利用多路成像细胞细胞术解读唾液腺癌的细胞肿瘤微环境景观。

IF 12.8 1区 医学 Q1 ONCOLOGY
Marcel Mayer, Lisa Nachtsheim, Louis Jansen, Philipp Wolber, Marcel Schmiel, Luc G T Morris, Fengshen Kuo, Alan L Ho, Alexander Quaas, Jens Peter Klussmann, Christoph Arolt
{"title":"利用多路成像细胞细胞术解读唾液腺癌的细胞肿瘤微环境景观。","authors":"Marcel Mayer, Lisa Nachtsheim, Louis Jansen, Philipp Wolber, Marcel Schmiel, Luc G T Morris, Fengshen Kuo, Alan L Ho, Alexander Quaas, Jens Peter Klussmann, Christoph Arolt","doi":"10.1186/s13046-025-03551-z","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>To spatially characterize the single-cell tumor microenvironment (TME) of salivary gland carcinomas (SGC) and identify prognostic biomarkers.</p><p><strong>Methods: </strong>SGC, including salivary duct carcinomas (SDC), acinic cell, mucoepidermoid, and secretory carcinomas, were analyzed using a 13-marker imaging mass cytometry panel. Multichannel image data from 54 primary cases and nodal metastases were processed to generate single-cell datasets. Cell phenotypes (tumor cells, cancer-associated fibroblasts (CAFs), endothelia, immune cells) were classified using a validated CAF algorithm, followed by spatial analysis and clinicopathological correlation. Clinicopathological results were validated using a previously published independent bulk RNA-sequencing (RNA-seq) cohort of n = 67 SDC cases. Spatial transcriptomics data of three SDC cases was leveraged to understand the molecular mechanisms of spatial interactions.</p><p><strong>Results: </strong>Among 509,364 cells, SDC exhibited the highest fractions of Collagen- and matrix-CAFs (mCAFs). Acinic cell carcinomas (ACC) showed enriched CD4<sup>+</sup>/CD8<sup>+</sup> T cells and antigen-presenting CAFs (apCAFs), indicating strong immune infiltration. A spatially defined cellular neighborhood (CN8) of mCAFs and endothelia was elevated in SDC, with higher CAF infiltration in androgen receptor (AR)<sub>high</sub> versus AR<sub>low</sub> SDC. Elevated mCAF frequency and CN8 were significantly associated with reduced recurrence-free probability (RFP) and distant control rates (DCR) in SDC. Additionally, higher mCAF frequencies were an independent prognostic factor for decreased RFP and DCR in Cox regression analysis. The association between mCAFs and a decreased RFP as well as recurrence-free survival was confirmed with previously published RNA-seq data using an mCAF signature. Spatial transcriptomics confirmed enrichment of metastasis-associated gene signatures as well as platelet-derived growth factor and insulin-like growth factor pathways within mCAF<sup>high</sup>endothelia<sup>high</sup> tumor niches indicating that the latter may be involved in mCAF-endothelia crosstalk.</p><p><strong>Conclusion: </strong>SDC are characterized by Collagen-/mCAF-rich microenvironments and mCAF-endothelial spatial interactions that are linked to metastasis. ACC display pronounced immune infiltration, suggesting its potential for immunotherapy. mCAFs in SDC emerge as prognostic biomarkers and therapeutic targets, highlighting the importance of targeting CAF-driven metastasis in future treatments. This study provides insights into the biology of SGC and identifies novel prognostic markers.</p>","PeriodicalId":50199,"journal":{"name":"Journal of Experimental & Clinical Cancer Research","volume":"44 1","pages":"288"},"PeriodicalIF":12.8000,"publicationDate":"2025-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12516863/pdf/","citationCount":"0","resultStr":"{\"title\":\"Deciphering the cellular tumor microenvironment landscape in salivary gland carcinomas using multiplexed imaging mass cytometry.\",\"authors\":\"Marcel Mayer, Lisa Nachtsheim, Louis Jansen, Philipp Wolber, Marcel Schmiel, Luc G T Morris, Fengshen Kuo, Alan L Ho, Alexander Quaas, Jens Peter Klussmann, Christoph Arolt\",\"doi\":\"10.1186/s13046-025-03551-z\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>To spatially characterize the single-cell tumor microenvironment (TME) of salivary gland carcinomas (SGC) and identify prognostic biomarkers.</p><p><strong>Methods: </strong>SGC, including salivary duct carcinomas (SDC), acinic cell, mucoepidermoid, and secretory carcinomas, were analyzed using a 13-marker imaging mass cytometry panel. Multichannel image data from 54 primary cases and nodal metastases were processed to generate single-cell datasets. Cell phenotypes (tumor cells, cancer-associated fibroblasts (CAFs), endothelia, immune cells) were classified using a validated CAF algorithm, followed by spatial analysis and clinicopathological correlation. Clinicopathological results were validated using a previously published independent bulk RNA-sequencing (RNA-seq) cohort of n = 67 SDC cases. Spatial transcriptomics data of three SDC cases was leveraged to understand the molecular mechanisms of spatial interactions.</p><p><strong>Results: </strong>Among 509,364 cells, SDC exhibited the highest fractions of Collagen- and matrix-CAFs (mCAFs). Acinic cell carcinomas (ACC) showed enriched CD4<sup>+</sup>/CD8<sup>+</sup> T cells and antigen-presenting CAFs (apCAFs), indicating strong immune infiltration. A spatially defined cellular neighborhood (CN8) of mCAFs and endothelia was elevated in SDC, with higher CAF infiltration in androgen receptor (AR)<sub>high</sub> versus AR<sub>low</sub> SDC. Elevated mCAF frequency and CN8 were significantly associated with reduced recurrence-free probability (RFP) and distant control rates (DCR) in SDC. Additionally, higher mCAF frequencies were an independent prognostic factor for decreased RFP and DCR in Cox regression analysis. The association between mCAFs and a decreased RFP as well as recurrence-free survival was confirmed with previously published RNA-seq data using an mCAF signature. Spatial transcriptomics confirmed enrichment of metastasis-associated gene signatures as well as platelet-derived growth factor and insulin-like growth factor pathways within mCAF<sup>high</sup>endothelia<sup>high</sup> tumor niches indicating that the latter may be involved in mCAF-endothelia crosstalk.</p><p><strong>Conclusion: </strong>SDC are characterized by Collagen-/mCAF-rich microenvironments and mCAF-endothelial spatial interactions that are linked to metastasis. ACC display pronounced immune infiltration, suggesting its potential for immunotherapy. mCAFs in SDC emerge as prognostic biomarkers and therapeutic targets, highlighting the importance of targeting CAF-driven metastasis in future treatments. This study provides insights into the biology of SGC and identifies novel prognostic markers.</p>\",\"PeriodicalId\":50199,\"journal\":{\"name\":\"Journal of Experimental & Clinical Cancer Research\",\"volume\":\"44 1\",\"pages\":\"288\"},\"PeriodicalIF\":12.8000,\"publicationDate\":\"2025-10-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12516863/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Experimental & Clinical Cancer Research\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1186/s13046-025-03551-z\",\"RegionNum\":1,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ONCOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Experimental & Clinical Cancer Research","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s13046-025-03551-z","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ONCOLOGY","Score":null,"Total":0}
引用次数: 0

摘要

背景:探讨涎腺癌(SGC)单细胞肿瘤微环境(TME)的空间特征及预后生物标志物。方法:使用13个标记物成像细胞计数仪对SGC进行分析,包括涎腺导管癌(SDC)、腺泡细胞癌、粘液表皮样癌和分泌性癌。对54例原发性病例和淋巴结转移的多通道图像数据进行处理,生成单细胞数据集。细胞表型(肿瘤细胞、癌症相关成纤维细胞(CAFs)、内皮细胞、免疫细胞)使用经过验证的CAF算法进行分类,然后进行空间分析和临床病理相关性。临床病理结果使用先前发表的独立大量rna测序(RNA-seq)队列验证n = 67例SDC病例。利用三个SDC病例的空间转录组学数据来了解空间相互作用的分子机制。结果:在509364个细胞中,SDC细胞中胶原-和基质- cafs (mCAFs)的含量最高。腺泡细胞癌(Acinic cell carcinoma, ACC)中CD4+/CD8+ T细胞和抗原呈递CAFs (antigen-presenting CAFs, apCAFs)富集,提示免疫浸润较强。在SDC中,mCAFs和内皮细胞的空间界定细胞邻域(CN8)升高,雄激素受体(AR)高的SDC中CAF的浸润比ARlow高。mCAF频率和CN8升高与SDC无复发概率(RFP)和远端控制率(DCR)降低显著相关。此外,在Cox回归分析中,较高的mCAF频率是RFP和DCR降低的独立预后因素。先前发表的RNA-seq数据证实了mCAF与RFP下降以及无复发生存之间的关联。空间转录组学证实了转移相关基因特征以及血小板衍生生长因子和胰岛素样生长因子途径在mcaf高内皮高肿瘤壁龛中的富集,表明后者可能参与mcaf -内皮互扰。结论:SDC具有丰富的胶原/ mcaf微环境和mcaf -内皮空间相互作用,与转移有关。ACC显示明显的免疫浸润,提示其具有免疫治疗的潜力。mCAFs在SDC中成为预后生物标志物和治疗靶点,强调了在未来治疗中靶向cafs驱动转移的重要性。这项研究为SGC的生物学提供了新的见解,并确定了新的预后标志物。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Deciphering the cellular tumor microenvironment landscape in salivary gland carcinomas using multiplexed imaging mass cytometry.

Background: To spatially characterize the single-cell tumor microenvironment (TME) of salivary gland carcinomas (SGC) and identify prognostic biomarkers.

Methods: SGC, including salivary duct carcinomas (SDC), acinic cell, mucoepidermoid, and secretory carcinomas, were analyzed using a 13-marker imaging mass cytometry panel. Multichannel image data from 54 primary cases and nodal metastases were processed to generate single-cell datasets. Cell phenotypes (tumor cells, cancer-associated fibroblasts (CAFs), endothelia, immune cells) were classified using a validated CAF algorithm, followed by spatial analysis and clinicopathological correlation. Clinicopathological results were validated using a previously published independent bulk RNA-sequencing (RNA-seq) cohort of n = 67 SDC cases. Spatial transcriptomics data of three SDC cases was leveraged to understand the molecular mechanisms of spatial interactions.

Results: Among 509,364 cells, SDC exhibited the highest fractions of Collagen- and matrix-CAFs (mCAFs). Acinic cell carcinomas (ACC) showed enriched CD4+/CD8+ T cells and antigen-presenting CAFs (apCAFs), indicating strong immune infiltration. A spatially defined cellular neighborhood (CN8) of mCAFs and endothelia was elevated in SDC, with higher CAF infiltration in androgen receptor (AR)high versus ARlow SDC. Elevated mCAF frequency and CN8 were significantly associated with reduced recurrence-free probability (RFP) and distant control rates (DCR) in SDC. Additionally, higher mCAF frequencies were an independent prognostic factor for decreased RFP and DCR in Cox regression analysis. The association between mCAFs and a decreased RFP as well as recurrence-free survival was confirmed with previously published RNA-seq data using an mCAF signature. Spatial transcriptomics confirmed enrichment of metastasis-associated gene signatures as well as platelet-derived growth factor and insulin-like growth factor pathways within mCAFhighendotheliahigh tumor niches indicating that the latter may be involved in mCAF-endothelia crosstalk.

Conclusion: SDC are characterized by Collagen-/mCAF-rich microenvironments and mCAF-endothelial spatial interactions that are linked to metastasis. ACC display pronounced immune infiltration, suggesting its potential for immunotherapy. mCAFs in SDC emerge as prognostic biomarkers and therapeutic targets, highlighting the importance of targeting CAF-driven metastasis in future treatments. This study provides insights into the biology of SGC and identifies novel prognostic markers.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
18.20
自引率
1.80%
发文量
333
审稿时长
1 months
期刊介绍: The Journal of Experimental & Clinical Cancer Research is an esteemed peer-reviewed publication that focuses on cancer research, encompassing everything from fundamental discoveries to practical applications. We welcome submissions that showcase groundbreaking advancements in the field of cancer research, especially those that bridge the gap between laboratory findings and clinical implementation. Our goal is to foster a deeper understanding of cancer, improve prevention and detection strategies, facilitate accurate diagnosis, and enhance treatment options. We are particularly interested in manuscripts that shed light on the mechanisms behind the development and progression of cancer, including metastasis. Additionally, we encourage submissions that explore molecular alterations or biomarkers that can help predict the efficacy of different treatments or identify drug resistance. Translational research related to targeted therapies, personalized medicine, tumor immunotherapy, and innovative approaches applicable to clinical investigations are also of great interest to us. We provide a platform for the dissemination of large-scale molecular characterizations of human tumors and encourage researchers to share their insights, discoveries, and methodologies with the wider scientific community. By publishing high-quality research articles, reviews, and commentaries, the Journal of Experimental & Clinical Cancer Research strives to contribute to the continuous improvement of cancer care and make a meaningful impact on patients' lives.
×
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