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Anatomical specificity of vascular endothelial growth factor expression in glioblastomas: a voxel-based mapping analysis

  • Functional Neuroradiology
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Abstract

Introduction

The expression of vascular endothelial growth factor (VEGF) is a common genetic alteration in malignant gliomas and contributes to the angiogenesis of tumors. This study aimed to investigate the anatomical specificity of VEGF expression levels in glioblastomas using voxel-based neuroimaging analysis.

Methods

Clinical information, MR scans, and immunohistochemistry stains of 209 patients with glioblastomas were reviewed. All tumor lesions were segmented manually and subsequently registered to standard brain space. Voxel-based regression analysis was performed to correlate the brain regions of tumor involvement with the level of VEGF expression. Brain regions identified as significantly associated with high or low VEGF expression were preserved following permutation correction.

Results

High VEGF expression was detected in 123 (58.9 %) of the 209 patients. Voxel-based statistical analysis demonstrated that high VEGF expression was more likely in tumors located in the left frontal lobe and the right caudate and low VEGF expression was more likely in tumors that occurred in the posterior region of the right lateral ventricle.

Conclusion

Voxel-based neuroimaging analysis revealed the anatomic specificity of VEGF expression in glioblastoma, which may further our understanding of genetic heterogeneity during tumor origination. This finding provides primary theoretical support for potential future application of customized antiangiogenic therapy.

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References

  1. DeAngelis LM (2001) Brain tumors. N Engl J Med 344(2):114–123. doi:10.1056/NEJM200101113440207

    Article  CAS  PubMed  Google Scholar 

  2. Wen PY, Kesari S (2008) Malignant gliomas in adults. N Engl J Med 359(5):492–507. doi:10.1056/NEJMra0708126

    Article  CAS  PubMed  Google Scholar 

  3. Omuro A, DeAngelis LM (2013) Glioblastoma and other malignant gliomas: a clinical review. JAMA 310(17):1842–1850. doi:10.1001/jama.2013.280319

    Article  CAS  PubMed  Google Scholar 

  4. Stupp R, Hegi ME, Mason WP, van den Bent MJ, Taphoorn MJ, Janzer RC, Ludwin SK, Allgeier A, Fisher B, Belanger K, Hau P, Brandes AA, Gijtenbeek J, Marosi C, Vecht CJ, Mokhtari K, Wesseling P, Villa S, Eisenhauer E, Gorlia T, Weller M, Lacombe D, Cairncross JG, Mirimanoff RO, European Organisation for Research and Treatment of Cancer Brain Tumour and Radiation Oncology Groups, National Cancer Institute of Canada Clinical Trials Group (2009) 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 10(5):459–466. doi:10.1016/S1470-2045(09)70025-7

    Article  CAS  PubMed  Google Scholar 

  5. Stupp R, Mason WP, van den Bent MJ, Weller M, Fisher B, Taphoorn MJ, Belanger K, Brandes AA, Marosi C, Bogdahn U, Curschmann J, Janzer RC, Ludwin SK, Gorlia T, Allgeier A, Lacombe D, Cairncross JG, Eisenhauer E, Mirimanoff RO, European Organisation for Research and Treatment of Cancer Brain Tumour and Radiotherapy Groups, National Cancer Institute of Canada Clinical Trials Group (2005) Radiotherapy plus concomitant and adjuvant temozolomide for glioblastoma. N Engl J Med 352(10):987–996. doi:10.1056/NEJMoa043330

    Article  CAS  PubMed  Google Scholar 

  6. Ohgaki H, Kleihues P (2005) Epidemiology and etiology of gliomas. Acta Neuropathol 109(1):93–108. doi:10.1007/s00401-005-0991-y

    Article  PubMed  Google Scholar 

  7. Ohgaki H, Kleihues P (2007) Genetic pathways to primary and secondary glioblastoma. Am J Pathol 170(5):1445–1453. doi:10.2353/ajpath.2007.070011

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  8. Ferrara N, Houck K, Jakeman L, Leung DW (1992) Molecular and biological properties of the vascular endothelial growth factor family of proteins. Endocr Rev 13(1):18–32. doi:10.1210/edrv-13-1-18

    Article  CAS  PubMed  Google Scholar 

  9. Goel HL, Mercurio AM (2013) VEGF targets the tumour cell. Nat Rev Cancer 13(12):871–882. doi:10.1038/nrc3627

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  10. Miyagami M, Tazoe M, Nakamura S (1998) Expression of vascular endothelial growth factor and p53 protein in association with neovascularization in human malignant gliomas. Brain Tumor Pathol 15(2):95–100

    Article  CAS  PubMed  Google Scholar 

  11. Carlson MR, Pope WB, Horvath S, Braunstein JG, Nghiemphu P, Tso CL, Mellinghoff I, Lai A, Liau LM, Mischel PS, Dong J, Nelson SF, Cloughesy TF (2007) Relationship between survival and edema in malignant gliomas: role of vascular endothelial growth factor and neuronal pentraxin 2. Clin Cancer Res 13(9):2592–2598. doi:10.1158/1078-0432.CCR-06-2772

    Article  CAS  PubMed  Google Scholar 

  12. Pope WB, Young JR, Ellingson BM (2011) Advances in MRI assessment of gliomas and response to anti-VEGF therapy. Curr Neurol Neurosci Rep 11(3):336–344. doi:10.1007/s11910-011-0179-x

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  13. Kappadakunnel M, Eskin A, Dong J, Nelson SF, Mischel PS, Liau LM, Ngheimphu P, Lai A, Cloughesy TF, Goldin J, Pope WB (2010) Stem cell associated gene expression in glioblastoma multiforme: relationship to survival and the subventricular zone. J Neurooncol 96(3):359–367. doi:10.1007/s11060-009-9983-4

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  14. Ellingson BM, Cloughesy TF, Pope WB, Zaw TM, Phillips H, Lalezari S, Nghiemphu PL, Ibrahim H, Naeini KM, Harris RJ, Lai A (2012) Anatomic localization of O6-methylguanine DNA methyltransferase (MGMT) promoter methylated and unmethylated tumors: a radiographic study in 358 de novo human glioblastomas. Neuroimage 59(2):908–916. doi:10.1016/j.neuroimage.2011.09.076

    Article  CAS  PubMed  Google Scholar 

  15. Verdon V, Schwartz S, Lovblad KO, Hauert CA, Vuilleumier P (2010) Neuroanatomy of hemispatial neglect and its functional components: a study using voxel-based lesion-symptom mapping. Brain: J Neurol 133(Pt 3):880–894. doi:10.1093/brain/awp305

    Article  Google Scholar 

  16. Glascher J, Adolphs R, Damasio H, Bechara A, Rudrauf D, Calamia M, Paul LK, Tranel D (2012) Lesion mapping of cognitive control and value-based decision making in the prefrontal cortex. Proc Natl Acad Sci U S A 109(36):14681–14686. doi:10.1073/pnas.1206608109

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  17. Rousseaux M, Honore J, Vuilleumier P, Saj A (2013) Neuroanatomy of space, body, and posture perception in patients with right hemisphere stroke. Neurology 81(15):1291–1297. doi:10.1212/WNL.0b013e3182a823a7

    Article  PubMed  Google Scholar 

  18. Bates E, Wilson SM, Saygin AP, Dick F, Sereno MI, Knight RT, Dronkers NF (2003) Voxel-based lesion-symptom mapping. Nat Neurosci 6(5):448–450. doi:10.1038/nn1050

    CAS  PubMed  Google Scholar 

  19. Zhang W, Qiu XG, Chen BS, Li SW, Cui Y, Ren H, Jiang T (2009) Antiangiogenic therapy with bevacizumab in recurrent malignant gliomas: analysis of the response and core pathway aberrations. Chin Med J (Engl) 122(11):1250–1254

    CAS  Google Scholar 

  20. Wang YY, Zhang T, Li SW, Qian TY, Fan X, Peng XX, Ma J, Wang L, Jiang T (2015) Mapping p53 mutations in low-grade glioma: a voxel-based neuroimaging analysis. AJNR Am J Neuroradiol 36(1):70–76. doi:10.3174/ajnr.A4065

    Article  PubMed  Google Scholar 

  21. Medina J, Kimberg DY, Chatterjee A, Coslett HB (2010) Inappropriate usage of the Brunner-Munzel test in recent voxel-based lesion-symptom mapping studies. Neuropsychologia 48(1):341–343. doi:10.1016/j.neuropsychologia.2009.09.016

    Article  PubMed Central  PubMed  Google Scholar 

  22. Kimberg DY, Coslett HB, Schwartz MF (2007) Power in voxel-based lesion-symptom mapping. J Cogn Neurosci 19(7):1067–1080. doi:10.1162/jocn.2007.19.7.1067

    Article  PubMed  Google Scholar 

  23. Lim DA, Cha S, Mayo MC, Chen MH, Keles E, VandenBerg S, Berger MS (2007) Relationship of glioblastoma multiforme to neural stem cell regions predicts invasive and multifocal tumor phenotype. Neuro Oncol 9(4):424–429. doi:10.1215/15228517-2007-023

    Article  PubMed Central  PubMed  Google Scholar 

  24. Pope WB, Chen JH, Dong J, Carlson MR, Perlina A, Cloughesy TF, Liau LM, Mischel PS, Nghiemphu P, Lai A, Nelson SF (2008) Relationship between gene expression and enhancement in glioblastoma multiforme: exploratory DNA microarray analysis. Radiology 249(1):268–277. doi:10.1148/radiol.2491072000

    Article  PubMed Central  PubMed  Google Scholar 

  25. Kumar N, Kumar P, Angurana SL, Khosla D, Mukherjee KK, Aggarwal R, Kumar R, Bera A, Sharma SC (2013) Evaluation of outcome and prognostic factors in patients of glioblastoma multiforme: a single institution experience. J Neurosci Rural Pract 4(Suppl 1):S46–55. doi:10.4103/0976-3147.116455

    Article  PubMed Central  PubMed  Google Scholar 

  26. Qi S, Yu L, Li H, Ou Y, Qiu X, Ding Y, Han H, Zhang X (2014) Isocitrate dehydrogenase mutation is associated with tumor location and magnetic resonance imaging characteristics in astrocytic neoplasms. Oncol Lett 7(6):1895–1902. doi:10.3892/ol.2014.2013

    PubMed Central  CAS  PubMed  Google Scholar 

  27. Ellingson BM, Lai A, Harris RJ, Selfridge JM, Yong WH, Das K, Pope WB, Nghiemphu PL, Vinters HV, Liau LM, Mischel PS, Cloughesy TF (2013) Probabilistic radiographic atlas of glioblastoma phenotypes. AJNR Am J Neuroradiol 34(3):533–540. doi:10.3174/ajnr.A3253

    Article  CAS  PubMed  Google Scholar 

  28. Wang Y, Fan X, Zhang C, Zhang T, Peng X, Li S, Wang L, Ma J, Jiang T (2014) Anatomical specificity of O6-methylguanine DNA methyltransferase protein expression in glioblastomas. J Neurooncol 120(2):331–337. doi:10.1007/s11060-014-1555-6

    Article  CAS  PubMed  Google Scholar 

  29. Sandstrom M, Johansson M, Sandstrom J, Bergenheim AT, Henriksson R (1999) Expression of the proteolytic factors, tPA and uPA, PAI-1 and VEGF during malignant glioma progression. Int J Dev Neurosci 17(5-6):473–481

    Article  CAS  PubMed  Google Scholar 

  30. Wang Y, Fan X, Zhang C, Zhang T, Peng X, Li S, Wang L, Ma J, Jiang T (2014) Anatomical specificity of O6-methylguanine DNA methyltransferase protein expression in glioblastomas. J Neurooncol. doi:10.1007/s11060-014-1555-6

    Google Scholar 

  31. Verhaak RG, Hoadley KA, Purdom E, Wang V, Qi Y, Wilkerson MD, Miller CR, Ding L, Golub T, Mesirov JP, Alexe G, Lawrence M, O’Kelly M, Tamayo P, Weir BA, Gabriel S, Winckler W, Gupta S, Jakkula L, Feiler HS, Hodgson JG, James CD, Sarkaria JN, Brennan C, Kahn A, Spellman PT, Wilson RK, Speed TP, Gray JW, Meyerson M, Getz G, Perou CM, Hayes DN, Cancer Genome Atlas Research Network (2010) Integrated genomic analysis identifies clinically relevant subtypes of glioblastoma characterized by abnormalities in PDGFRA, IDH1, EGFR, and NF1. Cancer Cell 17(1):98–110. doi:10.1016/j.ccr.2009.12.020

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  32. Sun T, Patoine C, Abu-Khalil A, Visvader J, Sum E, Cherry TJ, Orkin SH, Geschwind DH, Walsh CA (2005) Early asymmetry of gene transcription in embryonic human left and right cerebral cortex. Science 308(5729):1794–1798. doi:10.1126/science.1110324

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  33. Sun T, Walsh CA (2006) Molecular approaches to brain asymmetry and handedness. Nat Rev Neurosci 7(8):655–662. doi:10.1038/nrn1930

    Article  CAS  PubMed  Google Scholar 

  34. Zlatescu MC, TehraniYazdi A, Sasaki H, Megyesi JF, Betensky RA, Louis DN, Cairncross JG (2001) Tumor location and growth pattern correlate with genetic signature in oligodendroglial neoplasms. Cancer Res 61(18):6713–6715

    CAS  PubMed  Google Scholar 

  35. De S, Razorenova O, McCabe NP, O’Toole T, Qin J, Byzova TV (2005) VEGF-integrin interplay controls tumor growth and vascularization. Proc Natl Acad Sci U S A 102(21):7589–7594. doi:10.1073/pnas.0502935102

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  36. Mitsuhashi A, Suzuka K, Yamazawa K, Matsui H, Seki K, Sekiya S (2005) Serum vascular endothelial growth factor (VEGF) and VEGF-C levels as tumor markers in patients with cervical carcinoma. Cancer 103(4):724–730. doi:10.1002/cncr.20819

    Article  CAS  PubMed  Google Scholar 

  37. Song ZJ, Gong P, Wu YE (2002) Relationship between the expression of iNOS, VEGF, tumor angiogenesis and gastric cancer. World J Gastroenterol 8(4):591–595

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  38. Zhao S, Lin Y, Xu W, Jiang W, Zha Z, Wang P, Yu W, Li Z, Gong L, Peng Y, Ding J, Lei Q, Guan KL, Xiong Y (2009) Glioma-derived mutations in IDH1 dominantly inhibit IDH1 catalytic activity and induce HIF-1alpha. Science 324(5924):261–265. doi:10.1126/science.1170944

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  39. Lai A, Kharbanda S, Pope WB, Tran A, Solis OE, Peale F, Forrest WF, Pujara K, Carrillo JA, Pandita A, Ellingson BM, Bowers CW, Soriano RH, Schmidt NO, Mohan S, Yong WH, Seshagiri S, Modrusan Z, Jiang Z, Aldape KD, Mischel PS, Liau LM, Escovedo CJ, Chen W, Nghiemphu PL, James CD, Prados MD, Westphal M, Lamszus K, Cloughesy T, Phillips HS (2011) Evidence for sequenced molecular evolution of IDH1 mutant glioblastoma from a distinct cell of origin. J Clin Oncol 29(34):4482–4490. doi:10.1200/JCO.2010.33.8715

    Article  PubMed Central  CAS  PubMed  Google Scholar 

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Acknowledgments

This work was supported by funding from the National 973 Program (No. 2015CB755500) and the National High Technology Research and Development Program (No. 2012AA02A508).

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Correspondence to Shaowu Li or Tao Jiang.

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Compliance with ethical standards

We declare that all human and animal studies have been approved by the Ethics Committee of Beijing Tiantan Hospital and have therefore been performed in accordance with the ethical standards laid down in the 1964 Declaration of Helsinki and its later amendments. We declare that all patients gave informed consent prior to inclusion in this study.

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We declare that we have no conflict of interest.

Additional information

XF, YW and KW contributed equally to this work.

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Fan, X., Wang, Y., Wang, K. et al. Anatomical specificity of vascular endothelial growth factor expression in glioblastomas: a voxel-based mapping analysis. Neuroradiology 58, 69–75 (2016). https://doi.org/10.1007/s00234-015-1602-9

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  • DOI: https://doi.org/10.1007/s00234-015-1602-9

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