A prognostic matrix code defines functional glioblastoma phenotypes and niches.
Monika VishnoiZeynep DereliZheng YinElisabeth K KongMeric KinaliKisan ThapaOzgun BaburKyuson YunNourhan AbdelfattahXubin LiBehnaz BozorguiRobert C RostomilyAnil KorkutPublished in: bioRxiv : the preprint server for biology (2023)
Interactions among tumor, immune and vascular niches play major roles in driving glioblastoma (GBM) malignancy and treatment responses. The composition, heterogeneity, and localization of extracellular core matrix proteins (CMPs) that mediate such interactions, however, are not well understood. Here, we characterize functional and clinical relevance of genes encoding CMPs in GBM at bulk, single cell, and spatial anatomical resolution. We identify a "matrix code" for genes encoding CMPs whose expression levels categorize GBM tumors into matrisome-high and matrisome-low groups that correlate with worse and better survival, respectively, of patients. The matrisome enrichment is associated with specific driver oncogenic alterations, mesenchymal state, infiltration of pro-tumor immune cells and immune checkpoint gene expression. Anatomical and single cell transcriptome analyses indicate that matrisome gene expression is enriched in vascular and leading edge/infiltrative anatomic structures that are known to harbor glioma stem cells driving GBM progression. Finally, we identified a 17-gene matrisome signature that retains and further refines the prognostic value of genes encoding CMPs and, importantly, potentially predicts responses to PD1 blockade in clinical trials for GBM. The matrisome gene expression profiles may provide biomarkers of functionally relevant GBM niches that contribute to mesenchymal-immune cross talk and patient stratification to optimize treatment responses.
Keyphrases
- single cell
- gene expression
- genome wide
- stem cells
- dna methylation
- rna seq
- genome wide identification
- clinical trial
- end stage renal disease
- bone marrow
- newly diagnosed
- copy number
- genome wide analysis
- high throughput
- chronic kidney disease
- ejection fraction
- single molecule
- peritoneal dialysis
- cell therapy
- double blind
- case report
- high resolution