Abstract
Clinical and molecular prognostic factors in gliomas include age, IDH mutation, the glioma CpG island methylator phenotype (G-CIMP+) and promoter methylation of the O6-methylguanine DNA-methyltransferase (MGMT) gene. Among these markers, a predictive value was reported in glioblastomas (GBM) for MGMT promoter methylation, in particular in elderly GBM patients. In this study, methylation data from 46 glioma samples with the Illumina 450K platform were obtained and extended using external data to include a total of 247 glioma samples. Methylation analysis of the whole MGMT gene with this platform revealed two strongly survival-associated CpG regions within the promoter and the gene body, which were confirmed in a reported dataset of high grade-gliomas. Methylation at the promoter (CpG 25, cg12981137 and the prognostic model MGMT-STP27) and at the gene body CpG 165 (cg07933035), were significantly associated with better overall survival, and strongly correlated with G-CIMP+ status. In this series, the prognostic value of MGMT methylation at the promoter was not observed in G-CIMP− cases, although around 50 % of them were MGMT-methylated. These results were also obtained in an homogeneously-treated series of chemoradiated G-CIMP− GBMs analyzed by MSP and qMSP, and confirmed in a reported pyrosequencing-analyzed series of gliomas. Interestingly, in contrast to the MGMT promoter, gene body methylation was of prognostic value in G-CIMP−patients older than 65 years. Our study highlights the relevance of the prognostic value of the different regions of methylation throughout the MGMT gene that could be affected by specific G-CIMP profiles and age groups.
Similar content being viewed by others
References
Louis DN, Ohgaki H, Wiestler OD, Cavenee WK, Burger PC, Jouvet A, Scheithauer BW, Kleihues P (2007) The 2007 WHO classification of tumours of the central nervous system. Acta Neuropathol 114:97–109. doi:10.1007/s00401-007-0243-4
Bello MJ, Alonso ME, Amiñoso C, Anselmo NP, Arjona D, Gonzalez-Gomez P, Lopez-Marin I, de Campos JM, Gutierrez M, Isla A, Kusak ME, Lassaletta L, Sarasa JL, Vaquero J, Casartelli C, Rey JA (2004) Hypermethylation of the DNA repair gene MGMT: association with TP53 G: C to A: T transitions in a series of 469 nervous system tumors. Mut Res 554:23–32. doi:10.1016/j.mrfmmm.2004.02.011
van den Bent MJ, Kros JM (2007) Predictive and prognostic markers in neuro-oncology. J Neuropathol Exp Neurol 66:1074–1081. doi:10.1097/nen.0b013e31815c39f1
Weller M, Stupp R, Reifenberger G, Brandes AA, van den Bent MJ, Wick W, Hegi ME (2010) MGMT promoter methylation in malignant gliomas: ready for personalized medicine? Nat Rev Neurol 6:39–51. doi:10.1038/nrneurol.2009.197
Jansen M, Yip S, Louis DN (2010) Molecular pathology in adult gliomas: diagnostic, prognostic, and predictive markers. Lancet Neurol 9:717–726. doi:10.1016/S1474-4422(10)70105-8
Turcan S, Rohle D, Goenka A, Walsh LA, Fang F, Yilmaz E, Campos C, Fabius AW, Lu C, Ward PS, Thompson CB, Kaufman A, Guryanova O, Levine R, Heguy A, Viale A, Morris LG, Huse JT, Mellinghoff IK, Chan TA (2012) IDH1 mutation is sufficient to establish the glioma hypermethylator phenotype. Nature 483:479–483. doi:10.1038/nature10866
Mur P, Mollejo M, Ruano Y, de Lope Á, Fiaño C, García JF, Castresana JS, Hernández-Laín A, Rey JA, Meléndez B (2013) Codeletion of 1p and 19q determines distinct gene methylation and expression profiles in IDH-mutated oligodendroglial tumors. Acta Neuropathol 126:277–289. doi:10.1007/s00401-013-1130-9
Fietkau R, Putz F, Lahmer G, Semrau S, Buslei R (2013) Can MGMT promoter methylation status be used as a prognostic and predictive marker for glioblastoma multiforme at the present time? A word of caution. Strahlenther Onkol 189:993–995. doi:10.1007/s00066-013-0459-2
Mellai M, Monzeglio O, Piazzi A, Caldera V, Annovazzi L, Cassoni P, Valente G, Cordera S, Mocellini C, Schiffer D (2012) MGMT promoter hypermethylation and its associations with genetic alterations in a series of 350 brain tumors. J Neurooncol 107:617–631. doi:10.1007/s11060-011-0787-y
Bleeker FE, Molenaar RJ, Leenstra S (2012) Recent advances in the molecular understanding of glioblastoma. J Neurooncol 108:11–27. doi:10.1007/s11060-011-0793-0
Hegi ME, Diserens AC, Gorlia T, Hamou MF, de Tribolet N, Weller M, Kros JM, Hainfellner JA, Mason W, Mariani L, Bromberg JE, Hau P, Mirimanoff RO, Cairncross JG, Janzer RC, Stupp R (2005) MGMT gene silencing and benefit from temozolomide in glioblastoma. N Engl J Med 352:997–1003. doi:10.1056/NEJMoa043331
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, Groups EOfRaToCBTaR, Group NCIoCCT (2005) Radiotherapy plus concomitant and adjuvant temozolomide for glioblastoma. N Engl J Med 352:987–996. doi:10.1056/NEJMoa043330
Rivera AL, Pelloski CE, Gilbert MR, Colman H, De La Cruz C, Sulman EP, Bekele BN, Aldape KD (2010) MGMT promoter methylation is predictive of response to radiotherapy and prognostic in the absence of adjuvant alkylating chemotherapy for glioblastoma. Neuro Oncol 12:116–121. doi:10.1093/neuonc/nop020
Brandes AA, Franceschi E, Tosoni A, Benevento F, Scopece L, Mazzocchi V, Bacci A, Agati R, Calbucci F, Ermani M (2009) Temozolomide concomitant and adjuvant to radiotherapy in elderly patients with glioblastoma: correlation with MGMT promoter methylation status. Cancer 115:3512–3518. doi:10.1002/cncr.24406
Malmström A, Grønberg BH, Marosi C, Stupp R, Frappaz D, Schultz H, Abacioglu U, Tavelin B, Lhermitte B, Hegi ME, Rosell J, Henriksson R, (NCBTSG) NCBTSG (2012) Temozolomide versus standard 6-week radiotherapy versus hypofractionated radiotherapy in patients older than 60 years with glioblastoma: the Nordic randomised, phase 3 trial. Lancet Oncol 13: 916–926 doi:10.1016/S1470-2045(12)70265-6
Wick W, Meisner C, Hentschel B, Platten M, Schilling A, Wiestler B, Sabel MC, Koeppen S, Ketter R, Weiler M, Tabatabai G, von Deimling A, Gramatzki D, Westphal M, Schackert G, Loeffler M, Simon M, Reifenberger G, Weller M (2013) Prognostic or predictive value of MGMT promoter methylation in gliomas depends on IDH1 mutation. Neurology 81:1515–1522. doi:10.1212/WNL.0b013e3182a95680
Wiestler B, Claus R, Hartlieb SA, Schliesser MG, Weiss EK, Hielscher T, Platten M, Dittmann LM, Meisner C, Felsberg J, Happold C, Simon M, Nikkhah G, Papsdorf K, Steinbach JP, Sabel M, Grimm C, Weichenhan D, Tews B, Reifenberger G, Capper D, Müller W, Plass C, Weller M, Wick W, Society N-oWGNotGC (2013) Malignant astrocytomas of elderly patients lack favorable molecular markers: an analysis of the NOA-08 study collective. Neuro Oncol 15:1017–1026. doi:10.1093/neuonc/not043
Reifenberger G, Hentschel B, Felsberg J, Schackert G, Simon M, Schnell O, Westphal M, Wick W, Pietsch T, Loeffler M, Weller M, Network GG (2012) Predictive impact of MGMT promoter methylation in glioblastoma of the elderly. Int J Cancer 131:1342–1350. doi:10.1002/ijc.27385
Wick W, Hartmann C, Engel C, Stoffels M, Felsberg J, Stockhammer F, Sabel MC, Koeppen S, Ketter R, Meyermann R, Rapp M, Meisner C, Kortmann RD, Pietsch T, Wiestler OD, Ernemann U, Bamberg M, Reifenberger G, von Deimling A, Weller M (2009) NOA-04 randomized phase III trial of sequential radiochemotherapy of anaplastic glioma with procarbazine, lomustine, and vincristine or temozolomide. J Clin Oncol 27:5874–5880. doi:10.1200/JCO.2009.23.6497
van den Bent MJ, Dubbink HJ, Sanson M, van der Lee-Haarloo CR, Hegi M, Jeuken JW, Ibdaih A, Brandes AA, Taphoorn MJ, Frenay M, Lacombe D, Gorlia T, Dinjens WN, Kros JM (2009) MGMT promoter methylation is prognostic but not predictive for outcome to adjuvant PCV chemotherapy in anaplastic oligodendroglial tumors: a report from EORTC Brain Tumor Group Study 26951. J Clin Oncol 27:5881–5886. doi:10.1200/JCO.2009.24.1034
Minniti G, Salvati M, Arcella A, Buttarelli F, D’Elia A, Lanzetta G, Esposito V, Scarpino S, Maurizi Enrici R, Giangaspero F (2011) Correlation between O6-methylguanine-DNA methyltransferase and survival in elderly patients with glioblastoma treated with radiotherapy plus concomitant and adjuvant temozolomide. J Neurooncol 102:311–316. doi:10.1007/s11060-010-0324-4
Bady P, Sciuscio D, Diserens AC, Bloch J, van den Bent MJ, Marosi C, Dietrich PY, Weller M, Mariani L, Heppner FL, Mcdonald DR, Lacombe D, Stupp R, Delorenzi M, Hegi ME (2012) MGMT methylation analysis of glioblastoma on the infinium methylation BeadChip identifies two distinct CpG regions associated with gene silencing and outcome, yielding a prediction model for comparisons across datasets, tumor grades, and CIMP-status. Acta Neuropathol 124:547–560. doi:10.1007/s00401-012-1016-2
van den Bent MJ, Erdem-Eraslan L, Idbaih A, de Rooi J, Eilers PH, Spliet WG, den Dunnen WF, Tijssen C, Wesseling P, Sillevis Smitt PA, Kros JM, Gorlia T, French PJ (2013) MGMT-STP27 methylation status as predictive marker for response to PCV in anaplastic Oligodendrogliomas and Oligoastrocytomas. A report from EORTC study 26951. Clin Cancer Res 19:5513–5522. doi:10.1158/1078-0432.CCR-13-1157
Du P, Zhang X, Huang CC, Jafari N, Kibbe WA, Hou L, Lin SM (2010) Comparison of Beta-value and M-value methods for quantifying methylation levels by microarray analysis. BMC Bioinform 11:587. doi:10.1186/1471-2105-11-587
Esteller M, Garcia-Foncillas J, Andion E, Goodman SN, Hidalgo OF, Vanaclocha V, Baylin SB, Herman JG (2000) Inactivation of the DNA-repair gene MGMT and the clinical response of gliomas to alkylating agents. N Engl J Med 343:1350–1354. doi:10.1056/NEJM200011093431901
Ramalho-Carvalho J, Pires M, Lisboa S, Graça I, Rocha P, Barros-Silva JD, Savva-Bordalo J, Maurício J, Resende M, Teixeira MR, Honavar M, Henrique R, Jerónimo C (2013) Altered expression of MGMT in high-grade gliomas results from the combined effect of epigenetic and genetic aberrations. PLoS One 8:e58206. doi:10.1371/journal.pone.0058206
Mulholland S, Pearson DM, Hamoudi RA, Malley DS, Smith CM, Weaver JM, Jones DT, Kocialkowski S, Bäcklund LM, Collins VP, Ichimura K (2012) MGMT CpG island is invariably methylated in adult astrocytic and oligodendroglial tumors with IDH1 or IDH2 mutations. Int J Cancer 131:1104–1113. doi:10.1002/ijc.26499
Karayan-Tapon L, Quillien V, Guilhot J, Wager M, Fromont G, Saikali S, Etcheverry A, Hamlat A, Loussouarn D, Campion L, Campone M, Vallette FM, Gratas-Rabbia-Ré C (2010) Prognostic value of O6-methylguanine-DNA methyltransferase status in glioblastoma patients, assessed by five different methods. J Neurooncol 97:311–322. doi:10.1007/s11060-009-0031-1
van den Bent MJ, Gravendeel LA, Gorlia T, Kros JM, Lapre L, Wesseling P, Teepen JL, Idbaih A, Sanson M, Smitt PA, French PJ (2011) A hypermethylated phenotype is a better predictor of survival than MGMT methylation in anaplastic oligodendroglial brain tumors: a report from EORTC study 26951. Clin Cancer Res 17:7148–7155. doi:10.1158/1078-0432.CCR-11-1274
Etcheverry A, Aubry M, de Tayrac M, Vauleon E, Boniface R, Guenot F, Saikali S, Hamlat A, Riffaud L, Menei P, Quillien V, Mosser J (2010) DNA methylation in glioblastoma: impact on gene expression and clinical outcome. BMC Genomics 11:701. doi:10.1186/1471-2164-11-701
Noushmehr H, Weisenberger DJ, Diefes K, Phillips HS, Pujara K, Berman BP, Pan F, Pelloski CE, Sulman EP, Bhat KP, Verhaak RG, Hoadley KA, Hayes DN, Perou CM, Schmidt HK, Ding L, Wilson RK, Van Den Berg D, Shen H, Bengtsson H, Neuvial P, Cope LM, Buckley J, Herman JG, Baylin SB, Laird PW, Aldape K, Network CGAR (2010) Identification of a CpG island methylator phenotype that defines a distinct subgroup of glioma. Cancer Cell 17:510–522. doi:10.1016/j.ccr.2010.03.017
Wick W, Platten M, Meisner C, Felsberg J, Tabatabai G, Simon M, Nikkhah G, Papsdorf K, Steinbach JP, Sabel M, Combs SE, Vesper J, Braun C, Meixensberger J, Ketter R, Mayer-Steinacker R, Reifenberger G, Weller M, Society N-SGoN-oWGNoGC (2012) Temozolomide chemotherapy alone versus radiotherapy alone for malignant astrocytoma in the elderly: the NOA-08 randomised, phase 3 trial. Lancet Oncol 13:707–715. doi:10.1016/S1470-2045(12)70164-X
Moen EL, Stark AL, Zhang W, Dolan ME, Godley LA (2014) The role of gene body cytosine modifications in MGMT expression and sensitivity to temozolomide. Mol Cancer Ther. doi:10.1158/1535-7163.MCT-13-0924
Abhinav K, Aquilina K, Gbejuade H, La M, Hopkins K, Iyer V (2013) A pilot study of glioblastoma multiforme in elderly patients: treatments, O-6-methylguanine-DNA methyltransferase (MGMT) methylation status and survival. Clin Neurol Neurosurg 115:1375–1378. doi:10.1016/j.clineuro.2012.12.023
Acknowledgments
We acknowledge the Spanish Tumour Bank Network of the Centro Nacional de Investigaciones Oncológicas (Madrid, Spain) and the Tumor Bank of the Hospital Virgen de la Salud (BioB-HVS, Toledo, Spain) for providing tumor samples. This work was supported by Grants PI10/01974, PI10/01972, PI13/00800 and PI13/00055 from the Fondo de Investigaciones Sanitarias of the Instituto de Salud Carlos III, Ministerio de Ciencia e Innovación, cofounded by the Fondo Europeo de Desarrollo Regional (FEDER 2007-2013).
Conflict of interest
The authors have no conflicts of interest to declare.
Author information
Authors and Affiliations
Corresponding author
Electronic supplementary material
Below is the link to the electronic supplementary material.
Supplementary Fig. 1
Principal component analysis (PCA) and hierarchical clustering using the CpGs with the highest variance (σ = 0.5, 1,268 probes). Two groups of tumors with different methylation profiles (orange G-CIMP+ tumors; green G-CIMP− tumors) are shown
Supplementary Fig. 2
Kaplan–Meier survival curves of glioma patients by G-CIMP status, grade, subtype, age, MGMT promoter (CpG 25) and gene body (CpG 165) methylation (P < 0.0001). ms median survival (days)
Supplementary Fig. 3
a Kaplan–Meier survival curves of the CpG 25 methylation status analyzed by pyrosequencing in 166 primary GBMs with wild-type IDH reported by Mulholland et al. (P > 0.05). b Kaplan–Meier survival curves of 68 GBM chemoradiated patients analyzed by means of MSP and qMSP, comparing MGMT methylated and unmethylated patients by age group (<60 or ≥60 years) (P > 0.05). Blue line MGMT methylated (M); green line MGMT unmethylated (UM); SE, standard error; ms median survival; dashed line ≥60 years; solid line <60 years
Supplementary Fig. 4
Kaplan–Meier survival curves of the CpG165 methylation status on G-CIMP− GBM patients by age group (<65 or ≥65 years). *P < 0.05. Blue line MGMT methylated (M); green line MGMT unmethylated (UM); Dashed line ≥65 years; solid line <65 years; ms median survival (days); SE standard error
Rights and permissions
About this article
Cite this article
Mur, P., Rodríguez de Lope, Á., Díaz-Crespo, F.J. et al. Impact on prognosis of the regional distribution of MGMT methylation with respect to the CpG island methylator phenotype and age in glioma patients. J Neurooncol 122, 441–450 (2015). https://doi.org/10.1007/s11060-015-1738-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11060-015-1738-9