J Neurol Surg A Cent Eur Neurosurg 2017; 78(01): 12-19
DOI: 10.1055/s-0036-1584920
Original Article
Georg Thieme Verlag KG Stuttgart · New York

Prognostic Role of the Expression of Invasion-Related Molecules in Glioblastoma

József Virga*
1   Department of Neurosurgery, University of Debrecen Clinical Center, Debrecen, Hungary
,
László Bognár*
1   Department of Neurosurgery, University of Debrecen Clinical Center, Debrecen, Hungary
,
Tibor Hortobágyi
2   Division of Neuropathology, Department of Pathology, University of Debrecen Clinical Center, Debrecen, Hungary
,
Gábor Zahuczky
3   Centre for Clinical Genomics and Personalized Medicine, University of Debrecen Clinical Center, Debrecen, Hungary
,
Éva Csősz
4   Department of Biochemistry and Molecular Biology, University of Debrecen Clinical Center Research, Debrecen, Hungary
,
Gergő Kalló
4   Department of Biochemistry and Molecular Biology, University of Debrecen Clinical Center Research, Debrecen, Hungary
,
Judit Tóth
5   Department of Oncology, University of Debrecen Clinical Center, Debrecen, Hungary
,
Gábor Hutóczki
1   Department of Neurosurgery, University of Debrecen Clinical Center, Debrecen, Hungary
,
Judit Reményi-Puskár
1   Department of Neurosurgery, University of Debrecen Clinical Center, Debrecen, Hungary
,
László Steiner
3   Centre for Clinical Genomics and Personalized Medicine, University of Debrecen Clinical Center, Debrecen, Hungary
,
Almos Klekner
1   Department of Neurosurgery, University of Debrecen Clinical Center, Debrecen, Hungary
› Author Affiliations
Further Information

Publication History

22 December 2015

18 April 2016

Publication Date:
16 August 2016 (online)

Abstract

Background Glioblastoma multiforme (GBM) is the most common malignant disease of the central nervous system. Its prognosis is unfavorable, and the median overall survival of patients is 16 to 24 months. The main cause of the poor survival data are the extensive invasion of cancer cells to the neighboring parenchyma, thus leading to inevitable local recurrence. The extracellular matrix (ECM) is a known factor in tumor invasion, and differences in the ECM of nontumor brain and glioblastoma has been proven.

Methods In this research, 20 invasion-related expressions of ECM components were determined in 26 GBM flash-frozen samples using quantitative reverse transcription-polymerase chain reaction and proteomic measurements. Expression data were then set against the survival data of the patients.

Results Significant alterations between groups with different survival rates could not be established in the individual evaluation of the expression level of the selected molecules. However, statistical analysis of the expression pattern of invasion-related molecules revealed a correlation with prognosis. The positive predictive values of the messenger RNA (mRNA) and the proteomic expression studies were 0.85 and 0.89, respectively. The receiver operation characteristic value was 0.775 for the mRNA expression data and 0.875 for the protein expression data. Furthermore, a group of molecules, including brevican, cadherin-12, integrin β1, integrin α3, laminin α4, and laminin β1, that play a prominent role in invasion were identified.

Conclusions Joint assessment of the expression of invasion-related molecules provides a specific invasion spectrum of the tumor that correlates with the survival of glioblastoma patients. Using statistical classifiers enables the adoption of an invasion spectrum as a considerably accurate prognostic factor while gaining predictive information on potential molecular oncotherapeutic targets at the same time.

* These authors contributed equally.


 
  • References

  • 1 Ostrom QT, Gittleman H, Liao P , et al. CBTRUS statistical report: primary brain and central nervous system tumors diagnosed in the United States in 2007-2011. Neuro-oncol 2014; 16 (Suppl. 04) iv1-iv63
  • 2 Urbańska K, Sokołowska J, Szmidt M, Sysa P. Glioblastoma multiforme—an overview. Contemp Oncol (Pozn) 2014; 18 (5) 307-312
  • 3 Helseth R, Helseth E, Johannesen TB , et al. Overall survival, prognostic factors, and repeated surgery in a consecutive series of 516 patients with glioblastoma multiforme. Acta Neurol Scand 2010; 122 (3) 159-167
  • 4 Johnson DR, O'Neill BP. Glioblastoma survival in the United States before and during the temozolomide era. J Neurooncol 2012; 107 (2) 359-364
  • 5 Bralten LBC, French PJ. Genetic alterations in glioma. Cancers (Basel) 2011; 3 (1) 1129-1140
  • 6 Johnson DR, Galanis E. Medical management of high-grade astrocytoma: current and emerging therapies. Semin Oncol 2014; 41 (4) 511-522
  • 7 Stupp R, Mason WP, van den Bent MJ , et al; European Organisation for Research and Treatment of Cancer Brain Tumor and Radiotherapy Groups; National Cancer Institute of Canada Clinical Trials Group. Radiotherapy plus concomitant and adjuvant temozolomide for glioblastoma. N Engl J Med 2005; 352 (10) 987-996
  • 8 Chamberlain MC. Bevacizumab for the treatment of recurrent glioblastoma. Clin Med Insights Oncol 2011; 5: 117-129
  • 9 Petrás M, Hutóczki G, Varga I , et al. Expression pattern of invasion-related molecules in brain tumors of different origin [in Hungarian]. Magy Onkol 2009; 53 (3) 253-258
  • 10 Klekner A, Varga I, Bognár L , et al. Extracellular matrix of cerebral tumors with different invasiveness [in Hungarian]. Ideggyogy Sz 2010; 63 01/02 38-43
  • 11 Nicholson C, Syková E. Extracellular space structure revealed by diffusion analysis. Trends Neurosci 1998; 21 (5) 207-215
  • 12 Klekner Á, Virga J, Tóth J , et al. The role of extracellular matrix components in the invasion of intracranial malignancies [in Hungarian]. Magy Onkol 2013; 57 (4) 222-231
  • 13 Bellail AC, Hunter SB, Brat DJ, Tan C, Van Meir EG. Microregional extracellular matrix heterogeneity in brain modulates glioma cell invasion. Int J Biochem Cell Biol 2004; 36 (6) 1046-1069
  • 14 Gladson CL. The extracellular matrix of gliomas: modulation of cell function. J Neuropathol Exp Neurol 1999; 58 (10) 1029-1040
  • 15 Klekner Á, Hutóczki G, Virga J , et al. Expression pattern of invasion-related molecules in the peritumoral brain. Clin Neurol Neurosurg 2015; 139: 138-143
  • 16 Rubenstein BM, Kaufman LJ. The role of extracellular matrix in glioma invasion: a cellular Potts model approach. Biophys J 2008; 95 (12) 5661-5680
  • 17 Chintala SK, Rao JK. Invasion of human glioma: role of extracellular matrix proteins. Front Biosci 1996; 1: d324-d339
  • 18 Kesanakurti D, Chetty C, Dinh DH, Gujrati M, Rao JS. Role of MMP-2 in the regulation of IL-6/Stat3 survival signaling via interaction with α5β1 integrin in glioma. Oncogene 2013; 32 (3) 327-340
  • 19 Hegi ME, Diserens A-C, Gorlia T , et al. MGMT gene silencing and benefit from temozolomide in glioblastoma. N Engl J Med 2005; 352 (10) 997-1003
  • 20 Krex D, Klink B, Hartmann C , et al; German Glioma Network. Long-term survival with glioblastoma multiforme. Brain 2007; 130 (Pt 10): 2596-2606
  • 21 Stupp R, Hegi ME, Mason WP , et al; European Organisation for Research and Treatment of Cancer Brain Tumour and Radiation Oncology Groups; National Cancer Institute of Canada Clinical Trials Group. Effects of radiotherapy with concomitant and adjuvant temozolomide versus radiotherapy alone on survival in glioblastoma in a randomised phase III study: 5-year analysis of the EORTC-NCIC trial. Lancet Oncol 2009; 10 (5) 459-466
  • 22 Gingras MC, Roussel E, Bruner JM, Branch CD, Moser RP. Comparison of cell adhesion molecule expression between glioblastoma multiforme and autologous normal brain tissue. J Neuroimmunol 1995; 57 01/02 143-153
  • 23 Zhao J, Li P, Feng H , et al. Cadherin-12 contributes to tumorigenicity in colorectal cancer by promoting migration, invasion, adhesion and angiogenesis. J Transl Med 2013; 11: 288
  • 24 Tysnes BB, Mahesparan R. Biological mechanisms of glioma invasion and potential therapeutic targets. J Neurooncol 2001; 53 (2) 129-147
  • 25 Knott JCA, Mahesparan R, Garcia-Cabrera I , et al. Stimulation of extracellular matrix components in the normal brain by invading glioma cells. Int J Cancer 1998; 75 (6) 864-872
  • 26 Varga I, Hutóczki G, Szemcsák CD , et al. Brevican, neurocan, tenascin-C and versican are mainly responsible for the invasiveness of low-grade astrocytoma. Pathol Oncol Res 2012; 18 (2) 413-420
  • 27 Varga I, Hutóczki G, Petrás M , et al. Expression of invasion-related extracellular matrix molecules in human glioblastoma versus intracerebral lung adenocarcinoma metastasis. Cent Eur Neurosurg 2010; 71 (4) 173-180
  • 28 Livak KJ, Schmittgen TD. Analysis of relative gene expression data using real-time quantitative PCR and the 2(-Delta Delta C(T)) Method. Methods 2001; 25 (4) 402-408
  • 29 Bradford MM. A rapid and sensitive method for the quantitation of microgram quantities of protein utilizing the principle of protein-dye binding. Anal Biochem 1976; 72 01/02 248-254
  • 30 James A, Jorgensen C. Basic design of MRM assays for peptide quantification. Methods Mol Biol 2010; 658: 167-185
  • 31 Iuga C, Seicean A, Iancu C , et al. Proteomic identification of potential prognostic biomarkers in resectable pancreatic ductal adenocarcinoma. Proteomics 2014; 14 07/08 945-955
  • 32 Qian W-J, Jacobs JM, Liu T, Camp II DG, Smith RD. Advances and challenges in liquid chromatography-mass spectrometry-based proteomics profiling for clinical applications. Mol Cell Proteomics 2006; 5 (10) 1727-1744
  • 33 Lange V, Picotti P, Domon B, Aebersold R. Selected reaction monitoring for quantitative proteomics: a tutorial. Mol Syst Biol 2008; 4: 222
  • 34 Mahesparan R, Read T-A, Lund-Johansen M, Skaftnesmo KO, Bjerkvig R, Engebraaten O. Expression of extracellular matrix components in a highly infiltrative in vivo glioma model. Acta Neuropathol 2003; 105 (1) 49-57
  • 35 Goodenberger ML, Jenkins RB. Genetics of adult glioma. Cancer Genet 2012; 205 (12) 613-621
  • 36 Gary SC, Kelly GM, Hockfield S. BEHAB/brevican: a brain-specific lectican implicated in gliomas and glial cell motility. Curr Opin Neurobiol 1998; 8 (5) 576-581
  • 37 Asano K, Duntsch CD, Zhou Q , et al. Correlation of N-cadherin expression in high grade gliomas with tissue invasion. J Neurooncol 2004; 70 (1) 3-15
  • 38 Maret D, Gruzglin E, Sadr MS , et al. Surface expression of precursor N-cadherin promotes tumor cell invasion. Neoplasia 2010; 12 (12) 1066-1080
  • 39 D'Abaco GM, Kaye AH. Integrins: molecular determinants of glioma invasion. J Clin Neurosci 2007; 14 (11) 1041-1048
  • 40 Färber K, Synowitz M, Zahn G , et al. An alpha5beta1 integrin inhibitor attenuates glioma growth. Mol Cell Neurosci 2008; 39 (4) 579-585
  • 41 Fukushima Y, Ohnishi T, Arita N, Hayakawa T, Sekiguchi K. Integrin alpha3beta1-mediated interaction with laminin-5 stimulates adhesion, migration and invasion of malignant glioma cells. Int J Cancer 1998; 76 (1) 63-72
  • 42 Patarroyo M, Tryggvason K, Virtanen I. Laminin isoforms in tumor invasion, angiogenesis and metastasis. Semin Cancer Biol 2002; 12 (3) 197-207
  • 43 Kawataki T, Yamane T, Naganuma H , et al. Laminin isoforms and their integrin receptors in glioma cell migration and invasiveness: evidence for a role of alpha5-laminin(s) and alpha3beta1 integrin. Exp Cell Res 2007; 313 (18) 3819-3831
  • 44 Nagato S, Nakagawa K, Harada H , et al. Downregulation of laminin alpha4 chain expression inhibits glioma invasion in vitro and in vivo. Int J Cancer 2005; 117 (1) 41-50
  • 45 Ljubimova JY, Lakhter AJ, Loksh A , et al. Overexpression of α4 chain-containing laminins in human glial tumors identified by gene microarray analysis. Cancer Res 2001; 61 (14) 5601-5610