A Novel DNA Methylation-Based Signature Can Predict the Responses of MGMT Promoter Unmethylated Glioblastomas to Temozolomide

Glioblastoma (GBM) is the most malignant glioma, with a median overall survival (OS) of 14–16 months. Temozolomide (TMZ) is the first-line chemotherapy drug for glioma, but whether TMZ should be withheld from patients with GBMs that lack O6-methylguanine-DNA methyltransferase (MGMT) promoter methyla...

Full description

Bibliographic Details
Main Authors: Rui-Chao Chai, Yu-Zhou Chang, Qiang-Wei Wang, Ke-Nan Zhang, Jing-Jun Li, Hua Huang, Fan Wu, Yu-Qing Liu, Yong-Zhi Wang
Format: Article
Language:English
Published: Frontiers Media S.A. 2019-09-01
Series:Frontiers in Genetics
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fgene.2019.00910/full
id doaj-7ef1f90bf01145e0948a4a86fd4b4b0e
record_format Article
collection DOAJ
language English
format Article
sources DOAJ
author Rui-Chao Chai
Rui-Chao Chai
Yu-Zhou Chang
Yu-Zhou Chang
Qiang-Wei Wang
Ke-Nan Zhang
Ke-Nan Zhang
Ke-Nan Zhang
Jing-Jun Li
Hua Huang
Fan Wu
Yu-Qing Liu
Yong-Zhi Wang
Yong-Zhi Wang
Yong-Zhi Wang
spellingShingle Rui-Chao Chai
Rui-Chao Chai
Yu-Zhou Chang
Yu-Zhou Chang
Qiang-Wei Wang
Ke-Nan Zhang
Ke-Nan Zhang
Ke-Nan Zhang
Jing-Jun Li
Hua Huang
Fan Wu
Yu-Qing Liu
Yong-Zhi Wang
Yong-Zhi Wang
Yong-Zhi Wang
A Novel DNA Methylation-Based Signature Can Predict the Responses of MGMT Promoter Unmethylated Glioblastomas to Temozolomide
Frontiers in Genetics
glioblastoma
DNA methylation
temozolomide
MGMT
signature
author_facet Rui-Chao Chai
Rui-Chao Chai
Yu-Zhou Chang
Yu-Zhou Chang
Qiang-Wei Wang
Ke-Nan Zhang
Ke-Nan Zhang
Ke-Nan Zhang
Jing-Jun Li
Hua Huang
Fan Wu
Yu-Qing Liu
Yong-Zhi Wang
Yong-Zhi Wang
Yong-Zhi Wang
author_sort Rui-Chao Chai
title A Novel DNA Methylation-Based Signature Can Predict the Responses of MGMT Promoter Unmethylated Glioblastomas to Temozolomide
title_short A Novel DNA Methylation-Based Signature Can Predict the Responses of MGMT Promoter Unmethylated Glioblastomas to Temozolomide
title_full A Novel DNA Methylation-Based Signature Can Predict the Responses of MGMT Promoter Unmethylated Glioblastomas to Temozolomide
title_fullStr A Novel DNA Methylation-Based Signature Can Predict the Responses of MGMT Promoter Unmethylated Glioblastomas to Temozolomide
title_full_unstemmed A Novel DNA Methylation-Based Signature Can Predict the Responses of MGMT Promoter Unmethylated Glioblastomas to Temozolomide
title_sort novel dna methylation-based signature can predict the responses of mgmt promoter unmethylated glioblastomas to temozolomide
publisher Frontiers Media S.A.
series Frontiers in Genetics
issn 1664-8021
publishDate 2019-09-01
description Glioblastoma (GBM) is the most malignant glioma, with a median overall survival (OS) of 14–16 months. Temozolomide (TMZ) is the first-line chemotherapy drug for glioma, but whether TMZ should be withheld from patients with GBMs that lack O6-methylguanine-DNA methyltransferase (MGMT) promoter methylation is still under debate. DNA methylation profiling holds great promise for further stratifying the responses of MGMT promoter unmethylated GBMs to TMZ. In this study, we studied 147 TMZ-treated MGMT promoter unmethylated GBM, whose methylation information was obtained from the HumanMethylation27 (HM-27K) BeadChips (n = 107) and the HumanMethylation450 (HM-450K) BeadChips (n = 40) for training and validation, respectively. In the training set, we performed univariate Cox regression and identified that 3,565 CpGs were significantly associated with the OS of the TMZ-treated MGMT promoter unmethylated GBMs. Functional analysis indicated that the genes corresponding to these CpGs were enriched in the biological processes or pathways of mitochondrial translation, cell cycle, and DNA repair. Based on these CpGs, we developed a 31-CpGs methylation signature utilizing the least absolute shrinkage and selection operator (LASSO) Cox regression algorithm. In both training and validation datasets, the signature identified the TMZ-sensitive GBMs in the MGMT promoter unmethylated GBMs, and only the patients in the low-risk group appear to benefit from the TMZ treatment. Furthermore, these identified TMZ-sensitive MGMT promoter unmethylated GBMs have a similar OS when compared with the MGMT promoter methylated GBMs after TMZ treatment in both two datasets. Multivariate Cox regression demonstrated the independent prognostic value of the signature in TMZ-treated MGMT promoter unmethylated GBMs. Moreover, we also noticed that the hallmark of epithelial–mesenchymal transition, ECM related biological processes and pathways were highly enriched in the MGMT unmethylated GBMs with the high-risk score, indicating that enhanced ECM activities could be involved in the TMZ-resistance of GBM. In conclusion, our findings promote our understanding of the roles of DNA methylation in MGMT umethylated GBMs and offer a very promising TMZ-sensitivity predictive signature for these GBMs that could be tested prospectively.
topic glioblastoma
DNA methylation
temozolomide
MGMT
signature
url https://www.frontiersin.org/article/10.3389/fgene.2019.00910/full
work_keys_str_mv AT ruichaochai anoveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT ruichaochai anoveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT yuzhouchang anoveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT yuzhouchang anoveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT qiangweiwang anoveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT kenanzhang anoveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT kenanzhang anoveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT kenanzhang anoveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT jingjunli anoveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT huahuang anoveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT fanwu anoveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT yuqingliu anoveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT yongzhiwang anoveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT yongzhiwang anoveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT yongzhiwang anoveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT ruichaochai noveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT ruichaochai noveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT yuzhouchang noveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT yuzhouchang noveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT qiangweiwang noveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT kenanzhang noveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT kenanzhang noveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT kenanzhang noveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT jingjunli noveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT huahuang noveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT fanwu noveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT yuqingliu noveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT yongzhiwang noveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT yongzhiwang noveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
AT yongzhiwang noveldnamethylationbasedsignaturecanpredicttheresponsesofmgmtpromoterunmethylatedglioblastomastotemozolomide
_version_ 1725060482309554176
spelling doaj-7ef1f90bf01145e0948a4a86fd4b4b0e2020-11-25T01:36:58ZengFrontiers Media S.A.Frontiers in Genetics1664-80212019-09-011010.3389/fgene.2019.00910467727A Novel DNA Methylation-Based Signature Can Predict the Responses of MGMT Promoter Unmethylated Glioblastomas to TemozolomideRui-Chao Chai0Rui-Chao Chai1Yu-Zhou Chang2Yu-Zhou Chang3Qiang-Wei Wang4Ke-Nan Zhang5Ke-Nan Zhang6Ke-Nan Zhang7Jing-Jun Li8Hua Huang9Fan Wu10Yu-Qing Liu11Yong-Zhi Wang12Yong-Zhi Wang13Yong-Zhi Wang14Department of Molecular Neuropathology, Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University, Beijing, ChinaChina National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing, ChinaChina National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing, ChinaDepartment of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, Beijing, ChinaDepartment of Molecular Neuropathology, Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University, Beijing, ChinaDepartment of Molecular Neuropathology, Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University, Beijing, ChinaChina National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing, ChinaDepartment of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, Beijing, ChinaDepartment of Molecular Neuropathology, Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University, Beijing, ChinaDepartment of Molecular Neuropathology, Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University, Beijing, ChinaDepartment of Molecular Neuropathology, Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University, Beijing, ChinaDepartment of Molecular Neuropathology, Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University, Beijing, ChinaDepartment of Molecular Neuropathology, Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University, Beijing, ChinaChina National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing, ChinaDepartment of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, Beijing, ChinaGlioblastoma (GBM) is the most malignant glioma, with a median overall survival (OS) of 14–16 months. Temozolomide (TMZ) is the first-line chemotherapy drug for glioma, but whether TMZ should be withheld from patients with GBMs that lack O6-methylguanine-DNA methyltransferase (MGMT) promoter methylation is still under debate. DNA methylation profiling holds great promise for further stratifying the responses of MGMT promoter unmethylated GBMs to TMZ. In this study, we studied 147 TMZ-treated MGMT promoter unmethylated GBM, whose methylation information was obtained from the HumanMethylation27 (HM-27K) BeadChips (n = 107) and the HumanMethylation450 (HM-450K) BeadChips (n = 40) for training and validation, respectively. In the training set, we performed univariate Cox regression and identified that 3,565 CpGs were significantly associated with the OS of the TMZ-treated MGMT promoter unmethylated GBMs. Functional analysis indicated that the genes corresponding to these CpGs were enriched in the biological processes or pathways of mitochondrial translation, cell cycle, and DNA repair. Based on these CpGs, we developed a 31-CpGs methylation signature utilizing the least absolute shrinkage and selection operator (LASSO) Cox regression algorithm. In both training and validation datasets, the signature identified the TMZ-sensitive GBMs in the MGMT promoter unmethylated GBMs, and only the patients in the low-risk group appear to benefit from the TMZ treatment. Furthermore, these identified TMZ-sensitive MGMT promoter unmethylated GBMs have a similar OS when compared with the MGMT promoter methylated GBMs after TMZ treatment in both two datasets. Multivariate Cox regression demonstrated the independent prognostic value of the signature in TMZ-treated MGMT promoter unmethylated GBMs. Moreover, we also noticed that the hallmark of epithelial–mesenchymal transition, ECM related biological processes and pathways were highly enriched in the MGMT unmethylated GBMs with the high-risk score, indicating that enhanced ECM activities could be involved in the TMZ-resistance of GBM. In conclusion, our findings promote our understanding of the roles of DNA methylation in MGMT umethylated GBMs and offer a very promising TMZ-sensitivity predictive signature for these GBMs that could be tested prospectively.https://www.frontiersin.org/article/10.3389/fgene.2019.00910/fullglioblastomaDNA methylationtemozolomideMGMTsignature