ArticleCell death & disease2023
Identification of RAC1 in promoting brain metastasis of lung adenocarcinoma using single-cell transcriptome sequencing.
Article in Cell death & disease, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers, 1 of them a synthesis that pooled it.
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Who cites it
25 citing papers in PubMed, 1 synthesis or guideline pooled it, 31 citations in OpenAlex.
- Risk factors for brain metastasis in lung cancer: an umbrella review of systematic reviews and meta-analyses.BMJ open · 2025Pooled it
- A Rho GTPase-related gene signature predicts prognosis and reveals an immunosuppressive microenvironment in lung adenocarcinoma: an integrated analysis of bulk and single-cell RNA sequencing data.Scientific reports · 2026Article
- Decoding Brain Metastasis With Liquid Biopsy: Biomarkers and Technologies in EGFR-Mutant NSCLC.Cancer medicine · 2026Review
- The GAP43/RAC1 axis drives glycolytic reprogramming and progression in lung adenocarcinoma.Respiratory research · 2026Article
- Crosstalk in the brain tumor microenvironment: mechanisms, therapeutic strategies, and clinical advances.Military Medical Research · 2026Review
- An entosis-informed prognostic index for survival stratification and molecular characterization in lung adenocarcinoma.Frontiers in cell and developmental biology · 2026Article
- Serial monitoring of cerebrospinal fluid in patients with leptomeningeal metastases in lung cancer via the Ommaya reservoir as a predictive indicator of therapeutic efficacy and clinical prognosis.NPJ precision oncology · 2025Article
- Advanced NSCLC with leptomeningeal metastasis: Diagnostic and therapeutic challenges: A case report.Radiology case reports · 2025Article
- Integrated multi-omics reveals glycolytic gene signatures of lung adenocarcinoma brain metastasis and the impact of Rac2 lactylation on immunosuppressive microenvironment.Journal of translational medicine · 2025Article
- TRPM2: a pivotal player in tumor progression and a promising therapeutic target.Cancer cell international · 2025Review
- Single-cell RNA-sequencing of circulating tumour cells: A practical guide to workflow and translational applications.Cancer metastasis reviews · 2025Review
- Clinical Features, Molecular Biology, and the Metastatic Microenvironment in Lung Cancer Brain Metastases: Implications for Treatment Decisions.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Review
- Molecular Underpinnings of Brain Metastases.International journal of molecular sciences · 2025Review
- Regulation of metastatic organotropism.Trends in cancer · 2025Review
- Article
- Review
- Silencing PPAP2C inhibits lung adenocarcinoma migration and invasion via the ERK/JNK pathway.Molecular medicine reports · 2025Article
- Comprehensive Pan-Cancer Analysis of RAC1 Decoding the Impact on Cancer Prognosis and B cell immune Regulation.International journal of medical sciences · 2025Article
- Machine learning-driven prediction of brain metastasis in lung adenocarcinoma using miRNA profile and target gene pathway analysis of an mRNA dataset.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2024Article
- Two-polarized roles of transcription factor FOSB in lung cancer progression and prognosis: dependent on p53 status.Journal of experimental & clinical cancer research : CR · 2024Article
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Authors and funding
19 authors at 7 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This study aims to give a new perspective to the biomarkers in the lung adenocarcinoma (LUAD) brain metastasis, pathways involved and potential therapeutics. We performed a comprehensive single-cell level transcriptomic analysis on one LUAD patient with circulating tumor cells (CTCs), primary tumor tissue and metastatic tumor tissue using scRNA-seq approach to identify metastasis related biomarkers. Further scRNA-seq were performed on 7 patients to validate the cancer metastatic hallmark. with single cells collected from either metastatic or primary LUAD tissues. Pathological and functional studies were also performed to evidence the critical role of RAC1 in the LUAD metastasis. Hallmark gene was verified based on immunohistochemistry staining, cytological experiment, survival information from The Cancer Genome Atlas (TCGA), and staining results from Human Protein Atlas (HPA) databases. PCA analysis revealed that CTCs were in the intermediate place between the metastatic group and primary group. In the unsupervised clustering analysis CTCs were closer to one of the metastatic tumor cells, implying heterogeneity of the metastatic tumor and origin of the CTCs were from metastatic site. Transitional phase related gene analysis identified RAC1 was enriched in metastatic tumor tissue (MTT) preferred gene set functioning as regulated cell death and apoptosis as well as promoted macromolecule organization. Compared with normal tissue, expression levels of RAC1 increased significantly in LUAD tissue based on HPA database. High expression of RAC1 predicts worse prognosis and higher-risk. EMT analysis identified the propensity of mesenchymal state in primary cells while epithelial signals were higher in the metastatic site. Functional clustering and pathway analyses suggested genes in RAC1 highly expressed cells played critical roles in adhesion, ECM and VEGF signaling pathways. Inhibition of RAC1 attenuates the proliferation, invasiveness and migration ability of lung cancer cells. Besides, through MRI T2WI results, we proved that RAC1 can promote brain metastasis in the RAC1-overexpressed H1975 cell burden nude mouse model. RAC1 and its mechanisms might promote drug design against LUAD brain metastasis.
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