{"title":"脑脊液ctdna突变和甲基化联合检测用于脑干胶质瘤的微创诊断。","authors":"Tian Li, Huan Wang, Yujin Wang, Yiying Mai, Pei Wang, Mingxin Zhang, Zhuang Jiang, Luyang Xie, Hang Zhou, Yi Wang, Xiaoou Li, Dan Xiao, Jingyao Geng, Wenhao Wu, Peng Zhang, Liang Wang, Zhen Wu, Junting Zhang, Dandan Cao, Changchun Pan, Liwei Zhang","doi":"10.1186/s13046-025-03455-y","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Genetic and epigenetic profiles are critical in managing brainstem gliomas (BSG), whose heterogeneity is far beyond the realm of the Diffuse midline glioma, H3K27 altered. Cerebrospinal fluid (CSF) circulating tumor DNA (ctDNA)-based liquid biopsy provides minimally-invasive strategies to acquire molecular information for brain tumors, whereas there is a deficiency in techniques for co-detection of genetic and epigenetic alterations due to the limited yield of ctDNA. This study aims to develop a reliable minimally-invasive approach to simultaneously detect the mutation and methylation profiles in the CSF ctDNA of BSGs, thereby enhancing diagnostic accuracy, prognostic capability, and monitoring potential.</p><p><strong>Methods: </strong>A cohort of 80 BSG cases with 138 CSF samples and 71 tissues was retrospectively established. Public tissue methylation profiles (N = 1016) were used for the development of H3K27M and IDH mutation-specific assay. The mutation and methylation co-detection classifier (BSGdiag) was trained and tested in tissue cohorts and further validated in CSF samples. CSF Methylation Risk Score (MRS) was defined and used for prognostication and monitoring.</p><p><strong>Results: </strong>The methylation assay demonstrated robust three-class (H3K27M-mut, IDH-mut and double-wildtype) classification with microAUC values of 1.00, 0.973, and 0.813 across public datasets, tissue cohorts, and CSF samples, respectively. BSGdiag achieved a sensitivity of 95.6%, specificity of 83.3%, and AUC of 0.949 for the H3K27M subtype, and a microAUC of 0.990 for the three-class classification in CSFs. MRS-stratified CSF methylation risk group was an independent prognostic factor (HR = 2.61, 95% CI: 1.09-6.25, P = 0.032). Methylation information in CSF remained even with clinical, radiological and CSF genetic indications of no disease, suggesting its utility in monitoring minimal residual disease.</p><p><strong>Conclusions: </strong>The study de novo developed the first methylation assay for robust BSG molecular subtyping and introduced a novel methodology for co-detecting CSF ctDNA mutations and methylation in BSGs. The BSGdiag enhances the utility of ctDNA by leveraging both genetic and epigenetic information. Its comprehensiveness, minimal invasiveness, robustness, and reliability make it highly promising for future clinical applications and trial designs.</p>","PeriodicalId":50199,"journal":{"name":"Journal of Experimental & Clinical Cancer Research","volume":"44 1","pages":"283"},"PeriodicalIF":12.8000,"publicationDate":"2025-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12502398/pdf/","citationCount":"0","resultStr":"{\"title\":\"Co-detection of mutations and methylations in cerebrospinal fluid ctdna for minimally-invasive diagnosis of brainstem glioma.\",\"authors\":\"Tian Li, Huan Wang, Yujin Wang, Yiying Mai, Pei Wang, Mingxin Zhang, Zhuang Jiang, Luyang Xie, Hang Zhou, Yi Wang, Xiaoou Li, Dan Xiao, Jingyao Geng, Wenhao Wu, Peng Zhang, Liang Wang, Zhen Wu, Junting Zhang, Dandan Cao, Changchun Pan, Liwei Zhang\",\"doi\":\"10.1186/s13046-025-03455-y\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Genetic and epigenetic profiles are critical in managing brainstem gliomas (BSG), whose heterogeneity is far beyond the realm of the Diffuse midline glioma, H3K27 altered. Cerebrospinal fluid (CSF) circulating tumor DNA (ctDNA)-based liquid biopsy provides minimally-invasive strategies to acquire molecular information for brain tumors, whereas there is a deficiency in techniques for co-detection of genetic and epigenetic alterations due to the limited yield of ctDNA. This study aims to develop a reliable minimally-invasive approach to simultaneously detect the mutation and methylation profiles in the CSF ctDNA of BSGs, thereby enhancing diagnostic accuracy, prognostic capability, and monitoring potential.</p><p><strong>Methods: </strong>A cohort of 80 BSG cases with 138 CSF samples and 71 tissues was retrospectively established. Public tissue methylation profiles (N = 1016) were used for the development of H3K27M and IDH mutation-specific assay. The mutation and methylation co-detection classifier (BSGdiag) was trained and tested in tissue cohorts and further validated in CSF samples. CSF Methylation Risk Score (MRS) was defined and used for prognostication and monitoring.</p><p><strong>Results: </strong>The methylation assay demonstrated robust three-class (H3K27M-mut, IDH-mut and double-wildtype) classification with microAUC values of 1.00, 0.973, and 0.813 across public datasets, tissue cohorts, and CSF samples, respectively. BSGdiag achieved a sensitivity of 95.6%, specificity of 83.3%, and AUC of 0.949 for the H3K27M subtype, and a microAUC of 0.990 for the three-class classification in CSFs. MRS-stratified CSF methylation risk group was an independent prognostic factor (HR = 2.61, 95% CI: 1.09-6.25, P = 0.032). Methylation information in CSF remained even with clinical, radiological and CSF genetic indications of no disease, suggesting its utility in monitoring minimal residual disease.</p><p><strong>Conclusions: </strong>The study de novo developed the first methylation assay for robust BSG molecular subtyping and introduced a novel methodology for co-detecting CSF ctDNA mutations and methylation in BSGs. The BSGdiag enhances the utility of ctDNA by leveraging both genetic and epigenetic information. Its comprehensiveness, minimal invasiveness, robustness, and reliability make it highly promising for future clinical applications and trial designs.</p>\",\"PeriodicalId\":50199,\"journal\":{\"name\":\"Journal of Experimental & Clinical Cancer Research\",\"volume\":\"44 1\",\"pages\":\"283\"},\"PeriodicalIF\":12.8000,\"publicationDate\":\"2025-10-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12502398/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Experimental & Clinical Cancer Research\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1186/s13046-025-03455-y\",\"RegionNum\":1,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ONCOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Experimental & Clinical Cancer Research","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s13046-025-03455-y","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ONCOLOGY","Score":null,"Total":0}
Co-detection of mutations and methylations in cerebrospinal fluid ctdna for minimally-invasive diagnosis of brainstem glioma.
Background: Genetic and epigenetic profiles are critical in managing brainstem gliomas (BSG), whose heterogeneity is far beyond the realm of the Diffuse midline glioma, H3K27 altered. Cerebrospinal fluid (CSF) circulating tumor DNA (ctDNA)-based liquid biopsy provides minimally-invasive strategies to acquire molecular information for brain tumors, whereas there is a deficiency in techniques for co-detection of genetic and epigenetic alterations due to the limited yield of ctDNA. This study aims to develop a reliable minimally-invasive approach to simultaneously detect the mutation and methylation profiles in the CSF ctDNA of BSGs, thereby enhancing diagnostic accuracy, prognostic capability, and monitoring potential.
Methods: A cohort of 80 BSG cases with 138 CSF samples and 71 tissues was retrospectively established. Public tissue methylation profiles (N = 1016) were used for the development of H3K27M and IDH mutation-specific assay. The mutation and methylation co-detection classifier (BSGdiag) was trained and tested in tissue cohorts and further validated in CSF samples. CSF Methylation Risk Score (MRS) was defined and used for prognostication and monitoring.
Results: The methylation assay demonstrated robust three-class (H3K27M-mut, IDH-mut and double-wildtype) classification with microAUC values of 1.00, 0.973, and 0.813 across public datasets, tissue cohorts, and CSF samples, respectively. BSGdiag achieved a sensitivity of 95.6%, specificity of 83.3%, and AUC of 0.949 for the H3K27M subtype, and a microAUC of 0.990 for the three-class classification in CSFs. MRS-stratified CSF methylation risk group was an independent prognostic factor (HR = 2.61, 95% CI: 1.09-6.25, P = 0.032). Methylation information in CSF remained even with clinical, radiological and CSF genetic indications of no disease, suggesting its utility in monitoring minimal residual disease.
Conclusions: The study de novo developed the first methylation assay for robust BSG molecular subtyping and introduced a novel methodology for co-detecting CSF ctDNA mutations and methylation in BSGs. The BSGdiag enhances the utility of ctDNA by leveraging both genetic and epigenetic information. Its comprehensiveness, minimal invasiveness, robustness, and reliability make it highly promising for future clinical applications and trial designs.
期刊介绍:
The Journal of Experimental & Clinical Cancer Research is an esteemed peer-reviewed publication that focuses on cancer research, encompassing everything from fundamental discoveries to practical applications.
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