ArticleMolecular cancer2024
Single-cell RNA sequencing reveals immune microenvironment niche transitions during the invasive and metastatic processes of ground-glass nodules and part-solid nodules in lung adenocarcinoma.
Article in Molecular cancer, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers.
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34 citing papers in PubMed.
- IL-17D reprograms CD93Cellular & molecular immunology · 2026Article
- A novel CAF population coordinates hyper-suppressive regulatory T cell recruitment and localization in lung cancer.Nature immunology · 2026Article
- Deciphering lung cancer at high resolution: a narrative review of applications of single-cell and spatial transcriptomics sequencing.Translational lung cancer research · 2026Review
- [Advances in the Growth Risk Assessment and Precision Management of Pulmonary Subsolid Nodules].Zhongguo fei ai za zhi = Chinese journal of lung cancer · 2026Review
- Coordinated Multicellular Immune Programs and Drug Targets Revealed by Single-Cell Analysis in Driver-Mutated NSCLC.International journal of molecular sciences · 2026Article
- Recapitulating lung cancer metastasisOncology reports · 2026Review
- Multi-omics integration in deciphering non-small cell lung cancer drug resistance: current status, challenges, and future prospects.Hereditas · 2026Review
- Characterizing Stage-Specific Cellular Dynamics and Microenvironmental Remodeling in Lung Adenocarcinoma by Single-Cell RNA Sequencing.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- SPP1+ Macrophages and the Orchestration of Spatially Organized Immunosuppression in Cancer.Biomedicines · 2026Review
- Single-cell sequencing and network pharmacology coupled with molecular docking and experimental validation reveal the effects of YPFS on macrophages in stage I non-small cell lung cancer.Cancer immunology, immunotherapy : CII · 2026Article
- Organoids glimpse: the nexus for diverse tumor heterogeneity.Frontiers in cell and developmental biology · 2026Review
- An endothelial-centered regulatory framework reveals context-dependent roles of MYLK in lung adenocarcinoma.Frontiers in immunology · 2026Article
- Single-cell atlas reveals a pro-metastatic RELB+ neutrophil-myeloid subset underlying lymph node metastasis in EGFR-wildtype LUAD.Frontiers in cell and developmental biology · 2026Article
- Decoding early lung adenocarcinoma progression by single-cell and spatial transcriptomics reveals a CMA-related prognostic signature.Frontiers in immunology · 2026Article
- Macrophage spatiotemporal plasticity in pulmonary diseases: decoding the niche at single-cell resolution.Frontiers in immunology · 2026Review
- Predictive value of the combined application of oxidative stress indicators and carcinoembryonic antigen for patients with early lung adenocarcinoma.American journal of translational research · 2026Article
- Preoperative CT-based radiomics to predict the 5-year growth of residual nodules after resection of dominant lung tumors in patients with multiple lung subsolid nodules.Cancer imaging : the official publication of the International Cancer Imaging Society · 2025Article
- Lactylation-related lncRNAs can forecast prognosis and immune response of lung adenocarcinoma.Discover oncology · 2025Article
- Multifunctional nanoplatforms for tumor microenvironment remodeling: Toward precision and intelligent cancer therapy.Materials today. Bio · 2025Review
- CAFs mediate carboplatin resistance in LUAD via CXCL12 secretion regulated by NF-κB activation.Cellular oncology (Dordrecht, Netherlands) · 2025Article
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Abstract
backgroundRadiographically, ground-glass nodules (GGN) and part-solid nodules (PSN) in lung adenocarcinoma (LUAD) have significant heterogeneity in their clinical manifestations, biological characteristics, and prognosis. This study aimed to explore the heterogeneity of LUAD in different radiological phenotypes and associated factors influencing tumor evolution.
methodsWe performed single-cell RNA sequencing (scRNA-seq) on tumor tissues from eight and seven cases of GGN- and PSN-LUAD, respectively, at different disease stages, including minimally invasive adenocarcinoma (MIA), invasive adenocarcinoma (IAC), and metastatic lung cancer (MLC). Additionally, we analyzed adjacent normal tissues from four cases. Immunohistochemistry, multiplex immunofluorescence, and external scRNA-seq data were employed to confirm the expression of signature genes as well as the distribution patterns of CXCL9 + TAMs and TREM2 + TAMs. A LUAD mouse model was generated using gene editing, organoid culture, and orthotopic transplantation techniques, and comprehensive analyses such as histopathology, RNA sequencing, and Western blotting were performed to validate key pathways.
resultsDiverse cellular compositions were observed in the tumor microenvironment (TME) during GGN- and PSN-LUAD invasion and metastasis. Notably, CXCL9 + and TREM2 + tumor-associated macrophages (TAMs) exhibited the most significant enrichment changes. It was found that GGN-LUAD exhibited a stronger immune response than PSN-LUAD, with increased interaction between CXCL9 + TAMs and CD8 + tissue-resident memory T cells during invasion stage (MIA-IAC). Conversely, greater interactions between TREM2 + TAMs and tumor cells were observed in PSN-LUAD during the MLC stage. Additionally, TREM2 + TAMs were found to differentiate into TREM2 + /SPP1 + and TREM2 + /SPP1- TAMs at different stages, which promotes tumor progression. This study also emphasizes that during the transdifferentiation process of GGN- and PSN-LUAD, IFN-γ activates the STAT1 signaling pathway to regulate the activation of CXCL9 + TAMs, and further recruiting CD8 + Trm cells and activating T cells through MHC class I antigen presentation. The role of the IFN-γ/STAT1 pathway in the occurrence and development of LUAD was further validated by animal experiments.
conclusionsOur findings offer a potential therapeutic strategy to maintain a dynamic balance within the TME and improve the immunotherapy efficacy by modulating the relative proportions and functional states of CXCL9 + TAMs and TREM2 + TAMs.
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