Basic Gene Expression Characteristics of Glioma Stem Cells and Human Glioblastoma

Anticancer Res. 2019 Feb;39(2):597-607. doi: 10.21873/anticanres.13153.

Abstract

Background: Glioma stem cells (GSCs) play important roles in the tumorigenesis of glioblastoma multiforme (GBM). Using a novel cellular bioinformatics pipeline, we aimed to characterize the differences in gene-expression profiles among GSCs, U251 (glioma cell line), and a human GBM tissue sample.

Materials and methods: Total RNA was extracted from GSCs, U251 and GBM and microarray analysis was performed; the data were then applied to the bioinformatics pipeline consisting of a principal component analysis (PCA) with factor loadings, an intracellular pathway analysis, and an immunopathway analysis.

Results: The PCA clearly distinguished the three groups. The factor loadings of the PCA suggested that v-myc avian myelocytomatosis viral oncogene neuroblastoma derived homolog (MYCN), dipeptidyl-peptidase 4 (DPP4), and macrophage migration-inhibitory factor (MIF) contribute to the stemness of GSCs. The intracellular pathway and immunopathway analyses provided relevant information about the functions of representative genes in GSCs.

Conclusion: The newly-developed cellular bioinformatics pipeline was a useful method to clarify the similarities and differences among samples.

Keywords: Glioblastoma; cell line; factor loading; glioma stem cell; stemness.

MeSH terms

  • Apoptosis
  • Brain Neoplasms / metabolism*
  • Carcinogenesis
  • Cell Differentiation
  • Cell Line, Tumor
  • Cell Proliferation
  • Computational Biology
  • Dipeptidyl Peptidase 4 / metabolism
  • Female
  • Gene Expression Profiling*
  • Gene Expression Regulation, Neoplastic*
  • Glioblastoma / metabolism*
  • Glioma / metabolism*
  • Humans
  • Intramolecular Oxidoreductases / metabolism
  • Macrophage Migration-Inhibitory Factors / metabolism
  • Middle Aged
  • N-Myc Proto-Oncogene Protein / metabolism
  • Neoplastic Stem Cells / cytology*
  • Oligonucleotide Array Sequence Analysis
  • Principal Component Analysis
  • Sequence Analysis, RNA
  • Signal Transduction

Substances

  • MYCN protein, human
  • Macrophage Migration-Inhibitory Factors
  • N-Myc Proto-Oncogene Protein
  • DPP4 protein, human
  • Dipeptidyl Peptidase 4
  • Intramolecular Oxidoreductases
  • MIF protein, human