ORIGINAL RESEARCH article
Front. Immunol.
Sec. Cancer Immunity and Immunotherapy
Volume 16 - 2025 | doi: 10.3389/fimmu.2025.1637144
This article is part of the Research TopicTumor Microenvironment: Inflammation and Immune Signal Transduction at Single-Cell ResolutionView all 6 articles
Single-Cell Technology Reveals the Crosstalk Between Tumor Cells and Immune Cells: Driving Immune Signal Transduction and Inflammation-Mediated Cardiac Dysfunction in the Tumor Microenvironment of Colorectal Cancer
Provisionally accepted- 1First Clinical Medical College, Shandong University of Traditional Chinese Medicine, Jinan, China
- 2Naval Medical University, Shanghai, China
- 3China Institute of Sport and Health Science, Beijing Sport University, Beijing, China
- 4Department of Cardiovascular Diseases, Shandong University of Traditional Chinese Medicine Affiliated Hospital, Jinan, China
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Background: Colorectal cancer (CRC) is a heterogeneous illness influenced by intricate tumor-immune interactions and characterized by a dismal prognosis. Macrophage-mediated immunological signaling facilitates tumor proliferation and may associate inflammation in the tumor microenvironment (TME) of CRC with negative outcomes. Notwithstanding therapeutic advancements, resistance to treatment remains a significant obstacle. scRNA-seq offers comprehensive insights into the immune signaling network and immunological dynamics inside the CRC’s TME. Methods: We integrated scRNA-seq data from GEO with extensive RNA-seq data from TCGA to elucidate immunological signaling and dynamic cellular variation in the TME of CRC. The analyses encompassed quality control via Seurat, InferCNV, Monocle, CellChat, and SCENIC, differential gene expression, inference of copy number variation (CNV), pseudo time trajectories, and intercellular communication. Prognostic modeling was conducted using Cox regression and LASSO. Immune infiltration and drug sensitivity were evaluated by CIBERSORT, ESTIMATE, xCell, TIDE, and pRRophetic. Functional validation encompassed siRNA knockdown, qRT-PCR, Western blot analysis, and cellular assessment in CRC cell lines. Results: We discovered four categories of tumor cells exhibiting variations in cell cycle, stemness, and differentiation. The MKI67⁺ subpopulation exhibited a heightened dynamic cell state and engaged with macrophages via the MIF-(CD74+CD44) axis to facilitate immunological signaling. HMGA1 is a crucial transcription factor in this fraction, and its knockdown impedes CRC cell proliferation, motility, and invasion. The cancer model utilizing the MKI67⁺ TCs subpopulation (MTRS) successfully classified patient survival and linked with immune infiltration patterns and medication responses. Enrichment analysis revealed tumor-promoting and immunological signaling networks. Correlation scores suggest that this subpopulation may be linked to inflammation and immunosuppression inside the TME. Conclusion: Our research indicates that the C2 MKI67⁺ TCs subpopulation is a key driver of immune signal transduction in CRC TME, which may induce inflammatory responses through interaction with macrophages, thereby leading to adverse consequences such as cardiac dysfunction. HMGA1 represents a viable target for immunotherapy, and our cancer model derived from this subpopulation offers prognostic significance and direction for immunotherapeutic treatments.
Keywords: colorectal cancer, single-cell RNA sequencing, Tumor Microenvironment, immune signal transduction, cancer model, Inflammation, HMGA1
Received: 28 May 2025; Accepted: 16 Jul 2025.
Copyright: © 2025 Nie, Zhang, Xiahou, Meng, Liu, Zhang, Wang and Wang. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence: Wenyang Nie, First Clinical Medical College, Shandong University of Traditional Chinese Medicine, Jinan, China
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