生物信息学和临床实验分析揭示了人类胶质母细胞瘤对替莫唑胺的抗药性和易感性机制,并确定了优于 MGMT 启动子甲基化的新的联合和单独生存生物标志物。

IF 4.3 2区 医学 Q2 ONCOLOGY Therapeutic Advances in Medical Oncology Pub Date : 2024-11-08 eCollection Date: 2024-01-01 DOI:10.1177/17588359241292269
Alexander Modestov, Marianna Zolotovskaia, Maria Suntsova, Galina Zakharova, Aleksander Seryakov, Ivana Jovcevska, Jernej Mlakar, Elena Poddubskaya, Aleksey Moisseev, Grigory Vykhodtsev, Sergey Roumiantsev, Maksim Sorokin, Victor Tkachev, Aleksander Simonov, Anton Buzdin
{"title":"生物信息学和临床实验分析揭示了人类胶质母细胞瘤对替莫唑胺的抗药性和易感性机制,并确定了优于 MGMT 启动子甲基化的新的联合和单独生存生物标志物。","authors":"Alexander Modestov, Marianna Zolotovskaia, Maria Suntsova, Galina Zakharova, Aleksander Seryakov, Ivana Jovcevska, Jernej Mlakar, Elena Poddubskaya, Aleksey Moisseev, Grigory Vykhodtsev, Sergey Roumiantsev, Maksim Sorokin, Victor Tkachev, Aleksander Simonov, Anton Buzdin","doi":"10.1177/17588359241292269","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Glioblastoma (GBM) is the most aggressive and lethal central nervous system (CNS) tumor. The treatment strategy is mainly surgery and/or radiation therapy, both combined with adjuvant temozolomide (TMZ) chemotherapy. Historically, methylation of <i>MGMT</i> gene promoter is used as the major biomarker predicting individual tumor response to TMZ.</p><p><strong>Objectives: </strong>This research aimed to analyze genes and molecular pathways of DNA repair as biomarkers for sensitivity to TMZ treatment in GBM using updated The Cancer Genome Atlas (TCGA) data and validate the results on experimental datasets.</p><p><strong>Methods: </strong>Survival analysis of GBM patients under TMZ therapy and hazard ratio (HR) calculation were used to assess all putative biomarkers on World Health Organization CNS5 reclassified TCGA project collection of molecular profiles and experimental multicenter GBM patient cohort. Pathway activation levels were calculated for 38 DNA repair pathways. TMZ sensitivity pathway was reconstructed using a human interactome model built using pairwise interactions extracted from 51,672 human molecular pathways.</p><p><strong>Results: </strong>We found that expression/activation levels of seven and six emerging gene/pathway biomarkers served as high-quality positive (HR < 0.61) and negative (HR > 1.63), respectively, patient survival biomarkers performing better than <i>MGMT</i> methylation. Positive survival biomarkers were enriched in the processes of ATM-dependent checkpoint activation and cell cycle arrest whereas negative-in excision DNA repair. We also built and characterized gene pathways which were informative for GBM patient survival following TMZ administration (HR 0.18-0.44, <i>p</i> < 0.0009; area under the curve 0.68-0.9).</p><p><strong>Conclusion: </strong>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 <i>MGMT</i> methylation. We algorithmically reconstructed the TMZ sensitivity pathway with strong predictive capacity in GBM.</p>","PeriodicalId":23053,"journal":{"name":"Therapeutic Advances in Medical Oncology","volume":"16 ","pages":"17588359241292269"},"PeriodicalIF":4.3000,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11544758/pdf/","citationCount":"0","resultStr":"{\"title\":\"Bioinformatic and clinical experimental assay uncovers resistance and susceptibility mechanisms of human glioblastomas to temozolomide and identifies new combined and individual survival biomarkers outperforming <i>MGMT</i> promoter methylation.\",\"authors\":\"Alexander Modestov, Marianna Zolotovskaia, Maria Suntsova, Galina Zakharova, Aleksander Seryakov, Ivana Jovcevska, Jernej Mlakar, Elena Poddubskaya, Aleksey Moisseev, Grigory Vykhodtsev, Sergey Roumiantsev, Maksim Sorokin, Victor Tkachev, Aleksander Simonov, Anton Buzdin\",\"doi\":\"10.1177/17588359241292269\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Glioblastoma (GBM) is the most aggressive and lethal central nervous system (CNS) tumor. The treatment strategy is mainly surgery and/or radiation therapy, both combined with adjuvant temozolomide (TMZ) chemotherapy. Historically, methylation of <i>MGMT</i> gene promoter is used as the major biomarker predicting individual tumor response to TMZ.</p><p><strong>Objectives: </strong>This research aimed to analyze genes and molecular pathways of DNA repair as biomarkers for sensitivity to TMZ treatment in GBM using updated The Cancer Genome Atlas (TCGA) data and validate the results on experimental datasets.</p><p><strong>Methods: </strong>Survival analysis of GBM patients under TMZ therapy and hazard ratio (HR) calculation were used to assess all putative biomarkers on World Health Organization CNS5 reclassified TCGA project collection of molecular profiles and experimental multicenter GBM patient cohort. Pathway activation levels were calculated for 38 DNA repair pathways. TMZ sensitivity pathway was reconstructed using a human interactome model built using pairwise interactions extracted from 51,672 human molecular pathways.</p><p><strong>Results: </strong>We found that expression/activation levels of seven and six emerging gene/pathway biomarkers served as high-quality positive (HR < 0.61) and negative (HR > 1.63), respectively, patient survival biomarkers performing better than <i>MGMT</i> methylation. Positive survival biomarkers were enriched in the processes of ATM-dependent checkpoint activation and cell cycle arrest whereas negative-in excision DNA repair. We also built and characterized gene pathways which were informative for GBM patient survival following TMZ administration (HR 0.18-0.44, <i>p</i> < 0.0009; area under the curve 0.68-0.9).</p><p><strong>Conclusion: </strong>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 <i>MGMT</i> methylation. We algorithmically reconstructed the TMZ sensitivity pathway with strong predictive capacity in GBM.</p>\",\"PeriodicalId\":23053,\"journal\":{\"name\":\"Therapeutic Advances in Medical Oncology\",\"volume\":\"16 \",\"pages\":\"17588359241292269\"},\"PeriodicalIF\":4.3000,\"publicationDate\":\"2024-11-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11544758/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Therapeutic Advances in Medical Oncology\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1177/17588359241292269\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2024/1/1 0:00:00\",\"PubModel\":\"eCollection\",\"JCR\":\"Q2\",\"JCRName\":\"ONCOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Therapeutic Advances in Medical Oncology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1177/17588359241292269","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"ONCOLOGY","Score":null,"Total":0}
引用次数: 0

摘要

背景:胶质母细胞瘤(GBM)是侵袭性最强、致死率最高的中枢神经系统(CNS)肿瘤。治疗策略主要是手术和/或放疗,两者均结合替莫唑胺(TMZ)辅助化疗。一直以来,MGMT基因启动子的甲基化被用作预测个体肿瘤对TMZ反应的主要生物标志物:本研究旨在利用最新的癌症基因组图谱(TCGA)数据分析DNA修复基因和分子通路作为GBM对TMZ治疗敏感性的生物标志物,并在实验数据集上验证结果:方法:对接受TMZ治疗的GBM患者进行生存分析,并计算危险比(HR),以评估世界卫生组织CNS5重新分类的TCGA项目分子图谱集和实验性多中心GBM患者队列中的所有推测生物标志物。计算了 38 个 DNA 修复通路的通路激活水平。利用从 51,672 条人类分子通路中提取的成对相互作用建立的人类相互作用组模型,重建了 TMZ 敏感性通路:我们发现,分别有7个和6个新出现的基因/通路生物标志物的表达/活化水平可作为高质量的阳性(HR 1.63)患者生存生物标志物,其表现优于MGMT甲基化。阳性生存生物标志物富集于依赖于 ATM 的检查点激活和细胞周期停滞过程中,而阴性则富集于切除 DNA 修复过程中。我们还建立并表征了基因通路,这些通路对 TMZ 给药后 GBM 患者的存活率具有参考意义(HR 0.18-0.44,p 结论:TMZ 给药后 GBM 患者的存活率与 MGMT 甲基化相关:在这项研究中,通过对 361 个 DNA 修复基因的表达和 38 个 DNA 修复通路的激活水平进行综合分析,发现了 13 个潜在的生存生物标志物,与 MGMT 甲基化相比,它们具有更高的预后潜力。我们通过算法重建了对 GBM 有较强预测能力的 TMZ 敏感性通路。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
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.

Background: Glioblastoma (GBM) is the most aggressive and lethal central nervous system (CNS) tumor. The treatment strategy is mainly surgery and/or radiation therapy, both combined with adjuvant temozolomide (TMZ) chemotherapy. Historically, methylation of MGMT gene promoter is used as the major biomarker predicting individual tumor response to TMZ.

Objectives: This research aimed to analyze genes and molecular pathways of DNA repair as biomarkers for sensitivity to TMZ treatment in GBM using updated The Cancer Genome Atlas (TCGA) data and validate the results on experimental datasets.

Methods: Survival analysis of GBM patients under TMZ therapy and hazard ratio (HR) calculation were used to assess all putative biomarkers on World Health Organization CNS5 reclassified TCGA project collection of molecular profiles and experimental multicenter GBM patient cohort. Pathway activation levels were calculated for 38 DNA repair pathways. TMZ sensitivity pathway was reconstructed using a human interactome model built using pairwise interactions extracted from 51,672 human molecular pathways.

Results: We found that expression/activation levels of seven and six emerging gene/pathway biomarkers served as high-quality positive (HR < 0.61) and negative (HR > 1.63), respectively, patient survival biomarkers performing better than MGMT methylation. Positive survival biomarkers were enriched in the processes of ATM-dependent checkpoint activation and cell cycle arrest whereas negative-in excision DNA repair. We also built and characterized gene pathways which were informative for GBM patient survival following TMZ administration (HR 0.18-0.44, p < 0.0009; area under the curve 0.68-0.9).

Conclusion: 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.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
8.20
自引率
2.00%
发文量
160
审稿时长
15 weeks
期刊介绍: Therapeutic Advances in Medical Oncology is an open access, peer-reviewed journal delivering the highest quality articles, reviews, and scholarly comment on pioneering efforts and innovative studies in the medical treatment of cancer. The journal has a strong clinical and pharmacological focus and is aimed at clinicians and researchers in medical oncology, providing a forum in print and online for publishing the highest quality articles in this area. This journal is a member of the Committee on Publication Ethics (COPE).
期刊最新文献
Perspective review: lessons from successful clinical trials and real-world studies of systemic therapy for metastatic pheochromocytomas and paragangliomas. Antibody-drug conjugates in patients with advanced/metastatic HER2-low-expressing breast cancer: a systematic review and meta-analysis. Epithelioid inflammatory myofibroblastic sarcoma with exceptionally long response to lorlatinib-a case report. Changes in alpha-fetoprotein across the systemic therapy continuum in advanced hepatocellular carcinoma-a real-world, multicenter study. Comprehensive geriatric assessment guided radiotherapy in elderly patients with locally advanced rectal cancer-exploratory results on nonoperative cohort of a multicenter prospective study.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1