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基于单细胞和批量RNA测序分析的新型肿瘤相关中性粒细胞相关风险特征预测乳腺癌的预后和免疫格局

A Novel Tumor-Associated Neutrophil-Related Risk Signature Based on Single-Cell and Bulk RNA-Sequencing Analyses Predicts the Prognosis and Immune Landscape of Breast Cancer.

作者信息

Yin Shulei, Li Chunzhen, Zhang Yunyan, Yin Haofeng, Fan Zhezhe, Ye Xibo, Hu Han, Li Tianliang

机构信息

National Key Laboratory of Immunity & Inflammation, Institute of Immunology, Naval Medical University, Shanghai 200433, China.

Department of Respiratory and Critical Care Medicine, Changzheng Hospital, Naval Medical University, Shanghai 200433, China.

出版信息

J Cancer. 2024 Sep 3;15(17):5655-5671. doi: 10.7150/jca.100338. eCollection 2024.

Abstract

Tumor-associated neutrophils (TANs) are increasingly recognized as contributors to cancer prognosis and therapeutics. However, TAN-related targets of breast cancer (BRCA) remain scarce. This study aimed to develop a novel TAN-associated risk signature (TANRS) of BRCA using single-cell RNA sequencing (scRNA-seq) and bulk RNA sequencing data. Eighty-six TAN-related genes (TANRGs) were derived from the intersection of TAN marker genes identified from scRNA-seq with modular genes identified by weighted gene co-expression network analysis (WGCNA). The TANRS consisting of nine TANRGs (TAGLN2, IGF2R, LAMP2, TBL1X, ASAP1, DENND5A, SNRK, BCL3, and CEBPD) was constructed using Cox regression and the least absolute shrinkage and selection operator (LASSO) regression. The TANRS efficiently predicted the survival prognosis and clinicopathological progression of patients across multiple cohorts. Significant differences in immune infiltration landscapes between TANRS groups were observed. Additionally, patients with high TANRS exhibited tumor immunosuppression, enhanced cancer hallmarks, and unfavorable therapeutic effects. Four promising compounds for treating high-TANRS BRCA were also presented. SNRK was identified as a key prognostic TANRG, and its expression profile and correlation with TANs were validated using immunohistochemical assays of BRCA samples and spatial transcriptomic sections. This novel TAN-based signature exhibited promising predictive capabilities, with the potential to contribute to personalized medicine for BRCA patients.

摘要

肿瘤相关中性粒细胞(TANs)越来越被认为是癌症预后和治疗的重要因素。然而,乳腺癌(BRCA)中与TAN相关的靶点仍然稀缺。本研究旨在利用单细胞RNA测序(scRNA-seq)和批量RNA测序数据开发一种新的BRCA的TAN相关风险特征(TANRS)。86个TAN相关基因(TANRGs)来自于从scRNA-seq中鉴定出的TAN标记基因与通过加权基因共表达网络分析(WGCNA)鉴定出的模块基因的交集。使用Cox回归和最小绝对收缩和选择算子(LASSO)回归构建了由9个TANRGs(TAGLN2、IGF2R、LAMP2、TBL1X、ASAP1、DENND5A、SNRK、BCL3和CEBPD)组成的TANRS。TANRS能够有效地预测多个队列患者的生存预后和临床病理进展。观察到TANRS组之间免疫浸润格局存在显著差异。此外,高TANRS的患者表现出肿瘤免疫抑制、癌症特征增强和治疗效果不佳。还提出了四种治疗高TANRS BRCA的有前景的化合物。SNRK被确定为关键的预后TANRG,并通过对BRCA样本和空间转录组切片的免疫组织化学分析验证了其表达谱以及与TANs的相关性。这种基于TAN的新特征显示出有前景的预测能力,有可能为BRCA患者的个性化医疗做出贡献。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2462/11414621/50c7b4ca3246/jcav15p5655g001.jpg

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