ArticleFrontiers in immunology2025
Integrative single-cell and spatial transcriptomics analysis reveals MDK-NCL pathway's role in shaping the immunosuppressive environment of lung adenocarcinoma.
Article in Frontiers in immunology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
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Who cites it
18 citing papers in PubMed.
- Single-cell and spatial transcriptomic profiling identifies a fibroblast-like endothelial state and the MDK-NCL signaling axis in prostate cancer microenvironment remodeling.Translational oncology · 2026Article
- Application of glutamine metabolism-related gene signatures in the non-invasive diagnosis of coronary artery disease: integrating bulk and single-cell transcriptomics.Journal of bioenergetics and biomembranes · 2026Article
- Review
- Single-cell landscape of intratumoral heterogeneity and GABA-mediated remodeling of the immune microenvironment in breast cancer metastases.Breast cancer research : BCR · 2026Article
- Midkine (MDK) as a central regulator of the tumor microenvironment: From developmental cytokine to therapeutic target.Cancer letters · 2026Review
- Single-cell dissection of pleural and systemic immunity uncovers pathogen-specific immune reprogramming in tuberculosis versus lung adenocarcinoma.Inflammation research : official journal of the European Histamine Research Society ... [et al.] · 2026Article
- EZH2 and MMP1 Overexpression in Colorectal Cancer: Correlation with Tumor Aggressiveness and Clinicopathologic Features.Iranian journal of pathology · 2026Article
- Integrative multi-omics and mendelian randomization reveal the critical role of pyroptosis in prognosis and therapy of lung squamous cell carcinomas.Frontiers in cell and developmental biology · 2026Article
- Spatial multiomics to inform immunocytokine engineering: knowledge base, gaps, and QC solutions.Frontiers in immunology · 2026Review
- PTM-Related Signatures Predict Lymph Node Metastasis and Shape Microenvironment in Hepatocellular Carcinoma: A Single-Cell and Bulk Integrated Analysis.Journal of hepatocellular carcinoma · 2026Article
- Systematic evaluation of spatial transcriptomic annotation methods reveals conserved tumor microenvironment programs in NSCLC.Frontiers in bioinformatics · 2026Article
- Identification of Drug-resistant Cell Subpopulations in Colorectal Cancer Through Single-cell Analysis and Exploration of Potential Therapeutic Strategies.Current medicinal chemistry · 2026Article
- Clinically oriented immune heterogeneity in prostate cancer: emerging targets and strategies.Frontiers in immunology · 2026Review
- Pan-cancer profiling links C1orf50 to DNA repair and immune modulation in ovarian cancer.Journal of ovarian research · 2025Article
- Spatial Transcriptomics in Lung Cancer and Pulmonary Diseases: A Comprehensive Review.Cancers · 2025Review
- The role of age-related genes in idiopathic pulmonary fibrosis and molecular docking analysis of their drug targets.Frontiers in immunology · 2025Article
- Single-cell and spatial transcriptomics integration reveals FAM49B promotes tumor-associated macrophages polarization in colorectal cancer via the MK pathway.Frontiers in immunology · 2025Article
- Single-cell and spatial atlas of glioblastoma heterogeneity: characterizing theFrontiers in immunology · 2025Article
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6 authors.
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Abstract
Objectives: The tumor microenvironment (TME) plays a critical role in the progression of lung adenocarcinoma (LUAD). This study aims to investigate the cellular composition of the TME in LUAD and assess the role of the MDK-NCL signaling pathway. Methods: We employed a multi-omics strategy to investigate LUAD, combining single-cell RNA sequencing (scRNA-seq), spatial transcriptomics (ST), and bulk RNA-seq datasets. Publicly available scRNA-seq data and ST data were utilized. scRNA-seq data underwent quality control, dimensionality reduction, and clustering to characterize cell populations and identify malignant epithelial subtypes using the Seurat and inferCNV packages. Spatial transcriptomics data facilitated the identification of distinct tumor niches, while immune infiltration and ligand-receptor interactions were analyzed using MCPcounter and Niches. Experimental validation was performed via real-time PCR and western blotting on paired LUAD and adjacent normal tissue samples. Results: scRNA-seq revealed the presence of multiple immune and stromal cell populations, with malignant epithelial cells being subdivided into six clusters. The MDK-NCL axis demonstrated high activity in malignant cells, showing strong interactions with immune and stromal components. Spatial transcriptomics revealed nine distinct tumor niches, with MDK-NCL signaling notably upregulated at the tumor-immune interface, highlighting its role in establishing an immunosuppressive microenvironment. In both the TCGA-LUAD cohort and in-house cohort, MDK and NCL were significantly upregulated at the mRNA and protein levels in tumor samples compared to normal tissues. High MDK-NCL expression in the TCGA-LUAD cohort correlated with increased TMB, MSI, and reduced immune cell infiltration. Elevated levels of immune checkpoint genes, including PD-1 and CTLA-4, in patients with high MDK-NCL expression suggested a potential resistance to immune checkpoint inhibitors. Moreover, patients with high MDK-NCL expression exhibited poorer survival outcomes, underscoring the pathway's role in tumor progression and immune evasion. Conclusion: Our findings reveal that LUAD cells use the MDK-NCL signaling pathway to shape the TME, suppressing immune activity and promoting malignancy in epithelial cells. This study highlights the MDK-NCL axis as a potential therapeutic target for LUAD, particularly for patients with high MDK-NCL expression.
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