ArticleBMC cancer2021
Integration of RNA-Seq and proteomics data identifies glioblastoma multiforme surfaceome signature.
Article in BMC cancer, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.
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Who cites it
22 citing papers in PubMed, 35 citations in OpenAlex.
- Temporal Integration of Serum Proteomics, Metabolomics and MRI Tumor Volumetrics via Deep Learning Identifies Systemic Mediators of Glioblastoma Response to Chemoradiotherapy.Research square · 2026Article
- Molecular Signatures and Network Alterations Underlying GBM Progression and Recurrence.Medicina (Kaunas, Lithuania) · 2026Article
- Rapid HER2-positive cell detection via high-voltage electroosmotic flow-driven microfluidic SPRi.Mikrochimica acta · 2025Article
- SurfR: Riding the wave of RNA-seq data with a comprehensive bioconductor package to identify surface protein-coding genes.Bioinformatics advances · 2025Article
- Programming tissue-sensing T cells that deliver therapies to the brain.Science (New York, N.Y.) · 2024Article
- Human-specific protein-coding and lncRNA genes cast sex-biased genes in the brain and their relationships with brain diseases.Biology of sex differences · 2024Article
- Chromosome 7 Gain Compensates for Chromosome 10 Loss in Glioma.Cancer research · 2024Article
- Causal relationship between type 2 diabetes and glioblastoma: bidirectional Mendelian randomization analysis.Scientific reports · 2024Article
- Prognostic marker CXCL5 in glioblastoma polyformis and its mechanism of immune invasion.BMC cancer · 2024Article
- Silibinin suppresses glioblastoma cell growth, invasion, stemness, and glutamine metabolism by YY1/SLC1A5 pathway.Translational neuroscience · 2024Article
- From signalling pathways to targeted therapies: unravelling glioblastoma's secrets and harnessing two decades of progress.Signal transduction and targeted therapy · 2023Review
- Article
- An Assessment of the Penile Squamous Cell Carcinoma Surfaceome for Biomarker and Therapeutic Target Discovery.Cancers · 2023Article
- Impact of Solute Carrier Transporters in Glioma Pathology: A Comprehensive Review.International journal of molecular sciences · 2023Review
- Recent Developments in Glioblastoma Therapy: Oncolytic Viruses and Emerging Future Strategies.Viruses · 2023Review
- Glioblastoma survival is associated with distinct proteomic alteration signatures post chemoirradiation in a large-scale proteomic panel.Frontiers in oncology · 2023Article
- Applying single cell multi-omic analyses to understand treatment resistance in pediatric high grade glioma.Frontiers in pharmacology · 2023Review
- Review
- Cost Matrix of Molecular Pathology in Glioma-Towards AI-Driven Rational Molecular Testing and Precision Care for the Future.Biomedicines · 2022Review
- Construction of Molecular Subtypes and Related Prognostic and Immune Response Models Based on M2 Macrophages in Glioblastoma.International journal of general medicine · 2022Article
Corrections and comments
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Authors and funding
5 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundGlioblastoma multiforme (GBM) is a highly lethal, stage IV brain tumour with a prevalence of approximately 2 per 10,000 people globally. The cell surface proteins or surfaceome serve as information gateway in many oncogenic signalling pathways and are important in modulating cancer phenotypes. Dysregulation in surfaceome expression and activity have been shown to promote tumorigenesis. The expression of GBM surfaceome is a case in point; OMICS screening in a cell-based system identified that this sub-proteome is largely perturbed in GBM. Additionally, since these cell surface proteins have 'direct' access to drugs, they are appealing targets for cancer therapy. However, a comprehensive GBM surfaceome landscape has not been fully defined yet. Thus, this study aimed to define GBM-associated surfaceome genes and identify key cell-surface genes that could potentially be developed as novel GBM biomarkers for therapeutic purposes.
methodsWe integrated the RNA-Seq data from TCGA GBM (n = 166) and GTEx normal brain cortex (n = 408) databases to identify the significantly dysregulated surfaceome in GBM. This was followed by an integrative analysis that combines transcriptomics, proteomics and protein-protein interaction network data to prioritize the high-confidence GBM surfaceome signature.
resultsOf the 2381 significantly dysregulated genes in GBM, 395 genes were classified as surfaceome. Via the integrative analysis, we identified 6 high-confidence GBM molecular signature, HLA-DRA, CD44, SLC1A5, EGFR, ITGB2, PTPRJ, which were significantly upregulated in GBM. The expression of these genes was validated in an independent transcriptomics database, which confirmed their upregulated expression in GBM. Importantly, high expression of CD44, PTPRJ and HLA-DRA is significantly associated with poor disease-free survival. Last, using the Drugbank database, we identified several clinically-approved drugs targeting the GBM molecular signature suggesting potential drug repurposing.
conclusionsIn summary, we identified and highlighted the key GBM surface-enriched repertoires that could be biologically relevant in supporting GBM pathogenesis. These genes could be further interrogated experimentally in future studies that could lead to efficient diagnostic/prognostic markers or potential treatment options for GBM.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.