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BIOMARKER:

MGMT promoter methylation

i
Other names: MGMT, Methylated-DNA--protein-cysteine methyltransferase, 6-O-methylguanine-DNA methyltransferase, O-6-methylguanine-DNA-alkyltransferase
Entrez ID:
Related biomarkers:
1d
Serum lactate dehydrogenase as a prognostic marker for treatment response in IDH wild-type glioblastoma patients undergoing stupp protocol. (PubMed, J Neurooncol)
Elevated LDH levels before starting the Stupp protocol are clinically significant as they predict poorer overall survival and progression-free survival in glioblastoma patients and worse RR. Incorporating LDH measurements into treatment planning can help identify patients at higher risk of poor outcomes, allowing for more tailored and potentially aggressive treatment strategies to improve management and therapeutic responses in glioblastoma.
Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
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LDH elevation • MGMT promoter methylation • LDH-L • IDH wild-type
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temozolomide
2d
Bioinformatic and clinical experimental assay uncovers resistance and susceptibility mechanisms of human glioblastomas to temozolomide and identifies new combined and individual survival biomarkers outperforming MGMT promoter methylation. (PubMed, Ther Adv Med Oncol)
In this study, a comprehensive analysis of the expression of 361 DNA repair genes and activation levels of 38 DNA repair pathways revealed 13 potential survival biomarkers with increased prognostic potential compared to MGMT methylation. We algorithmically reconstructed the TMZ sensitivity pathway with strong predictive capacity in GBM.
Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
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MGMT promoter methylation
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temozolomide
4d
The prognostic importance of glioblastoma size and shape. (PubMed, Acta Neurochir (Wien))
Tumor shape complexity appears to be an independent prognostic factor in glioblastoma patients and may also be associated with MGMT promoter methylation status and extent of surgical resection.
Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
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MGMT promoter methylation
4d
Deciphering glioblastoma: Unveiling imaging markers for predicting MGMT promoter methylation status. (PubMed, Curr Probl Cancer)
Though these advanced radiomics models are rapidly emerging, additional development, standardization, and implementation may lead to a higher and more individualized level of patient care. This review explores the potential of imaging features in predicting MGMT promoter methylation, a critical determinant of therapeutic response and patient outcomes.
Review • Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
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MGMT promoter methylation
14d
Dynamic susceptibility contrast‑enhanced perfusion magnetic resonance imaging parameters for predicting MGMT promoter methylation and prognostic value in newly diagnosed patients with glioblastoma. (PubMed, Oncol Lett)
The present study indicated that CBV and CBF could be used to predict the MGMT methylation status in glioblastomas. However, the prognostic value of tumor vascularity and MGMT methylation status may be limited.
Journal • MRI
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MGMT (6-O-methylguanine-DNA methyltransferase)
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MGMT promoter methylation • IDH wild-type
21d
VIGAS2: A Clinical Trial Evaluating the Efficacy of Valganciclovir in Glioblastoma Patients (clinicaltrials.gov)
P2, N=220, Recruiting, Cecilia Soderberg-Naucler | Trial completion date: Aug 2024 --> Jul 2027 | Trial primary completion date: Aug 2024 --> Jul 2027
Trial completion date • Trial primary completion date
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MGMT (6-O-methylguanine-DNA methyltransferase)
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MGMT promoter methylation • IDH wild-type
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temozolomide • Valcyte (valganciclovir)
23d
CDKN2A Homozygous Deletion Is a Stronger Predictor of Outcome than IDH1/2-Mutation in CNS WHO Grade 4 Gliomas. (PubMed, Biomedicines)
The present study suggests that CDKN2A deletion plays a powerful prognostic role in CNS WHO grade 4 gliomas. Even if CNS WHO grade 4 gliomas have mutant IDH1/2, they may have poor clinical outcomes because of CDKN2A deletion.
Journal
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IDH1 (Isocitrate dehydrogenase (NADP(+)) 1) • IDH2 (Isocitrate Dehydrogenase (NADP(+)) 2) • CDKN2A (Cyclin Dependent Kinase Inhibitor 2A) • MGMT (6-O-methylguanine-DNA methyltransferase)
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IDH1 mutation • CDKN2A deletion • CDKN2A mutation • MGMT promoter methylation • IDH wild-type
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OncoaccuPanel™
30d
Analysis of gliomas DNA methylation: Assessment of pre-analytical variables. (PubMed, Lab Invest)
These observations offer new opportunities to develop more granular data-based epigenetic GBM biomarkers. In this regard, the high throughput CryoGrid-PIXUL-Matrix toolbox could be useful.
Journal • Epigenetic controller
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MGMT (6-O-methylguanine-DNA methyltransferase)
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MGMT promoter methylation
2ms
Molecular Testing in Gliomas: What is Necessary in Routine Clinical Practice? (PubMed, Curr Oncol Rep)
MGMT promoter methylation testing is the most established molecular marker for response to temozolomide in IDH wild-type glioblastoma and in turn impacts overall survival. Moreover, identification of certain mutations and molecular markers, such as BRAF V600E, hypermutation or elevated tumor-mutational burden and NTRK fusions allow for the use of FDA approved agents that are tumor-agnostic. Finally, molecular testing opens options for clinical trials that are essential for diseases with limited treatment options like gliomas.
Review • Journal • Tumor mutational burden
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BRAF (B-raf proto-oncogene) • TMB (Tumor Mutational Burden) • MGMT (6-O-methylguanine-DNA methyltransferase) • NTRK (Neurotrophic receptor tyrosine kinase)
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BRAF V600E • BRAF V600 • MGMT promoter methylation • IDH wild-type • IDH mutation + BRAF V600E • IDH mutation + NTRK fusion • NTRK fusion
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temozolomide
2ms
Unraveling the mysteries of MGMT: Implications for neuroendocrine tumors. (PubMed, Biochim Biophys Acta Rev Cancer)
Additionally, we explore the benefits of combining Temozolomide and immunotherapy in MGMT hypermethylated subgroups. Future studies can focus on optimizing Temozolomide administration to induce specific immunomodulatory changes.
Review • Journal • IO biomarker
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MGMT (6-O-methylguanine-DNA methyltransferase)
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MGMT promoter methylation • MGMT expression
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temozolomide
2ms
AB003. Clinical analysis of central nervous system (CNS) World Health Organization (WHO) grade 4 gliomas with IDH-mutant versus IDH-wildtype focused on CDKN2A homozygous deletion. (PubMed, Chin Clin Oncol)
The presenting study suggests that CDKN2A deletion should play a powerful prognostic role in CNS WHO grade 4 gliomas as well as low-grade glioma. Even if CNS WHO grade 4 gliomas had mutant IDH, they can have poor clinical outcomes due to CDKN2A deletion.
Retrospective data • Journal
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CDKN2A (Cyclin Dependent Kinase Inhibitor 2A) • MGMT (6-O-methylguanine-DNA methyltransferase)
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CDKN2A deletion • CDKN2A mutation • MGMT promoter methylation • IDH wild-type
2ms
Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
|
MGMT promoter methylation
2ms
Molecular Profile as an Outcome Predictor in Glioblastoma along with MRI Features and Surgical Resection: A Scoping Review. (PubMed, Int J Mol Sci)
As new therapies (such as TTFs) emerge, we are optimistic that the overall median survival will increase, even for IDH-Wildtype GBMs. In conclusion, molecular profiles are stronger outcome predictors than the extent of neurosurgical resection for GBM.
Review • Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
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MGMT promoter methylation • IDH wild-type
2ms
The Role of Amide Proton Transfer (APT)-Weighted Imaging in Glioma: Assessment of Tumor Grading, Molecular Profile and Survival in Different Tumor Components. (PubMed, Cancers (Basel))
In conclusion, APTw imaging in the solid component provided metrics associated with glioma grade and survival status but showed weak correlation with IDH-mutation and MGMT promoter methylation status, in contrast to previous works. Further research is needed to understand APT signal variability within the necrotic component of high-grade gliomas.
Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
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MGMT promoter methylation • IDH wild-type
2ms
Azeliragon in MGMT Unmethylated Glioblastoma (clinicaltrials.gov)
P2, N=30, Active, not recruiting, Cantex Pharmaceuticals | Recruiting --> Active, not recruiting
Enrollment closed
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MGMT (6-O-methylguanine-DNA methyltransferase)
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MGMT promoter methylation • IDH wild-type
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azeliragon (TTP488)
6ms
GlioVax: Efficiency of Vaccination With Lysate-loaded Dendritic Cells in Patients With Newly Diagnosed Glioblastoma (clinicaltrials.gov)
P2, N=136, Recruiting, Heinrich-Heine University, Duesseldorf | Trial completion date: Jun 2025 --> Mar 2027 | Trial primary completion date: Sep 2024 --> Nov 2026
Trial completion date • Trial primary completion date
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MGMT (6-O-methylguanine-DNA methyltransferase)
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MGMT promoter methylation • IDH wild-type
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temozolomide
7ms
CDPNet: a radiomic feature learning method with epigenetic application to estimating MGMT promoter methylation status in glioblastoma. (PubMed, Proc SPIE Int Soc Opt Eng)
Subsequently, the model's performance was evaluated on a distinct and previously unseen replication cohort of 38 patients. Our method achieved an accuracy of 70.11% and an area under the curve of 0.71 (95% CI: 0.65 - 0.74).
Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
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MGMT promoter methylation • IDH wild-type
7ms
ENGAGE: A Trial of Enzastaurin Plus Temozolomide During and Following Radiation Therapy in Patients With Newly Diagnosed Glioblastoma With or Without the Novel Genomic Biomarker, DGM1 (clinicaltrials.gov)
P3, N=260, Completed, Denovo Biopharma LLC | Active, not recruiting --> Completed | Trial completion date: Jun 2025 --> Feb 2024 | Trial primary completion date: Jun 2025 --> Feb 2024
Trial completion • Trial completion date • Trial primary completion date
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MGMT (6-O-methylguanine-DNA methyltransferase)
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MGMT promoter methylation
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temozolomide • Kinenza (enzastaurin)
7ms
Molecular characterization and survival analysis of a cohort of glioblastoma, IDH-wildtype. (PubMed, Pathol Res Pract)
Multivariate analysis to account for the effect of MGMT promoter methylation and age showed that, in contrast to other published series, this cohort demonstrated improved survival for tumors harboring PTEN mutations, and that there was no observed difference for most other molecular alterations, including EGFR amplification, RB1 loss, or the coexistence of EGFR amplification and deletion/exon skipping (EGFRvIII). Despite limitations in sample size, this study contributes data to the molecular landscape of glioblastomas, prompting further investigations to examine these findings more closely in larger cohorts.
Journal
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EGFR (Epidermal growth factor receptor) • PTEN (Phosphatase and tensin homolog) • CDKN2A (Cyclin Dependent Kinase Inhibitor 2A) • RB1 (RB Transcriptional Corepressor 1) • MGMT (6-O-methylguanine-DNA methyltransferase) • TERT (Telomerase Reverse Transcriptase) • mTOR (Mechanistic target of rapamycin kinase) • CDKN2B (Cyclin Dependent Kinase Inhibitor 2B) • MDM4 (The mouse double minute 4) • PI3K (Phosphoinositide 3-kinases)
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TP53 mutation • EGFR amplification • PTEN mutation • MGMT promoter methylation • MTOR mutation • TERT mutation • IDH wild-type • TERT promoter mutation
7ms
MGMT ProFWise: Unlocking a New Application for Combined Feature Selection and the Rank-Based Weighting Method to Link MGMT Methylation Status to Serum Protein Expression in Patients with Glioblastoma. (PubMed, Int J Mol Sci)
O6-methylguanine-DNA-methyltransferase (MGMT) promoter methylation status is the central molecular biomarker linked to both the response to temozolomide, the standard chemotherapy drug employed for GBM, and to patient survival...Our method provides promising results, reducing dimensionality (by more than 95%) when employed on two large-scale proteomic datasets (7k SomaScan® panel and CPTAC) for all our analyses. The computational results indicate that the proposed approach provides 14 shared serum biomarkers that may be helpful for diagnostic, prognostic, and/or predictive operations for GBM-related processes, given further validation.
Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
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MGMT promoter methylation • MGMT expression
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temozolomide
7ms
MGMT Methylation and Differential Survival Impact by Sex in Glioblastoma. (PubMed, Cancers (Basel))
These differences have extended to the methylation of the MGMT promoter, which critically impacts temozolomide resistance...After propensity score matching, females maintained a significant survival benefit (18.7 vs. 10.0 months, p = 0.004) compared to males (13.0 vs. 13.6 months, p = 0.76), and the pattern of difference was significant (P for CpG-sex interaction = 0.03). In this study, females had higher mean and individual CpG site methylation and received a greater PFS and OS benefit by MGMT methylation that was not seen in males despite equal degrees of CpG methylation.
Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
|
MGMT promoter methylation
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temozolomide
7ms
Age-stratified comorbid and pharmacologic analysis of patients with glioblastoma. (PubMed, Brain Behav Immun Health)
Both groups had worse survival with confusion/altered mental status (P = 0.023 vs < 0.000) and an improved survival with a Temozolomide prescription...Age-dependent novel associations between clinical symptoms and medications prescribed for co-morbid conditions were demonstrated in patients with GBM. The results of the current work support future mechanistic studies that investigate the negative relationship(s) between increased age, comorbidities, and drug therapies for differential clinical decision-making across the lifespan of patients with GBM.
Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
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MGMT promoter methylation • IDH wild-type
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temozolomide
7ms
CLINGLIO: LAM561 With RT and TMZ for Adults With Glioblastoma (clinicaltrials.gov)
P2/3, N=140, Recruiting, Laminar Pharmaceuticals | Trial primary completion date: Feb 2024 --> Oct 2024
Trial primary completion date • Combination therapy
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IDH1 (Isocitrate dehydrogenase (NADP(+)) 1) • MGMT (6-O-methylguanine-DNA methyltransferase)
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MGMT promoter methylation • IDH wild-type
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temozolomide • Minerval (idroxioleic acid)
8ms
High costs, low quality of life, reduced survival, and room for improving treatment: an analysis of burden and unmet needs in glioma. (PubMed, Front Oncol)
While recommendations are nuanced and reflect the complexity of the disease, maximum safe resection is typically the first step in treatment, followed by radiotherapy and/or chemotherapy using temozolomide or procarbazine, lomustine, and vincristine. The lack of treatment options is compounded by frequently suboptimal clinical practice, in which patients do not receive adequate therapy after resection, including delayed, shortened, or discontinued radiotherapy and chemotherapy courses due to treatment side effects. These unmet needs will require significant efforts to address, including a continued search for novel treatment options, increased awareness of clinical guidelines, improved toxicity management for chemotherapy, and the generation of additional and more robust clinical and health economic evidence.
Review • Journal • HEOR • IO biomarker
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MGMT (6-O-methylguanine-DNA methyltransferase)
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MGMT promoter methylation
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temozolomide • vincristine • lomustine • Matulane (procarbazine hydrochloride)
8ms
Tumor treating fields in glioblastoma: long-term treatment and high compliance as favorable prognostic factors. (PubMed, Front Oncol)
Complete surgical resection and MGMT promoter methylation were associated with significantly lower risk of progression (HR=0.337, 95% CI 0.176-0.643; HR=0.156, 95% CI 0.065-0.378) and death (HR=0.276, 95% CI 0.105-0.727; HR=0.249, 95% CI 0.087-0.710). The TTFields/Stupp treatment may prolong median OS and PFS in GBM patients, with long-term TTFields treatment, higher TTFields compliance, complete surgical resection, and MGMT promoter methylation significantly improving prognosis.
Journal • Compliance
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MGMT (6-O-methylguanine-DNA methyltransferase)
|
MGMT promoter methylation
8ms
Hypofractionated re-irradiation with bevacizumab for relapsed chemorefractory glioblastoma after prior high dose radiotherapy: a feasible option for patients with large-volume relapse. (PubMed, J Neurooncol)
Patients with recurrent glioblastoma who have been previously treated with 60 Gy radiotherapy have a meaningful survival benefit from large volume re-irradiation which is well tolerated. ReRT should not be ignored as a salvage treatment option in patients with chemorefractory progressive disease.
Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
|
MGMT promoter methylation
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Avastin (bevacizumab)
8ms
A systematic review of high impact CpG sites and regions for MGMT methylation in glioblastoma [A systematic review of MGMT methylation in GBM]. (PubMed, BMC Neurol)
The following systematic review details a comprehensive investigation of the current literature and highlights several potential key CpG sites that demonstrate significant association with OS, PFS, and MGMT expression. However, the relationship between extent of MGMT promoter methylation and survival may be non-linear and could be influenced by potential CpG hotspots, the extent of methylation at each CpG site, and MGMT enhancer methylation status. There were several limitations within the studies such as smaller sample sizes, variance between methylation testing methods, and differences in the various statistical methods to test for association to outcome. Further studies of high impact CpG sites in MGMT methylation is warranted.
Review • Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
|
MGMT promoter methylation • MGMT expression
8ms
Treatment Strategies for Glioblastoma in the Elderly: What Should We Focus on Compared to Younger Patients. (PubMed, Cancers (Basel))
Furthermore, MGMT methylation seems to be associated with a longer PFS in elderly patients. Further investigations are required to confirm these findings, especially within prospective radiation therapy studies and molecular examinations.
Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
|
MGMT promoter methylation
8ms
Predominance of MGMT promoter methylation among Pakistani glioblastoma patients. (PubMed, Mol Biol Rep)
This is the first comprehensive study highlighting a predominance of MGMT methylation in Pakistani GBM patients. Furthermore, our findings underscore the association of MGMT methylation with improved OS across diverse treatment modalities. Larger studies are imperative to validate our findings for better management of Pakistani GBM patients.
Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
|
MGMT promoter methylation
8ms
Adjuvant re-irradiation vs. no early re-irradiation of resected recurrent glioblastoma: pooled comparative cohort analysis from two tertiary centers. (PubMed, J Neurooncol)
Factors such as MGMT promoter methylation status and treatment interval play crucial roles in determining patient outcomes after second surgery. Personalized treatment strategies should consider these factors to optimize the management of rGBM. Prospective research is needed to define the value of re-RT after second surgery and to inform decision making in this situation.
Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
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MGMT promoter methylation • IDH wild-type
8ms
Effects of Levetiracetam and Lacosamide on survival and seizure control in IDH-wild type glioblastoma during temozolomide plus radiation adjuvant therapy. (PubMed, Brain Spine)
In patients diagnosed with GBM IDH-WT undergoing chemoradiation therapy, the use of levetiracetam or lacosamide for controlling BTRE does not seem to modify survival. Lacosamide users exhibited a higher IRR of postoperative seizures compared to levetiracetam users, and MGMT promoter methylation appears to be a protective factor.
Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
|
MGMT promoter methylation • IDH wild-type
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temozolomide
8ms
Integrative multi-omics characterization reveals sex differences in glioblastoma. (PubMed, Biol Sex Differ)
Collectively, our study provides unprecedented insights into the fundamental modulators of tumor progression and clinical outcomes between male and female GBM patients and facilitates sex-specific treatment interventions. Highlights Female GBM patients were characterized by increased MGMT promoter methylation and favorable clinical outcomes compared to male patients. Female GBMs exhibited higher levels of genomic instability, including aneuploidy and TMB. Each sex-specific GBM is characterized by unique pathway dysregulations and molecular subtypes. EGFR activation is prevalent in male patients, while female patients are marked by SPP1 hyperphosphorylation.
Journal • Tumor mutational burden
|
EGFR (Epidermal growth factor receptor) • TMB (Tumor Mutational Burden) • MGMT (6-O-methylguanine-DNA methyltransferase) • SPP1 (Secreted Phosphoprotein 1)
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MGMT promoter methylation
8ms
Management of glioblastoma in elderly patients: A review of the literature. (PubMed, Clin Transl Radiat Oncol)
The standard management protocol of newly diagnosed glioblastoma patients involves surgery followed by radiotherapy, chemotherapy in the form of temozolomide and further adjuvant temozolomide...For elderly patients who cannot tolerate chemotherapy, hypofractionated radiotherapy is an option. In contrast to the younger adult patients, it seems that a careful individualised approach is a key element in deciding the best treatment options for this group of patients.
Review • Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
|
MGMT promoter methylation
|
temozolomide
8ms
Prognosis of glioblastoma patients improves significantly over time interrogating historical controls. (PubMed, Eur J Cancer)
This increase of mOS over time in newly diagnosed GBM patients could be explained by better management of potentially associated non-neurological diseases, optimization of validated SOC, better management of treatments side effects, supportive care and participation in clinical trials.
Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
|
MGMT promoter methylation
8ms
Ph I/II Study of NMS-03305293+TMZ in Adult Patients With Recurrent Glioblastoma (clinicaltrials.gov)
P1/2, N=150, Recruiting, Nerviano Medical Sciences | N=75 --> 150
Enrollment change
|
EGFR (Epidermal growth factor receptor) • IDH1 (Isocitrate dehydrogenase (NADP(+)) 1) • IDH2 (Isocitrate Dehydrogenase (NADP(+)) 2) • MGMT (6-O-methylguanine-DNA methyltransferase) • TERT (Telomerase Reverse Transcriptase)
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EGFR mutation • EGFR amplification • MGMT promoter methylation • TERT mutation • IDH wild-type • TERT promoter mutation
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temozolomide • NMS-293
8ms
NRG-BN007: Testing the Use of the Immunotherapy Drugs Ipilimumab and Nivolumab Plus Radiation Therapy Compared to the Usual Treatment (Temozolomide and Radiation Therapy) for Newly Diagnosed MGMT Unmethylated Glioblastoma (clinicaltrials.gov)
P2/3, N=147, Active, not recruiting, National Cancer Institute (NCI) | N=485 --> 147 | Trial completion date: Aug 2024 --> Mar 2025 | Trial primary completion date: Aug 2024 --> Apr 2023
Enrollment change • Trial completion date • Trial primary completion date • Tumor mutational burden
|
PD-L1 (Programmed death ligand 1) • TMB (Tumor Mutational Burden) • IDH1 (Isocitrate dehydrogenase (NADP(+)) 1) • MGMT (6-O-methylguanine-DNA methyltransferase)
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PD-L1 expression • MGMT promoter methylation • IDH1 R132H • IDH1 R132 • MGMT expression
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Opdivo (nivolumab) • Yervoy (ipilimumab) • temozolomide • ABP 206 (nivolumab biosimilar)
9ms
Adult epithelioid glioblastoma exhibits an extremely poor prognosis and high frequency of SWI/SNF complex mutation: Insights from a retrospective study. (PubMed, Int J Cancer)
Adult eGBM carried a dismal prognosis compared to GBM with IDH and H3 wild-type (typical GBM) (OS: 13.89 vs 24.30 months; P = .003) and even typical GBM without MGMT promoter methylation (OS: 13.89 vs 22.08 months; P = .036). Based on these findings, it can be concluded that adult eGBM harbors a high frequency of the 7+/10- signature and alterations in the MAPK pathway, SWI/SNF complex and cyclin-related genes and portends an extremely poor prognosis.
Retrospective data • Journal
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BRAF (B-raf proto-oncogene) • CDKN2A (Cyclin Dependent Kinase Inhibitor 2A) • MGMT (6-O-methylguanine-DNA methyltransferase) • TERT (Telomerase Reverse Transcriptase) • CDK4 (Cyclin-dependent kinase 4) • CDKN2B (Cyclin Dependent Kinase Inhibitor 2B) • ARID1B (AT-Rich Interaction Domain 1B)
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BRAF V600E • BRAF V600 • CDKN2A deletion • MGMT promoter methylation • CDK4 amplification • TERT mutation • ARID1B mutation • TERT promoter mutation • BRAF amplification
9ms
Computational pathology-based weakly supervised prediction model for MGMT promoter methylation status in glioblastoma. (PubMed, Front Neurol)
The model demonstrates effective prediction of MGMT promoter methylation status in glioblastoma and exhibits some degree of generalization capability. At the same time, our study also shows that adding Patches automatic screening module to the computational pathology research framework of glioma can significantly improve the model effect.
Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
|
MGMT promoter methylation
9ms
MGMT promoter methylation prediction based on multiparametric MRI via vision graph neural network. (PubMed, J Med Imaging (Bellingham))
A graph representation of the medical images enabled good handling of complexity and irregularity. Our work provides an automatic secondary check pipeline to ensure the correctness of MGMT methylation status prediction.
Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
|
MGMT promoter methylation
9ms
Development of a rapid and comprehensive genomic profiling test supporting diagnosis and research for gliomas. (PubMed, Brain Tumor Pathol)
We applied our CGP for 23 consecutive cases of intracranial mass lesions, which demonstrated its efficacy in aiding diagnosis and prognostication. Our CGP offers a comprehensive and rapid molecular profiling for gliomas, which could potentially apply to clinical practices and research primarily in the field of brain tumors.
Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
|
MGMT promoter methylation
9ms
Treatment outcome of IDH1/2 wildtype CNS WHO grade 4 glioma histologically diagnosed as WHO grade II or III astrocytomas. (PubMed, J Neurooncol)
WHO grade 2 and 3 IDH1/2 wt astrocytomas, treated according to the same treatment protocols, have a similar OS. Age, extent of resection, and strong EGFR expression were the most important treatment related prognostic factors.
Journal
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EGFR (Epidermal growth factor receptor) • IDH1 (Isocitrate dehydrogenase (NADP(+)) 1) • IDH2 (Isocitrate Dehydrogenase (NADP(+)) 2) • MGMT (6-O-methylguanine-DNA methyltransferase) • TERT (Telomerase Reverse Transcriptase)
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EGFR amplification • EGFR expression • MGMT promoter methylation • TERT mutation • IDH wild-type
10ms
AI-driven estimation of O6 methylguanine-DNA-methyltransferase (MGMT) promoter methylation in glioblastoma patients: a systematic review with bias analysis. (PubMed, J Cancer Res Clin Oncol)
Our findings underscore the immense potential of AI-based machine learning (ML) and deep learning (DL) methods in non-invasively determining MGMT promoter methylation status. Importantly, the clinical significance of these AI-driven advancements lies in their capacity to transform GBM patient care by providing accurate and timely information for treatment decisions. However, the translation of these technical advancements into clinical practice presents challenges, including the need for large multi-institutional cohorts and the integration of diverse data types. Addressing these challenges will be critical in realizing the full potential of AI in improving the reliability and accessibility of MGMT estimation while lowering the risk of bias in clinical decision-making.
Review • Journal
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MGMT (6-O-methylguanine-DNA methyltransferase)
|
MGMT promoter methylation