Cheng Zhaorui, Yang Xiangyu, Ren Yi, Wang Huimin, Zhang Qi, Lin Sailing, Wu Wenhao, Yang Xiaolu, Zheng Jiahan, Liu Xinzhu, Tao Xin, Chen Xiaoyong, Qian Yuxin, Li Xiushen
Department of Emergency, The Eighth Affiliated Hospital of Sun Yat-sen University, Shenzhen, Guangdong, China; Department of Urology, The Eighth Affiliated Hospital of Sun Yat-sen University, Shenzhen, Guangdong, China.
Department of Gastroenterology and Hepatology, The Second Affiliated Hospital of Chongqing Medical University, Yuzhong District, Chongqing, China.
Transl Oncol. 2025 Jul;57:102402. doi: 10.1016/j.tranon.2025.102402. Epub 2025 May 2.
PANoptosis is a newly identified form of programmed cell death that integrates elements of pyroptosis, apoptosis, and necroptosis. It plays a pivotal role in shaping the tumor immune microenvironment. Despite its significance, the specific functions and mechanisms of PANoptosis within the tumor microenvironment (TME) of hepatocellular carcinoma (HCC) remain unclear. This study aims to investigate these mechanisms using single-cell RNA sequencing data.
Single-cell RNA sequencing data from HCC patients were obtained from the GEO database. The AUCell algorithm was used to quantify PANoptosis activity across various cell types in the TME. Cell populations with high PANoptosis scores were further analyzed using CytoTRACE and scMetabolism to assess their differentiation states and metabolic profiles. Associations between these high-score cell subsets and patient prognosis, tumor stage, and response to immunotherapy were examined. Cell-cell communication analysis was performed to explore how PANoptosis-related APO+ endothelial cells (ECs) may influence HCC progression. Immunofluorescence staining was used to assess the spatial distribution of APO+ ECs in tumor and adjacent tissues. Finally, a CCK8 assay was conducted to evaluate the effect of APOH+ HUVECs on HCC cell proliferation.
A total of 16 HCC patient samples with single-cell RNA sequencing data were included in the study. By calculating the PANoptosis scores of different cell types, we found that ECs, macrophages, hepatocytes, and fibroblasts exhibited higher PANoptosis scores. The PANoptosis scores, differentiation trajectories, intercellular communication, and metabolic characteristics of these four cell subpopulations with high PANoptosis scores were visualized. Among all subpopulations, APO+ ECs demonstrated the most significant clinical relevance, showing a positive correlation with better clinical staging, prognosis, and response to immunotherapy in HCC patients. Cellular communication analysis further revealed that APO+ ECs might regulate the expression of HLA molecules, thereby influencing T cell proliferation and differentiation, potentially contributing to improved prognosis in HCC patients. Immunofluorescence staining results indicated that APO+ ECs were primarily located in the adjacent tissues of HCC patients, with lower expression in tumor tissues. The results of cellular experiments showed that APOH+ HUVECs significantly inhibited the proliferation of HCC cells.
This study systematically mapped the cellular landscape of the TME in HCC patients and explored the differences in differentiation trajectories, metabolic pathways, and other aspects of subpopulations with high PANoptosis scores. Additionally, the study elucidated the potential molecular mechanisms through which APO+ ECs inhibit HCC cell proliferation and improve prognosis and immunotherapeutic efficacy in HCC patients. This research provides new insights for clinical prognosis evaluation and immunotherapy strategies in HCC.
PANoptosis是一种新发现的程序性细胞死亡形式,整合了焦亡、凋亡和坏死性凋亡的要素。它在塑造肿瘤免疫微环境中起关键作用。尽管其具有重要意义,但PANoptosis在肝细胞癌(HCC)肿瘤微环境(TME)中的具体功能和机制仍不清楚。本研究旨在利用单细胞RNA测序数据探究这些机制。
从GEO数据库获取HCC患者的单细胞RNA测序数据。使用AUCell算法量化TME中各种细胞类型的PANoptosis活性。对PANoptosis评分高的细胞群体进一步使用CytoTRACE和scMetabolism进行分析,以评估其分化状态和代谢谱。检查这些高分细胞亚群与患者预后、肿瘤分期及免疫治疗反应之间的关联。进行细胞间通讯分析,以探索与PANoptosis相关的APO + 内皮细胞(ECs)如何影响HCC进展。采用免疫荧光染色评估APO + ECs在肿瘤及邻近组织中的空间分布。最后,进行CCK8实验以评估APOH + HUVECs对HCC细胞增殖的影响。
本研究共纳入16例有单细胞RNA测序数据的HCC患者样本。通过计算不同细胞类型的PANoptosis评分,我们发现内皮细胞、巨噬细胞、肝细胞和成纤维细胞的PANoptosis评分较高。可视化了这四个PANoptosis评分高的细胞亚群的PANoptosis评分、分化轨迹、细胞间通讯和代谢特征。在所有亚群中,APO + ECs显示出最显著的临床相关性,与HCC患者更好的临床分期、预后及免疫治疗反应呈正相关。细胞通讯分析进一步揭示,APO + ECs可能调节HLA分子的表达,从而影响T细胞增殖和分化,可能有助于改善HCC患者的预后。免疫荧光染色结果表明,APO + ECs主要位于HCC患者的邻近组织中,在肿瘤组织中表达较低。细胞实验结果显示,APOH + HUVECs显著抑制HCC细胞的增殖。
本研究系统地描绘了HCC患者TME的细胞图谱,并探索了PANoptosis评分高的亚群在分化轨迹、代谢途径等方面的差异。此外,该研究阐明了APO + ECs抑制HCC细胞增殖并改善HCC患者预后和免疫治疗疗效的潜在分子机制。本研究为HCC的临床预后评估和免疫治疗策略提供了新的见解。