ArticleAnnals of translational medicine2022
Single-cell transcriptome analysis of tumor immune microenvironment characteristics in colorectal cancer liver metastasis.
Article in Annals of translational medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers.
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Who cites it
23 citing papers in PubMed, 28 citations in OpenAlex.
- Review
- Analysis and validation of mast cells and enriched genes in colorectal cancer with liver metastasis by multi-omics data.Discover oncology · 2026Article
- Integrated single-cell and spatial transcriptomic analysis reveals mCAF-SPP1⁺ macrophage-T cell crosstalk shaping immunosuppressive niches in colorectal cancer liver metastasis.Journal of translational medicine · 2026Article
- Systemic immune remodeling following curative (R0) resection of colorectal liver metastases.Frontiers in immunology · 2026Article
- Spatial multi-omics reveals the potential involvement of SPP1Molecular therapy : the journal of the American Society of Gene Therapy · 2025Article
- Heterogeneity of the liver cancer tumor microenvironment: mitochondrial metabolism and causal inference through Mendelian randomization.Discover oncology · 2025Article
- Regulation and Function of Tumor-Associated Macrophages (TAMs) in Colorectal Cancer (CRC): The Role of the SRIF System in Macrophage Regulation.International journal of molecular sciences · 2025Review
- AI-Driven Multiscale Study on the Mechanism of Polygonati Rhizoma in Regulating Immune Function in STAD.ACS omega · 2025Article
- A Low Expression of NRF2 Enhances Oxidative Stress and Autophagy in Myofibroblasts, Promoting Progression of Chronic Obstructive Pulmonary Disease.Current medicinal chemistry · 2025Article
- Characterizing macrophage diversity in colorectal malignancies through single-cell genomics.Frontiers in immunology · 2025Review
- Cancer stem cells and tumor-associated macrophages as mates in tumor progression: mechanisms of crosstalk and advanced bioinformatic tools to dissect their phenotypes and interaction.Frontiers in immunology · 2025Review
- Natural compounds modulate the mechanism of action of tumour-associated macrophages against colorectal cancer: a review.Journal of cancer research and clinical oncology · 2024Review
- Immune dynamics shaping pre-metastatic and metastatic niches in liver metastases: from molecular mechanisms to therapeutic strategies.Molecular cancer · 2024Review
- Identification of novel diagnostic biomarkers associated with liver metastasis in colon adenocarcinoma by machine learning.Discover oncology · 2024Article
- Article
- Gut Dysbiosis Drives Inflammatory Bowel Disease Through the CCL4L2-VSIR Axis in Glycogen Storage Disease.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2024Article
- Identification and validation of metastasis-related gene ZG16 in the prognosis and progression in colorectal cancer.Frontiers in oncology · 2024Article
- Biological Roles and Clinical Therapeutic Applications of Tumor-Associated Macrophages in Colorectal Liver Metastasis.Journal of inflammation research · 2024Review
- Implications of single-cell immune landscape of tumor microenvironment for the colorectal cancer diagnostics and therapy.Medical oncology (Northwood, London, England) · 2023Review
- Harnessing neutrophil plasticity for HCC immunotherapy.Essays in biochemistry · 2023Review
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Authors and funding
10 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Liver metastasis is the leading cause of death in colorectal cancer (CRC) patients, and the precise mechanisms remain unclear. In this study, single-cell RNA sequencing (scRNA-seq) was used to analyze the cellular and molecular heterogeneity between CRC primary lesion and corresponding liver metastasis, and to clarify the characteristics of the tumor microenvironment (TME) in synchronous liver metastasis of CRC. Methods: A case of microsatellite stable (MSS) sigmoid carcinoma with synchronous liver metastasis was selected, and tissues from the primary tumor and the liver metastasis were collected for scRNA-seq. The EdgeR package software was used to identify the differentially expressed genes between cells. Gene Set Enrichment Analysis (GSEA) was performed and the clusterProfiler R package was used for Gene Ontology (GO) enrichment analysis. The SCENIC and CellphoneDB packages were used to reconstruct the transcriptional regulatory networks and to analyze the intercellular interaction network, respectively. Results: Compared to the primary tumor, the proportion of myeloid cells in the metastatic tumor was significantly increased, while B cells and plasma cells were decreased. In the metastatic tumor, the myeloid-derived suppressor cell (MDSC) characteristic gene, mannose receptor C-type 1 (MRC1) and tumor associated macrophage 2 (TAM2)-related gene, were highly expressed. Furthermore, angiogenesis, oxidative phosphorylation, and endothelial mesenchymal transition (EMT) of myeloid cells were also significantly enhanced. There were less myeloid cells in primary tumors, and these were mainly monocytes and TAM1; while the number of TAM2 was significantly upregulated in the metastatic samples. In liver metastasis, the T cell population was exhausted, and this was accompanied by a significant increase in the number of CD4 Conclusions: The TME of CRC liver metastasis is significantly immunosuppressed. Interactions between myeloid cells and other cell populations in the TME contribute to the establishment of a pro-metastatic niche that promotes colonization and growth of CRC cells in the liver. TAMs may be a potential immunotherapeutic target for MSS CRC.
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