解。本研究旨在利用单细胞测序和空间转录组学(ST)探索肝癌中葡萄糖代谢的时空演变,并验证G6PD作为肝癌潜在治疗靶点的作用。

方法

我们从GSE149614数据库收集了7例肝癌及相邻癌旁组织的单细胞测序数据,从HRA000437数据库收集了4例肝癌组织的ST数据。对单细胞数据进行拟时间分析,而ST数据用于分析空间代谢活性。进行了高通量测序和实验,包括伤口愈合、CCK-8和transwell实验,以验证G6PD在肝癌中的作用和调控机制。

结果

我们的研究发现肿瘤发生过程中PPP相关基因逐渐上调。ST分析显示,与外周区域相比,肿瘤中央和中间区域的PPP代谢评分升高。高通量测序和实验验证进一步表明,G6PD介导的对肝癌细胞增殖、迁移和侵袭的调控可能与谷胱甘肽代谢和ROS产生有关。最后,Cox回归分析证实G6PD是肝癌患者总生存的独立预后因素。

结论

我们的研究从时间和空间角度为肝癌葡萄糖代谢变化提供了新的见解。我们通过实验证明G6PD调节肝癌细胞的增殖、迁移和侵袭,并提出G6PD作为肝癌的预后标志物和治疗性代谢靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8b70/11975570/2f2d68402844/fonc-15-1553722-g001.jpg

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