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.

IF 3.3 3区 医学 Q2 ONCOLOGY Journal of Cancer Pub Date : 2024-09-03 eCollection Date: 2024-01-01 DOI:10.7150/jca.100338
Shulei Yin, Chunzhen Li, Yunyan Zhang, Haofeng Yin, Zhezhe Fan, Xibo Ye, Han Hu, Tianliang Li
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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.

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基于单细胞和大量 RNA 序列分析的新型肿瘤相关中性粒细胞相关风险特征可预测乳腺癌的预后和免疫格局
人们越来越认识到,肿瘤相关中性粒细胞(TANs)是癌症预后和治疗的重要因素。然而,与 TAN 相关的乳腺癌(BRCA)靶点仍然很少。本研究旨在利用单细胞RNA测序(scRNA-seq)和大容量RNA测序数据,开发一种新型的BRCA TAN相关风险特征(TANRS)。通过scRNA-seq确定的TAN标记基因与加权基因共表达网络分析(WGCNA)确定的模块基因的交叉,得出了86个TAN相关基因(TANRGs)。利用 Cox 回归和最小绝对收缩和选择算子(LASSO)回归法构建了由九个 TANRGs(TAGLN2、IGF2R、LAMP2、TBL1X、ASAP1、DENND5A、SNRK、BCL3 和 CEBPD)组成的 TANRS。TANRS 可以有效预测多个队列中患者的生存预后和临床病理进展。在 TANRS 组别之间观察到了免疫浸润景观的显著差异。此外,TANRS高的患者表现出肿瘤免疫抑制、癌症特征增强以及不利的治疗效果。会上还介绍了四种有希望治疗高TANRS BRCA的化合物。SNRK 被确定为关键的预后 TANRG,其表达谱及其与 TANs 的相关性通过 BRCA 样本的免疫组化检测和空间转录组切片得到了验证。这种基于 TAN 的新型特征具有良好的预测能力,有望为 BRCA 患者的个性化医疗做出贡献。
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来源期刊
Journal of Cancer
Journal of Cancer ONCOLOGY-
CiteScore
8.10
自引率
2.60%
发文量
333
审稿时长
12 weeks
期刊介绍: Journal of Cancer is an open access, peer-reviewed journal with broad scope covering all areas of cancer research, especially novel concepts, new methods, new regimens, new therapeutic agents, and alternative approaches for early detection and intervention of cancer. The Journal is supported by an international editorial board consisting of a distinguished team of cancer researchers. Journal of Cancer aims at rapid publication of high quality results in cancer research while maintaining rigorous peer-review process.
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