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AI 辅助的外周免疫分析揭示了与软组织肉瘤患者预后相关的非常规淋巴细胞特征

英文原题:AI-assisted peripheral immune profiling reveals unconventional lymphocyte signatures associated with prognosis in soft tissue sarcoma patients.

查看英文原题

AI-assisted peripheral immune profiling reveals unconventional lymphocyte signatures associated with prognosis in soft tissue sarcoma patients.

PubMed 2025/10/27(内容时间) Front Immunol Q1 · IF 7(JCR 2025)

研究概要

这些发现强调了在STS中很少被分析的细胞毒性淋巴细胞对系统性免疫适应度和疾病结局的贡献。

中文摘要

免疫治疗重塑了多种癌症的治疗格局,但患者应答仍高度可变,部分原因在于免疫功能的差异。在软组织肉瘤(STS)中,免疫景观特征尚不明确,限制了预后标志物的开发和基于免疫的治疗策略。本研究旨在全面刻画STS中循环和肿瘤浸润性细胞毒性淋巴细胞群体。通过多参数流式细胞术结合AI辅助的无监督聚类分析患者和健康供者的外周血,从而能够识别常规和非常规亚群。在一个试点队列中,采用相同方法评估TIL(肿瘤浸润淋巴细胞),以探索全身-局部免疫区室化。STS患者表现出全身免疫失衡,CD8+ T细胞增多,NK细胞和CD161+ CD8+ T细胞减少,与整体免疫抑制一致。若干非常规群体显示出预后关联:CD8+ γδ T细胞和CD4+ NKT样细胞升高与较差的生存相关,而CD8+ NKT样细胞在免疫健全患者中富集并与更好的结局相关,提示其潜在的保护功能。试点肿瘤分析发现了γδ NKT样细胞,其在循环中几乎缺失,提示其在肿瘤微环境中选择性富集。总之,这些发现凸显了鲜有研究的细胞毒性淋巴细胞对STS全身免疫适应性和疾病结局的贡献。重要的是,尽管存在临床和组织学异质性,患者表现出一致的免疫改变,提示STS各亚型之间存在共享的免疫特征。尽管受限于肿瘤样本量小和缺乏功能性实验,本研究提供了概念验证,即基于免疫的分析能够发现新的预后标志物和具有治疗相关性的候选细胞群体。未来需要在更大规模、纵向队列中开展研究,并结合功能表征,以验证这些亚群并明确其在STS免疫监视和免疫治疗反应中的作用。

展开英文摘要原文

Immunotherapy has reshaped the treatment of several cancers, yet patient responses remain highly variable, partly due to differences in immune competence. In soft tissue sarcomas (STS), the immune landscape is poorly characterized, limiting the development of prognostic markers and immune-based therapeutic strategies. This study aimed to comprehensively profile circulating and tumor-infiltrating cytotoxic lymphocyte populations in STS. Peripheral blood from patients and healthy donors was analyzed by multiparametric flow cytometry combined with AI-assisted unsupervised clustering, enabling the identification of both conventional and unconventional subsets. In a pilot cohort, tumor-infiltrating lymphocytes were evaluated using the same approach to explore systemic-local immune compartmentalization. STS patients displayed systemic immune imbalance with increased CD8 + T cells and reduced NK cells and CD161 + CD8 + T cells, consistent with overall immunosuppression. Several unconventional populations showed prognostic associations: elevated CD8 + γδ T cells and CD4 + NKT-like cells correlated with poorer survival, whereas CD8 + NKT-like cells were enriched in immune-competent patients and linked to better outcomes, suggesting potential protective functions. Pilot tumor analyses identified γδ NKT-like cells that were nearly absent from circulation, suggesting their selective enrichment within the tumor microenvironment. Together, these findings highlight the contribution of rarely profiled cytotoxic lymphocytes to systemic immune fitness and disease outcome in STS. Importantly, despite clinical and histological heterogeneity, patients showed consistent immune alterations, suggesting shared immunological features across STS subtypes. While limited by small tumor sample size and lack of functional assays, this study provides proof-of-concept that immune-based profiling can uncover novel prognostic markers and candidate populations of therapeutic relevance. Future work in larger, longitudinal cohorts, coupled with functional characterization, will be essential to validate these subsets and to define their role in STS immune surveillance and responsiveness to immunotherapy.

论文信息

作者
Almeida JS、Sousa LM、Couceiro P、Alves V、Rodrigues J、Fonseca R、Freitas-Tavares P、Santos-Rosa M
单位
Laboratory of Immunology and Oncology, Center for Neurosciences and Cell Biology (CNC), University of Coimbra, Coimbra, Portugal.Portugal
期刊
Frontiers in immunology2025
原文标识
PubMed 41221282 · DOI 10.3389/fimmu.2025.1677408