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整合空间和单细胞转录组学揭示结直肠癌的肿瘤异质性和细胞间网络

英文原题:Integrating spatial and single-cell transcriptomics reveals tumor heterogeneity and intercellular networks in colorectal cancer.

查看英文原题

Integrating spatial and single-cell transcriptomics reveals tumor heterogeneity and intercellular networks in colorectal cancer.

PubMed 2024/05/10(内容时间) Cell Death Dis Q1 · IF 12.2(JCR 2025)

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中文摘要

单细胞RNA测序(scRNA-seq)是研究肿瘤微环境(TME)的有力工具,但无法保留/提供组织形态学和细胞相互作用的空间信息。为了理解TME中邻近多种细胞组分之间的串扰,我们进行了scRNA-seq结合空间转录组(ST)检测,分析了来自三个结直肠癌(CRC)肿瘤-正常-血液配对的41,700个细胞。单独scRNA-seq分析揭示了八个主要细胞群体,包括B细胞、T细胞、单核细胞、NK细胞、上皮细胞、成纤维细胞、肥大细胞、内皮细胞。在从上皮细胞中鉴定出恶性细胞后,我们观察到七种恶性细胞亚型,反映了肿瘤中的异质性状态,包括tumor_CAV1、tumor_ATF3_JUN | FOS、tumor_ZEB2、tumor_VIM、tumor_WSB1、tumor_LXN和tumor_PGM1。通过将scRNA-seq获得的细胞注释转移到ST斑点,我们在CRC患者的冷冻切片中注释了四个区域,包括肿瘤、间质、免疫浸润和结肠上皮区域。

此外,我们观察到冷冻切片中极度邻近的间质和肿瘤区域之间存在强烈的细胞间相互作用。特别是,一对配体和受体(C5AR1和RPS19)被推断在间质和肿瘤区域的串扰中发挥关键作用。对于肿瘤区域,鉴定出TMSB4X高表达的典型特征,这可能是CRC的潜在标志物。间质区域被发现以VIM高表达为特征,表明其在TME中促进了间质生态位。

总体而言,我们研究中的单细胞和空间分析揭示了CRC TME中的肿瘤异质性和分子相互作用,这为CRC进展的机制提供了见解,并可能有助于开发针对非肿瘤成分(如CRC中的细胞外基质(ECM))的抗癌疗法。我们鉴定出的典型基因可能有助于发现CRC的新分子亚型。

展开英文摘要原文

Single cell RNA sequencing (scRNA-seq), a powerful tool for studying the tumor microenvironment (TME), does not preserve/provide spatial information on tissue morphology and cellular interactions. To understand the crosstalk between diverse cellular components in proximity in the TME, we performed scRNA-seq coupled with spatial transcriptomic (ST) assay to profile 41,700 cells from three colorectal cancer (CRC) tumor-normal-blood pairs. Standalone scRNA-seq analyses revealed eight major cell populations, including B cells, T cells, Monocytes, NK cells, Epithelial cells, Fibroblasts, Mast cells, Endothelial cells.

After the identification of malignant cells from epithelial cells, we observed seven subtypes of malignant cells that reflect heterogeneous status in tumor, including tumor_CAV1, tumor_ATF3_JUN | FOS, tumor_ZEB2, tumor_VIM, tumor_WSB1, tumor_LXN, and tumor_PGM1. By transferring the cellular annotations obtained by scRNA-seq to ST spots, we annotated four regions in a cryosection from CRC patients, including tumor, stroma, immune infiltration, and colon epithelium regions.

Furthermore, we observed intensive intercellular interactions between stroma and tumor regions which were extremely proximal in the cryosection. In particular, one pair of ligands and receptors (C5AR1 and RPS19) was inferred to play key roles in the crosstalk of stroma and tumor regions. For the tumor region, a typical feature of TMSB4X-high expression was identified, which could be a potential marker of CRC. The stroma region was found to be characterized by VIM-high expression, suggesting it fostered a stromal niche in the TME.

Collectively, single cell and spatial analysis in our study reveal the tumor heterogeneity and molecular interactions in CRC TME, which provides insights into the mechanisms underlying CRC progression and may contribute to the development of anticancer therapies targeting on non-tumor components, such as the extracellular matrix (ECM) in CRC. The typical genes we identified may facilitate to new molecular subtypes of CRC.

论文信息

作者
Xiao J、Yu X、Meng F、Zhang Y、Zhou W、Ren Y、Li J、Sun Y
第一作者单位
Guangdong Provincial Key Laboratory of Tumor Interventional Diagnosis and Treatment, Zhuhai People's Hospital, (Zhuhai Clinical Medical College of Jinan University), Jinan University, Zhuhai, Guangdong, China.China
通讯作者单位
Guangdong Provincial Key Laboratory of Tumor Interventional Diagnosis and Treatment, Zhuhai People's Hospital, (Zhuhai Clinical Medical College of Jinan University), Jinan University, Zhuhai, Guangdong, China. luligong1969@jnu.edu.cn.China
文献类型
非美国政府资助研究
期刊
Cell death & disease2024 May 10
原文标识
PubMed 38729966 · DOI 10.1038/s41419-024-06598-6