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A three-microRNA signature identifies two subtypes of glioblastoma patients with different clinical outcomes
- Source :
- Molecular Oncology
- Publication Year :
- 2017
-
Abstract
- Glioblastoma multiforme (GBM) is the most common and malignant primary brain tumor in adults, characterized by aggressive growth, limited response to therapy, and inexorable recurrence. Because of the extremely unfavorable prognosis of GBM, it is important to develop more effective diagnostic and therapeutic strategies based on biologically and clinically relevant patient stratification systems. Analyzing a collection of patient-derived GBM stem-like cells (GSCs) by gene expression profiling, nuclear magnetic resonance (NMR) spectroscopy and signal transduction pathway activation, we identified two GSC clusters characterized by different clinical features. Due to the widely documented role played by microRNAs (miRNAs) in the tumorigenesis process, in this study we explored whether these two GBM patient subtypes could also be discriminated by different miRNA signatures. Global miRNA expression pattern was analyzed by oblique principal component (OPC) analysis and principal component analysis (PCA). By a combined inferential strategy on PCA results, we identified a reduced set of three miRNAs – miR-23a, miR-27a and miR-9* (miR-9-3p) – able to discriminate the proneural- and mesenchymal-like GSC phenotypes as well as mesenchymal and proneural subtypes of primary GBM included in The Cancer Genome Atlas (TCGA) dataset. Kaplan-Meier analysis showed a significant correlation between the selected miRNAs and overall survival in 429 GBM specimens from TCGA-identifying patients who had an unfavorable outcome. The survival prognostic capability of the three miRNA signatures could have important implications for the understanding of the biology of GBM subtypes and could be useful in patient stratification to facilitate interpretation of results from clinical trials.
- Subjects :
- 0301 basic medicine
Oncology
Male
cancer stem cells
Cancer Research
Proton Magnetic Resonance Spectroscopy
Settore MED/27 - NEUROCHIRURGIA
glioblastoma stem‐like cells
Kaplan-Meier Estimate
medicine.disease_cause
Bioinformatics
Cohort Studies
Mesoderm
0302 clinical medicine
Cluster Analysis
Research Articles
Aged, 80 and over
Principal Component Analysis
microRNA
Brain Neoplasms
microRNA, glioblastoma, cancer stem cells, molecular signature
General Medicine
Middle Aged
Prognosis
Phenotype
microRNAs
Gene Expression Regulation, Neoplastic
Treatment Outcome
030220 oncology & carcinogenesis
Neoplastic Stem Cells
Molecular Medicine
Female
Patient stratification
Research Article
Adult
medicine.medical_specialty
Brain tumor
Biology
03 medical and health sciences
Internal medicine
glioblastoma
glioblastoma stem-like cells
patient stratification
Genetics
medicine
Humans
Aged
Gene Expression Profiling
medicine.disease
molecular signature
Gene expression profiling
Clinical trial
030104 developmental biology
Nerve Degeneration
Carcinogenesis
Glioblastoma
Genes, Neoplasm
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Molecular Oncology
- Accession number :
- edsair.doi.dedup.....efca6f9cd8192ac61abc6268ebc44d8f