空间全息技术加速了对非小肺癌中癌症相关成纤维细胞的研究

Haozhen Liu, Jixian Liu, Chao Chen
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Therefore, targeting CAFs may improve the effectiveness of immunotherapy.<span><sup>2, 3</sup></span> For example, NOX4 inhibitors can reverse the formation of CAFs, thereby restoring anti-tumor immunotherapy efficacy.<span><sup>3</sup></span> However, due to the high heterogeneity of the CAF population, its origin and function remain unclear, and the lack of understanding of these issues greatly limits the clinical transformation of CAFs.<span><sup>4</sup></span></p><p>The development of single-cell transcriptome sequencing (scRNA-seq) has brought fundamental advances in cancer research. The subpopulations and functions of CAFs in non-small-cell lung cancer (NSCLC) have been described in several studies using scRNA-seq.<span><sup>5-7</sup></span> However, due to the loss of spatial information, most studies limited their research focus to immune cells in tumours. The emergence of spatial omics technology has made up for the shortcomings of single-cell sequencing, using spatial transcriptome technologies, it is expected to characterize the molecular characteristics and immune regulatory functions of CAFs in cancer.</p><p>In a recent study by Xu et al., a subpopulation of CAFs, <i>POSTN</i><sup>+</sup> CAFs were found to have a close localization with <i>SPP1</i><sup>+</sup> macrophages, and correlated with exhausted phenotypes and lower infiltration of T cells in NSCLC.<span><sup>8</sup></span> Initially, the study identified diverse fibroblast subpopulations in NSCLC through the integration of fibroblasts in the Peking cohort (<i>N</i> = 1986) with fibroblasts in Samsung cohort<span><sup>6</sup></span> (<i>N</i> = 3499) and Tongji cohort<span><sup>7</sup></span> (<i>N</i> = 4497). Several iCAF subpopulations (clusters C01_CCL11, C05_IGF1 and C06_CCL2), adventitial fibroblasts (C03_PI16), alveolar fibroblasts (C04_COL13A1), as well as myCAF subgroups (C02_POSTN, C07_MKI67 and C09_MYH11) were identified. Specifically, they found that <i>POSTN</i><sup>+</sup> CAFs (C02_POSTN) were enriched in tumour/metastatic samples compared to normal samples. Gene Set Variation Analysis was performed and <i>POSTN</i><sup>+</sup> CAFs showed activities in several pro-invasive pathways such as “angiogenesis” and “epithelial-mesenchymal transition”, suggesting the pro-invasive function of these cells.</p><p>Furthermore, a new spatial RNA-seq method called spatially enhanced resolution omics-sequencing (stereo-seq) was performed to illustrate the location of <i>POSTN</i><sup>+</sup> CAFs in five tumour samples. Stereo-seq utilized mRNA capture in situ by DNA nanoballs (DNBs) with approximately 220 nm diameter and a centre-to-centre distance of 500 nm.<span><sup>9</sup></span> Seurat was used to cluster the spatial gene expression of each specimen separately at bin100-defined unit (100 × 100 DNBs, i.e. ∼5 x 50 µm area). At a resolution of bin100, spatial clustering could not achieve single-cell resolution but still reflected the spatial proximity of different cell types. Interestingly, four out of five samples showed that <i>POSTN</i><sup>+</sup> CAFs and <i>SPP1</i><sup>+</sup> macrophages were in proximity. Several ligand-receptor pairs between <i>POSTN</i><sup>+</sup> CAFs and <i>SPP1</i><sup>+</sup> macrophages were identified, such as COL4A1-ITGB1, Tenascin-C-integrins, which might enhance the immune-modulatory activities of <i>SPP1</i><sup>+</sup> macrophages and the phenotypes of <i>POSTN</i><sup>+</sup> CAFs through regulating various target genes. Moreover, scRNA-seq data suggested that <i>POSTN</i><sup>+</sup> CAFs were associated with lower infiltration and exhausted phenotype of T cells. To validate their findings, Xu et al. performed multiplexed immunohistochemical staining and CIBERSORTx analysis using FFPE tumour samples and The Cancer Genome Atlas (TCGA)-NSCLC samples, respectively. In addition, clinical analysis using TCGA-NSCLC samples suggested that <i>POSTN</i><sup>+</sup> CAFs were associated with cancer progression and poor clinical outcomes.</p><p>The recent discovery by Xu et al. revealed the pro-tumor and immunosuppressive roles of <i>POSTN</i><sup>+</sup> CAFs, which may be targeted to improve immune checkpoint inhibitor response in NSCLC. This is a timely study given the interest in single-cell and spatial technologies and will likely be of great interest and impact in the field. 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In summary, this study is a catalyst for further research into the role of CAFs. Further studies are expected to reveal the distribution trends and molecular characteristics of different subpopulations of CAFs in tumours and clarify their broader significance in the TME.</p><p>Haozhen Liu, Chao Chen: Conceptualization; original draft writing and editing. 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Therefore, targeting CAFs may improve the effectiveness of immunotherapy.<span><sup>2, 3</sup></span> For example, NOX4 inhibitors can reverse the formation of CAFs, thereby restoring anti-tumor immunotherapy efficacy.<span><sup>3</sup></span> However, due to the high heterogeneity of the CAF population, its origin and function remain unclear, and the lack of understanding of these issues greatly limits the clinical transformation of CAFs.<span><sup>4</sup></span></p><p>The development of single-cell transcriptome sequencing (scRNA-seq) has brought fundamental advances in cancer research. The subpopulations and functions of CAFs in non-small-cell lung cancer (NSCLC) have been described in several studies using scRNA-seq.<span><sup>5-7</sup></span> However, due to the loss of spatial information, most studies limited their research focus to immune cells in tumours. 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Several iCAF subpopulations (clusters C01_CCL11, C05_IGF1 and C06_CCL2), adventitial fibroblasts (C03_PI16), alveolar fibroblasts (C04_COL13A1), as well as myCAF subgroups (C02_POSTN, C07_MKI67 and C09_MYH11) were identified. Specifically, they found that <i>POSTN</i><sup>+</sup> CAFs (C02_POSTN) were enriched in tumour/metastatic samples compared to normal samples. Gene Set Variation Analysis was performed and <i>POSTN</i><sup>+</sup> CAFs showed activities in several pro-invasive pathways such as “angiogenesis” and “epithelial-mesenchymal transition”, suggesting the pro-invasive function of these cells.</p><p>Furthermore, a new spatial RNA-seq method called spatially enhanced resolution omics-sequencing (stereo-seq) was performed to illustrate the location of <i>POSTN</i><sup>+</sup> CAFs in five tumour samples. 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引用次数: 0

摘要

肿瘤微环境(TME)是与癌症进展相关的重要因素之一。肿瘤微环境是一个由成纤维细胞、内皮细胞和免疫细胞组成的多细胞系统,分布在细胞外基质(ECM)中,与肿瘤细胞密切相互作用,促进癌症的发生和发展。在 TME 中,各种免疫和非免疫细胞类型的分泌产物,如细胞因子和趋化因子,以及代谢产物、缺氧、血管生成和 ECM 重塑,都是慢性炎症的驱动因素。CAFs 可通过分泌多种细胞因子重塑 TME,从而促进免疫逃逸。2, 3 例如,NOX4 抑制剂可以逆转 CAFs 的形成,从而恢复抗肿瘤免疫疗法的疗效。3 然而,由于 CAFs 群体的高度异质性,其起源和功能仍不清楚,对这些问题的不了解极大地限制了 CAFs 的临床转化。4 单细胞转录组测序(scRNA-seq)的发展为癌症研究带来了根本性的进步。5-7 然而,由于空间信息的缺失,大多数研究将研究重点局限于肿瘤中的免疫细胞。空间全息技术的出现弥补了单细胞测序的不足,利用空间转录组技术,有望描述癌症中 CAFs 的分子特征和免疫调节功能、8 最初,该研究通过将北京队列(N = 1986)中的成纤维细胞与三星队列6 (N = 3499)和同济队列7 (N = 4497)中的成纤维细胞进行整合,发现了 NSCLC 中多种多样的成纤维细胞亚群。结果发现了多个 iCAF 亚群(C01_CCL11、C05_IGF1 和 C06_CCL2 群)、临床成纤维细胞(C03_PI16)、肺泡成纤维细胞(C04_COL13A1)以及 myCAF 亚群(C02_POSTN、C07_MKI67 和 C09_MYH11)。具体而言,他们发现与正常样本相比,POSTN+ CAFs(C02_POSTN)在肿瘤/转移样本中富集。他们还进行了基因组变异分析,发现POSTN+ CAFs在 "血管生成 "和 "上皮-间质转化 "等几种促侵袭通路中表现出活性,这表明这些细胞具有促侵袭功能。此外,他们还采用了一种名为空间增强分辨率omics测序(stereo-seq)的新型空间RNA-seq方法来说明POSTN+ CAFs在5个肿瘤样本中的位置。立体测序利用 DNA 纳米球(DNBs)原位捕获 mRNA,其直径约为 220 nm,中心到中心的距离为 500 nm。9 采用 Seurat 方法将每个样本的空间基因表达分别聚类到 bin100 定义的单位(100 × 100 DNBs,即 5 ∼ 50 µm 的区域)。在 bin100 的分辨率下,空间聚类无法达到单细胞分辨率,但仍能反映不同类型细胞的空间接近性。有趣的是,五个样本中有四个样本显示 POSTN+ CAFs 和 SPP1+ 巨噬细胞相邻。研究发现了 POSTN+ CAFs 和 SPP1+ 巨噬细胞之间的几对配体-受体,如 COL4A1-ITGB1、Tenascin-C-整合素,它们可能通过调控各种靶基因来增强 SPP1+ 巨噬细胞的免疫调节活性和 POSTN+ CAFs 的表型。此外,scRNA-seq 数据表明,POSTN+ CAFs 与 T 细胞的低浸润和衰竭表型有关。为了验证他们的发现,Xu 等人分别使用 FFPE 肿瘤样本和癌症基因组图谱(TCGA)-NSCLC 样本进行了多重免疫组化染色和 CIBERSORTx 分析。此外,利用TCGA-NSCLC样本进行的临床分析表明,POSTN+ CAFs与癌症进展和不良临床预后有关。最近,Xu等人的发现揭示了POSTN+ CAFs的促肿瘤和免疫抑制作用,这可能是改善NSCLC中免疫检查点抑制剂反应的靶点。鉴于人们对单细胞和空间技术的兴趣,这是一项及时的研究,很可能会在该领域产生巨大的兴趣和影响。这项研究的目标意义重大,因为免疫疗法对 NSCLC 仍然无效,而表征 TME 是设计成功疗法的一种很有前景的方法。 然而,仍有几个问题有待解答:POSTN+ CAFs如何与其他细胞类型相互作用?POSTN+ CAFs与T细胞衰竭之间的关系及其背后的分子机制是什么?其他 CAF 亚群的功能和空间分布如何?最近,Li 等人的研究发现,POSTN+ CAFs 是肝细胞癌(HCC)病灶生态系统中的关键成分,通过病灶重编程过程促进 HCC 的进展。总之,这项研究是进一步研究 CAFs 作用的催化剂。进一步的研究有望揭示CAFs不同亚群在肿瘤中的分布趋势和分子特征,并阐明其在肿瘤组织器官中的广泛意义。刘继贤、陈超:文章的关键修改、编辑和最终版本的批准。作者声明无利益冲突。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Spatial omics accelerate the study of cancer-associated fibroblasts in non-small lung cancer

Tumour microenvironment (TME) is one of the important factors associated with cancer progression. TME is a multicellular system composed of fibroblasts, endothelial and immune cells, distributed in the extracellular matrix (ECM), and closely interacts with tumour cells to promote the occurrence and development of cancers. In TME, secreted products of various immune and non-immune cell types, such as cytokines and chemokines, as well as metabolites, hypoxia, angiogenesis and ECM remodelling drive chronic inflammation.1 Recent studies have shown that cancer-associated fibroblasts (CAFs) are important regulators of anti-tumour immune response. CAFs can reshape TME by secreting a variety of cytokines, thereby promoting immune escape. Therefore, targeting CAFs may improve the effectiveness of immunotherapy.2, 3 For example, NOX4 inhibitors can reverse the formation of CAFs, thereby restoring anti-tumor immunotherapy efficacy.3 However, due to the high heterogeneity of the CAF population, its origin and function remain unclear, and the lack of understanding of these issues greatly limits the clinical transformation of CAFs.4

The development of single-cell transcriptome sequencing (scRNA-seq) has brought fundamental advances in cancer research. The subpopulations and functions of CAFs in non-small-cell lung cancer (NSCLC) have been described in several studies using scRNA-seq.5-7 However, due to the loss of spatial information, most studies limited their research focus to immune cells in tumours. The emergence of spatial omics technology has made up for the shortcomings of single-cell sequencing, using spatial transcriptome technologies, it is expected to characterize the molecular characteristics and immune regulatory functions of CAFs in cancer.

In a recent study by Xu et al., a subpopulation of CAFs, POSTN+ CAFs were found to have a close localization with SPP1+ macrophages, and correlated with exhausted phenotypes and lower infiltration of T cells in NSCLC.8 Initially, the study identified diverse fibroblast subpopulations in NSCLC through the integration of fibroblasts in the Peking cohort (N = 1986) with fibroblasts in Samsung cohort6 (N = 3499) and Tongji cohort7 (N = 4497). Several iCAF subpopulations (clusters C01_CCL11, C05_IGF1 and C06_CCL2), adventitial fibroblasts (C03_PI16), alveolar fibroblasts (C04_COL13A1), as well as myCAF subgroups (C02_POSTN, C07_MKI67 and C09_MYH11) were identified. Specifically, they found that POSTN+ CAFs (C02_POSTN) were enriched in tumour/metastatic samples compared to normal samples. Gene Set Variation Analysis was performed and POSTN+ CAFs showed activities in several pro-invasive pathways such as “angiogenesis” and “epithelial-mesenchymal transition”, suggesting the pro-invasive function of these cells.

Furthermore, a new spatial RNA-seq method called spatially enhanced resolution omics-sequencing (stereo-seq) was performed to illustrate the location of POSTN+ CAFs in five tumour samples. Stereo-seq utilized mRNA capture in situ by DNA nanoballs (DNBs) with approximately 220 nm diameter and a centre-to-centre distance of 500 nm.9 Seurat was used to cluster the spatial gene expression of each specimen separately at bin100-defined unit (100 × 100 DNBs, i.e. ∼5 x 50 µm area). At a resolution of bin100, spatial clustering could not achieve single-cell resolution but still reflected the spatial proximity of different cell types. Interestingly, four out of five samples showed that POSTN+ CAFs and SPP1+ macrophages were in proximity. Several ligand-receptor pairs between POSTN+ CAFs and SPP1+ macrophages were identified, such as COL4A1-ITGB1, Tenascin-C-integrins, which might enhance the immune-modulatory activities of SPP1+ macrophages and the phenotypes of POSTN+ CAFs through regulating various target genes. Moreover, scRNA-seq data suggested that POSTN+ CAFs were associated with lower infiltration and exhausted phenotype of T cells. To validate their findings, Xu et al. performed multiplexed immunohistochemical staining and CIBERSORTx analysis using FFPE tumour samples and The Cancer Genome Atlas (TCGA)-NSCLC samples, respectively. In addition, clinical analysis using TCGA-NSCLC samples suggested that POSTN+ CAFs were associated with cancer progression and poor clinical outcomes.

The recent discovery by Xu et al. revealed the pro-tumor and immunosuppressive roles of POSTN+ CAFs, which may be targeted to improve immune checkpoint inhibitor response in NSCLC. This is a timely study given the interest in single-cell and spatial technologies and will likely be of great interest and impact in the field. The study's objective is significant because immunotherapies are still not effective for NSCLC and characterizing the TME is a promising approach to designing successful therapies. However, there are still several questions that remain to be answered: How do POSTN+ CAFs interact with other cell types? What is the relationship between POSTN+ CAFs and T-cell exhaustion, and what is the molecular mechanism behind it? What are the function and spatial distribution of other CAF subpopulations? Recently, a study by Li et al. revealed that POSTN+ CAFs serve as pivotal components within the onco-fetal ecosystem of hepatocellular carcinoma (HCC), promoting the progression of HCC through a process termed onco-fetal reprogramming.10 As POSTN+ CAFs also exist in NSCLC, it remains to be determined whether this reprogramming process also operates in NSCLC. In summary, this study is a catalyst for further research into the role of CAFs. Further studies are expected to reveal the distribution trends and molecular characteristics of different subpopulations of CAFs in tumours and clarify their broader significance in the TME.

Haozhen Liu, Chao Chen: Conceptualization; original draft writing and editing. Jixian Liu, Chao Chen: Critical revision, editing and approval of the final version of the article.

The authors declare no conflict of interest.

Not applicable.

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