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单细胞配体-受体分析揭示了三阴性乳腺癌中的一种免疫治疗反应性亚型和预后特征。

Single-cell ligand-receptor profiling reveals an immunotherapy-responsive subtype and prognostic signature in triple-negative breast cancer.

作者信息

Chen Chuanzhi, Qi Jiahui, Lin Weichao, Fu Chunlan, Jin Xin

机构信息

Department of Thyroid Surgery, National Key Clinical Specialty (General Surgery), The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China.

Institute of Aging, Key Laboratory of Alzheimer's Disease of Zhejiang Province, Wenzhou Medical University, Wenzhou, Zhejiang, China.

出版信息

Front Immunol. 2025 Jun 10;16:1590951. doi: 10.3389/fimmu.2025.1590951. eCollection 2025.

Abstract

BACKGROUND

Triple-negative breast cancer (TNBC) is an aggressive form of cancer that lacks specific targeted therapies. Although ligand-receptor (LR) interactions play a crucial role in intercellular communication and contribute to tumor heterogeneity, their molecular details and potential as prognostic or predictive markers in TNBC have not been thoroughly investigated.

METHODS

We analyzed single-cell RNA sequencing data to categorize TNBC into 12 subgroups and 10 distinct cell types. From this dataset, we identified LR pairs that exhibited significant intercellular crosstalk and evaluated their prognostic relevance in a METABRIC TNBC cohort (n = 298). Through consensus clustering of these LR pairs, two molecular subtypes were defined. Key LR genes were then selected using Lasso regression and stepwise multivariate analysis to build an LR-based prognostic scoring system (LR.score), which was validated using both the METABRIC and GSE58812 datasets (n = 107). Additionally, we performed siRNA-mediated knockdown of the CXCL9/CXCR3 axis in MDA-MB-231 cells, confirming the knockdown via RT-qPCR and Western blot. The functional impact was assessed through proliferation, colony formation, and wound healing assays.

RESULTS

One subtype (Clust1) demonstrated strong immune cell infiltration, higher immune scores, and enrichment in pathways such as epithelial-mesenchymal transition, angiogenesis, and KRAS signaling-indicative of a basal-like, immune-active phenotype. Among the LR pairs, the CXCL9-CXCR3 axis was identified as a key factor in immune cell recruitment and anti-tumor responses. Functionally, silencing the CXCL9/CXCR3 axis significantly diminished the proliferation, colony formation, and migratory capabilities of MDA-MB-231 cells. Moreover, a higher LR.score was correlated with poorer overall survival (HR = 1.69, 95% CI = 1.12-2.56, P < 0.05) and reduced response to immune checkpoint inhibitors (ICIs), while patients with lower LR.score showed increased sensitivity to ICIs, particularly in anti-PD-L1 cohorts.

CONCLUSION

The LR.score serves as an independent prognostic factor and a reliable predictor of immunotherapy response in TNBC. Targeting crucial LR interactions, especially the CXCL9-CXCR3 axis, may enhance immunotherapeutic efficacy and refine prognostic evaluations, paving the way for improved treatment strategies in TNBC.

摘要

背景

三阴性乳腺癌(TNBC)是一种侵袭性癌症,缺乏特异性靶向治疗方法。尽管配体-受体(LR)相互作用在细胞间通讯中起关键作用,并导致肿瘤异质性,但其分子细节以及在TNBC中作为预后或预测标志物的潜力尚未得到充分研究。

方法

我们分析了单细胞RNA测序数据,将TNBC分为12个亚组和10种不同的细胞类型。从该数据集中,我们鉴定出表现出显著细胞间串扰的LR对,并在METABRIC TNBC队列(n = 298)中评估了它们的预后相关性。通过对这些LR对进行一致性聚类,定义了两种分子亚型。然后使用套索回归和逐步多变量分析选择关键LR基因,构建基于LR的预后评分系统(LR.score),并使用METABRIC和GSE58812数据集(n = 107)进行验证。此外,我们在MDA-MB-231细胞中进行了siRNA介导的CXCL9/CXCR3轴敲低,并通过RT-qPCR和蛋白质印迹法确认了敲低。通过增殖、集落形成和伤口愈合试验评估功能影响。

结果

一种亚型(Clust1)表现出强烈的免疫细胞浸润、更高的免疫评分,并在上皮-间质转化、血管生成和KRAS信号等通路中富集,表明具有基底样、免疫活性表型。在LR对中,CXCL9-CXCR3轴被确定为免疫细胞募集和抗肿瘤反应的关键因素。在功能上,沉默CXCL9/CXCR3轴显著降低了MDA-MB-231细胞的增殖、集落形成和迁移能力。此外,较高的LR.score与较差的总生存期(HR = 1.69,95% CI = 1.12 - 2.56,P < 0.05)和对免疫检查点抑制剂(ICI)的反应降低相关,而LR.score较低的患者对ICI的敏感性增加,尤其是在抗PD-L1队列中。

结论

LR.score是TNBC中独立的预后因素和免疫治疗反应的可靠预测指标。靶向关键的LR相互作用,尤其是CXCL9-CXCR3轴,可能会提高免疫治疗效果并完善预后评估,为TNBC改进治疗策略铺平道路。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d14f/12185476/f54e6050f9af/fimmu-16-1590951-g001.jpg

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