Integrated multi-omics analysis of single-cell and spatial transcriptomics reveals distinct hpv-associated immune microenvironment features and prognostic signatures in cervical cancer.

IF 5.9 2区 医学 Q1 IMMUNOLOGY
Frontiers in Immunology Pub Date : 2025-09-16 eCollection Date: 2025-01-01 DOI:10.3389/fimmu.2025.1612623
Qiuyue Su, Xiangdong Tian, Fucheng Li, Xi Yu, Wenchen Gong, Yurong Chen, Jianan Wang, Siqi Yang, Shaojun Zhang, Qian Zhang, Shanshan Yang
{"title":"Integrated multi-omics analysis of single-cell and spatial transcriptomics reveals distinct hpv-associated immune microenvironment features and prognostic signatures in cervical cancer.","authors":"Qiuyue Su, Xiangdong Tian, Fucheng Li, Xi Yu, Wenchen Gong, Yurong Chen, Jianan Wang, Siqi Yang, Shaojun Zhang, Qian Zhang, Shanshan Yang","doi":"10.3389/fimmu.2025.1612623","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Cervical cancer (CC) is a highly heterogeneous malignancy primarily driven by persistent infection with high-risk human papillomavirus (HPV). However, comprehensive analyses of heterogeneity in the immune microenvironment, particularly its spatial heterogeneity, between HPV-positive and HPV-negative CC remain limited, despite their critical clinical significance.</p><p><strong>Methods: </strong>We performed single-cell RNA sequencing (scRNA-seq) and spatial transcriptomics (ST) sequencing on collected cervical cancer samples, integrating scRNA-seq, ST, and bulk RNA-seq to analyze distinct cell subtypes and characterize their spatial distribution. Multiplex immunofluorescence analysis was further utilized to validate HPV status-specific expression patterns. Cox regression and LASSO regression analyses were used to identify the prognostic signature on the TCGA dataset.</p><p><strong>Results: </strong>Through integrative analysis, we found that HPV-positive samples demonstrated elevated proportions of CD4<sup>+</sup> T cells and cDC2s, whereas HPV-negative samples exhibited increased CD8<sup>+</sup> T cell infiltration. In HPV-positive CC, epithelial cells acted as primary regulators of cDC2s via the <i>ANXA1</i>-<i>FPR1/3</i> pathway, with cDC2s subsequently modulating CD4<sup>+</sup> T cells and interferon-related CD8<sup>+</sup> T cell subtypes. In contrast, HPV-negative CC featured epithelial cells predominantly influencing monocytes and macrophages, which then interacted with CD8<sup>+</sup> T cells. Notably, the <i>MDK</i>-<i>LRP1</i> ligand-receptor interaction emerged as a potential key mechanism for recruiting immunosuppressive cells into CC tumors, fostering an immunosuppressive microenvironment. Further, we constructed a risk score model based on an epithelial cell-related signature (ERS), which was significantly associated with patient survival. Noteworthy variations were observed in immune cell infiltration and immune microenvironment among distinct risk groups.</p><p><strong>Conclusion: </strong>Based on integrated multi-omics data, we precisely delineated the spatial transcriptional features of the tumor microenvironment in CC with different HPV statuses, including identifying distinct CD8<sup>+</sup> T cell states and cell-cell communication. In addition, we developed an ERS closely associated with the immune environment and prognosis of CC. These results increase our understanding of the molecular mechanisms of cervical cancer under different HPV statuses and provide assistance for the precise treatment of cervical cancer.</p>","PeriodicalId":12622,"journal":{"name":"Frontiers in Immunology","volume":"16 ","pages":"1612623"},"PeriodicalIF":5.9000,"publicationDate":"2025-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12481161/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Frontiers in Immunology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.3389/fimmu.2025.1612623","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/1 0:00:00","PubModel":"eCollection","JCR":"Q1","JCRName":"IMMUNOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Cervical cancer (CC) is a highly heterogeneous malignancy primarily driven by persistent infection with high-risk human papillomavirus (HPV). However, comprehensive analyses of heterogeneity in the immune microenvironment, particularly its spatial heterogeneity, between HPV-positive and HPV-negative CC remain limited, despite their critical clinical significance.

Methods: We performed single-cell RNA sequencing (scRNA-seq) and spatial transcriptomics (ST) sequencing on collected cervical cancer samples, integrating scRNA-seq, ST, and bulk RNA-seq to analyze distinct cell subtypes and characterize their spatial distribution. Multiplex immunofluorescence analysis was further utilized to validate HPV status-specific expression patterns. Cox regression and LASSO regression analyses were used to identify the prognostic signature on the TCGA dataset.

Results: Through integrative analysis, we found that HPV-positive samples demonstrated elevated proportions of CD4+ T cells and cDC2s, whereas HPV-negative samples exhibited increased CD8+ T cell infiltration. In HPV-positive CC, epithelial cells acted as primary regulators of cDC2s via the ANXA1-FPR1/3 pathway, with cDC2s subsequently modulating CD4+ T cells and interferon-related CD8+ T cell subtypes. In contrast, HPV-negative CC featured epithelial cells predominantly influencing monocytes and macrophages, which then interacted with CD8+ T cells. Notably, the MDK-LRP1 ligand-receptor interaction emerged as a potential key mechanism for recruiting immunosuppressive cells into CC tumors, fostering an immunosuppressive microenvironment. Further, we constructed a risk score model based on an epithelial cell-related signature (ERS), which was significantly associated with patient survival. Noteworthy variations were observed in immune cell infiltration and immune microenvironment among distinct risk groups.

Conclusion: Based on integrated multi-omics data, we precisely delineated the spatial transcriptional features of the tumor microenvironment in CC with different HPV statuses, including identifying distinct CD8+ T cell states and cell-cell communication. In addition, we developed an ERS closely associated with the immune environment and prognosis of CC. These results increase our understanding of the molecular mechanisms of cervical cancer under different HPV statuses and provide assistance for the precise treatment of cervical cancer.

单细胞和空间转录组学的综合多组学分析揭示了宫颈癌中不同的hpv相关免疫微环境特征和预后特征。
背景:宫颈癌(CC)是一种高度异质性的恶性肿瘤,主要由高危人乳头瘤病毒(HPV)持续感染引起。然而,尽管hpv阳性和hpv阴性CC具有重要的临床意义,但对免疫微环境异质性的综合分析,特别是其空间异质性,仍然有限。方法:对收集的宫颈癌样本进行单细胞RNA测序(scRNA-seq)和空间转录组学(ST)测序,整合scRNA-seq、ST和大量RNA-seq,分析不同的细胞亚型并表征其空间分布。多重免疫荧光分析进一步用于验证HPV状态特异性表达模式。采用Cox回归和LASSO回归分析来识别TCGA数据集上的预后特征。结果:通过综合分析,我们发现hpv阳性样本中CD4+ T细胞和cDC2s的比例升高,而hpv阴性样本中CD8+ T细胞浸润增加。在hpv阳性CC中,上皮细胞通过anxa1 - fpr /3通路作为cDC2s的主要调节因子,cDC2s随后调节CD4+ T细胞和干扰素相关的CD8+ T细胞亚型。相反,hpv阴性CC的特征是上皮细胞主要影响单核细胞和巨噬细胞,然后与CD8+ T细胞相互作用。值得注意的是,MDK-LRP1配体-受体相互作用是将免疫抑制细胞招募到CC肿瘤中,培养免疫抑制微环境的潜在关键机制。此外,我们构建了一个基于上皮细胞相关特征(ERS)的风险评分模型,该模型与患者生存显著相关。不同危险人群的免疫细胞浸润和免疫微环境存在显著差异。结论:基于整合的多组学数据,我们精确地描绘了不同HPV状态CC肿瘤微环境的空间转录特征,包括识别不同的CD8+ T细胞状态和细胞间通讯。此外,我们开发了与CC免疫环境和预后密切相关的ERS,这些结果增加了我们对不同HPV状态下宫颈癌分子机制的认识,为宫颈癌的精准治疗提供了帮助。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
9.80
自引率
11.00%
发文量
7153
审稿时长
14 weeks
期刊介绍: Frontiers in Immunology is a leading journal in its field, publishing rigorously peer-reviewed research across basic, translational and clinical immunology. This multidisciplinary open-access journal is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, clinicians and the public worldwide. Frontiers in Immunology is the official Journal of the International Union of Immunological Societies (IUIS). Encompassing the entire field of Immunology, this journal welcomes papers that investigate basic mechanisms of immune system development and function, with a particular emphasis given to the description of the clinical and immunological phenotype of human immune disorders, and on the definition of their molecular basis.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信