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单细胞与空间转录组学描绘非小细胞肺癌中 SPP1(+) 巨噬细胞与 FAP(+) 成纤维细胞的相互作用

英文原题:Single-cell and spatial transcriptomics profile the interaction of SPP1(+) macrophages and FAP(+) fibroblasts in non-small cell lung cancer.

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Single-cell and spatial transcriptomics profile the interaction of SPP1(+) macrophages and FAP(+) fibroblasts in non-small cell lung cancer.

PubMed 2025/07/25(内容时间) Transl Lung Cancer Res Q2 · IF 3.4(JCR 2025)

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研究概要

SPP1 因其在 SPP1⁺ 巨噬细胞中的特异性表达而成为 NSCLC 肿瘤中排名首位的差异表达基因,该细胞比例在肿瘤中增加,并与 FAP⁺ 成纤维细胞相互作用。

中文摘要

非小细胞肺癌(NSCLC)仍是最常见的恶性肿瘤之一。肿瘤样本中已发现一系列差异表达基因(DEG),它们在调节肿瘤细胞特征方面发挥重要作用;然而,部分 DEG 特异表达于肿瘤微环境(TME)细胞。需要全面研究这些功能性 DEG 的潜在机制,以阐明其对 NSCLC 肿瘤生物学的贡献。因此,本研究以 NSCLC 为模型,系统研究 TME 相关 DEG。

比较 7 个独立 NSCLC 队列的癌旁和肿瘤样本整体转录组,进行 DEG 分析;利用来自 13 项 NSCLC 研究的单细胞 RNA 测序(scRNA-seq)数据,将这些 DEG 的表达模式注释至特定细胞类型。对髓系和基质细胞重新聚类,以详细刻画 TME 中的细胞间相互作用。通过免疫荧光染色和空间转录组(ST)验证不同亚群的空间共定位,最后利用条件性基因敲除小鼠模型评估这些相互作用的功能意义。

从 7 个 NSCLC 队列的整体转录组中筛得 82 个重叠 DEG。对 217 份 NSCLC 癌旁/肿瘤样本中可用 scRNA-seq 数据所涵盖的 547,360 个整合细胞进行聚类后发现,多数 DEG 特异表达于上皮细胞、髓系细胞和基质细胞。SPP1 是排名最高的 DEG,且特异表达于髓系细胞。NSCLC 肿瘤整体转录组中 SPP1 表达升高,既源于 SPP1⁺ 巨噬细胞比例增加,也源于该髓系亚群内 SPP1 表达量升高,后者可能受 HIF1A、ATF5 和 STAT1 等转录因子调节。细胞间通讯分析显示,FAP⁺ 成纤维细胞与 SPP1⁺ 巨噬细胞的相互作用最强。多重荧光染色证实,肿瘤组织中 SPP1⁺ 巨噬细胞与 FAP⁺ 成纤维细胞的相互作用显著多于癌旁组织。Nichnet 分析显示,VCAN-ITGB1 配体-受体轴介导这种细胞相互作用。ST 分析发现,这种相互作用在肿瘤核心周围形成免疫排斥屏障,并将 CD4⁺/CD8⁺ T 细胞和 NK 细胞等免疫细胞募集至肿瘤边缘。与此一致,巨噬细胞特异性 Spp1 敲除小鼠中 CD3⁺ 和 CD8⁺ T 细胞浸润增加,皮下肿瘤体积减小。临床上,肿瘤中 FAP 高表达且 SPP1 高表达的患者接受免疫治疗后预后显著较差。

SPP1 是 NSCLC 肿瘤中排名最高的 DEG,主要源于 SPP1⁺ 巨噬细胞特异表达;该细胞在肿瘤中比例增加,并与 FAP⁺ 成纤维细胞相互作用。两者相互作用促成肿瘤屏障形成、抑制免疫浸润,从而降低 NSCLC 免疫治疗疗效。

展开英文摘要原文

Non-small cell lung cancer (NSCLC) remains one of the most prevalent malignancies. A series of differentially expressed genes (DEGs) have been identified in tumor samples and play critical roles in modulating the characteristics of tumor cells. However, some DEGs are specifically expressed in the tumor microenvironment (TME) cells. The underlying mechanisms of the functional DEGs warrant comprehensive investigation to elucidate their contributions to tumor biology of NSCLC. Therefore, the primary goal of our study is to systematically investigate TME-related DEGs using NSCLC as a model.

DEG analysis was performed by comparing bulk transcriptomes of adjacent and tumor samples across 7 independent NSCLC cohorts. Expression pattern of these DEGs were annotated to specific cell types using a single-cell RNA sequencing (scRNA-seq) dataset from 13 NSCLC studies. Myeloid and stromal cells were re-clustered to achieve a detailed characterization of cell-cell interactions within the TME. Spatial co-localization of distinct subpopulations was validated by immunofluorescence staining and spatial transcriptomics (ST). Finally, functional relevance of these interactions was evaluated using a conditional knockout mouse model.

A total of 82 overlapping DEGs were screened out using bulk transcriptomes across 7 NSCLC cohorts. After clustering the integrated 547,360 cells from 217 adjacent/tumor NSCLC samples with available scRNA-seq data, we observed that most of these DEGs were specifically expressed in epithelial, myeloid, and stromal cells. Notably, SPP1 ranks the top DEG and is specifically expressed in myeloid cells. The elevated SPP1 expression in bulk transcriptome was attributed to both enriched proportion of SPP1 + macrophages and increased expression level of SPP1 in such myeloid subcluster in NSCLC tumor, which was potentially regulated by several transcriptional factors (e.g., HIF1A , ATF5 , and STAT1 ). Cell-cell communication analysis indicated FAP + fibroblasts exhibited the strongest interaction with SPP1 + macrophages within TME. Multiple fluorescent staining demonstrated significantly increased SPP1 + macrophage and FAP + fibroblast interactions in tumor compared to adjacent tissues. Nichnet analysis showed VCAN-ITGB1 ligand-receptor axis mediating this cellular interaction. ST analysis revealed that this interaction established an immune-excluding barrier surrounding the tumor core. In addition, immune cells (CD4 + /CD8 + T and NK cell) were recruited to tumor edge. Consistently, macrophage-specific Spp1 knockout in a mouse model resulted in increased CD3 + and CD8 + T cell infiltration and reduced subcutaneous tumor size. Clinically, patients with FAP High SPP1 High expression in tumor exhibited significantly poor prognosis for immunotherapy treatment.

SPP1 ranks as the top DEG in NSCLC tumor attributed to its specific expression in SPP1 + macrophages, proportion of which increases in tumor and interact with FAP + fibroblasts. Their interactions contribute to the formation of a tumor barrier that inhibits immune infiltration, reducing the immunotherapy efficacy in NSCLC.

论文信息

作者
Xiao M、Deng Y、Guo H、Ren Z、He Y、Ren X、Huang LB、Zhang WH
第一作者单位
State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China.China
通讯作者单位
Department of Laboratory Medicine/Research Centre of Clinical Laboratory Medicine, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China.China
期刊
Translational lung cancer research2025 Jul 31
原文标识
PubMed 40799444 · DOI 10.21037/tlcr-2025-244