Characterizing the Tumor Microenvironment and Its Prognostic Impact in Breast Cancer

IF 5.1 2区 生物学 Q2 CELL BIOLOGY Cells Pub Date : 2024-09-10 DOI:10.3390/cells13181518
Wenjuan Zhang, Alex Lee, Amit K. Tiwari, Mary Qu Yang
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Abstract

The tumor microenvironment (TME) is crucial in cancer development and therapeutic response. Immunotherapy is increasingly recognized as a critical component of cancer treatment. While immunotherapies have shown efficacy in various cancers, including breast cancer, patient responses vary widely. Some patients receive significant benefits, while others experience minimal or no improvement. This disparity underscores the complexity and diversity of the immune system. In this study, we investigated the immune landscape and cell–cell communication within the TME of breast cancer through integrated analysis of bulk and single-cell RNA sequencing data. We established profiles of tumor immune infiltration that span across a broad spectrum of adaptive and innate immune cells. Our clustering analysis of immune infiltration identified three distinct patient groups: high T cell abundance, moderate infiltration, and low infiltration. Patients with low immune infiltration exhibited the poorest survival rates, while those in the moderate infiltration group showed better outcomes than those with high T cell abundance. Moreover, the high cell abundance group was associated with a greater tumor burden and higher rates of TP53 mutations, whereas the moderate infiltration group was characterized by a lower tumor burden and elevated PIK3CA mutations. Analysis of an independent single-cell RNA-seq breast cancer dataset confirmed the presence of similar infiltration patterns. Further investigation into ligand–receptor interactions within the TME unveiled significant variations in cell–cell communication patterns among these groups. Notably, we found that the signaling pathways SPP1 and EGF were exclusively active in the low immune infiltration group, suggesting their involvement in immune suppression. This work comprehensively characterizes the composition and dynamic interplay in the breast cancer TME. Our findings reveal associations between the extent of immune infiltration and clinical outcomes, providing valuable prognostic information for patient stratification. The unique mutations and signaling pathways associated with different patient groups offer insights into the mechanisms underlying diverse tumor immune infiltration and the formation of an immunosuppressive tumor microenvironment.
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描述肿瘤微环境及其对乳腺癌预后的影响
肿瘤微环境(TME)对癌症的发展和治疗反应至关重要。免疫疗法越来越被认为是癌症治疗的关键组成部分。虽然免疫疗法对包括乳腺癌在内的各种癌症都有疗效,但患者的反应却千差万别。一些患者的疗效显著,而另一些患者的疗效却微乎其微,甚至毫无改善。这种差异凸显了免疫系统的复杂性和多样性。在这项研究中,我们通过综合分析大量和单细胞 RNA 测序数据,研究了乳腺癌 TME 内的免疫格局和细胞间的交流。我们建立了横跨适应性和先天性免疫细胞广谱的肿瘤免疫浸润图谱。我们对免疫浸润进行了聚类分析,确定了三个不同的患者群体:高T细胞丰度、中度浸润和低浸润。低免疫浸润患者的生存率最差,而中度浸润组患者的生存率则优于高T细胞丰度组患者。此外,高细胞丰度组的肿瘤负荷较大,TP53突变率较高,而中度浸润组的肿瘤负荷较低,PIK3CA突变率较高。对独立单细胞 RNA-seq 乳腺癌数据集的分析证实了类似的浸润模式。对TME内配体-受体相互作用的进一步研究揭示了这些组间细胞-细胞通讯模式的显著差异。值得注意的是,我们发现信号通路 SPP1 和 EGF 在低免疫浸润组中非常活跃,这表明它们参与了免疫抑制。这项研究全面描述了乳腺癌 TME 的组成和动态相互作用。我们的研究结果揭示了免疫浸润程度与临床预后之间的关联,为患者分层提供了宝贵的预后信息。与不同患者群体相关的独特突变和信号通路为我们深入了解不同肿瘤免疫浸润和免疫抑制性肿瘤微环境的形成机制提供了启示。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Cells
Cells Biochemistry, Genetics and Molecular Biology-Biochemistry, Genetics and Molecular Biology (all)
CiteScore
9.90
自引率
5.00%
发文量
3472
审稿时长
16 days
期刊介绍: Cells (ISSN 2073-4409) is an international, peer-reviewed open access journal which provides an advanced forum for studies related to cell biology, molecular biology and biophysics. It publishes reviews, research articles, communications and technical notes. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. Full experimental and/or methodical details must be provided.
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