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An integrative analysis of genome-wide 5-hydroxymethylcytosines in circulating cell-free DNA detects noninvasive diagnostic markers for gliomas
BACKGROUND: Gliomas, especially the high-grade glioblastomas (GBM), are highly aggressive tumors in the central nervous system (CNS) with dismal clinical outcomes. Effective biomarkers, which are not currently available, may improve clinical outcomes through early detection. We sought to develop a n...
Autores principales: | , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8209591/ https://www.ncbi.nlm.nih.gov/pubmed/34151267 http://dx.doi.org/10.1093/noajnl/vdab049 |
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author | Cai, Jiajun Zeng, Chang Hua, Wei Qi, Zengxin Song, Yanqun Lu, Xingyu Li, Dongdong Zhang, Zhou Cui, Xiaolong Zhang, Xin Yang, Zixiao Zhang, Jinsen Quan, Kai Zhu, Wei Cai, Jiabin He, Chuan Cheng, Shi-Yuan Zhang, Wei Mao, Ying |
author_facet | Cai, Jiajun Zeng, Chang Hua, Wei Qi, Zengxin Song, Yanqun Lu, Xingyu Li, Dongdong Zhang, Zhou Cui, Xiaolong Zhang, Xin Yang, Zixiao Zhang, Jinsen Quan, Kai Zhu, Wei Cai, Jiabin He, Chuan Cheng, Shi-Yuan Zhang, Wei Mao, Ying |
author_sort | Cai, Jiajun |
collection | PubMed |
description | BACKGROUND: Gliomas, especially the high-grade glioblastomas (GBM), are highly aggressive tumors in the central nervous system (CNS) with dismal clinical outcomes. Effective biomarkers, which are not currently available, may improve clinical outcomes through early detection. We sought to develop a noninvasive diagnostic approach for gliomas based on 5-hydroxymethylcytosines (5hmC) in circulating cell-free DNA (cfDNA). METHODS: We obtained genome-wide 5hmC profiles using the 5hmC-Seal technique in cfDNA samples from 111 prospectively enrolled patients with gliomas and 111 age-, gender-matched healthy individuals, which were split into a training set and a validation set. Integrated models comprised 5hmC levels summarized for gene bodies, long noncoding RNAs (lncRNAs), cis-regulatory elements, and repetitive elements were developed using the elastic net regularization under a case–control design. RESULTS: The integrated 5hmC-based models differentiated healthy individuals from gliomas (area under the curve [AUC] = 84%; 95% confidence interval [CI], 74–93%), GBM patients (AUC = 84%; 95% CI, 74–94%), WHO II-III glioma patients (AUC = 86%; 95% CI, 76–96%), regardless of IDH1 (encoding isocitrate dehydrogenase) mutation status or other glioma-related pathological features such as TERT, TP53 in the validation set. Furthermore, the 5hmC biomarkers in cfDNA showed the potential as an independent indicator from IDH1 mutation status and worked in synergy with IDH1 mutation to distinguish GBM from WHO II-III gliomas. Exploration of the 5hmC biomarkers for gliomas revealed relevance to glioma biology. CONCLUSIONS: The 5hmC-Seal in cfDNA offers the promise as a noninvasive approach for effective detection of gliomas in a screening program. |
format | Online Article Text |
id | pubmed-8209591 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-82095912021-06-17 An integrative analysis of genome-wide 5-hydroxymethylcytosines in circulating cell-free DNA detects noninvasive diagnostic markers for gliomas Cai, Jiajun Zeng, Chang Hua, Wei Qi, Zengxin Song, Yanqun Lu, Xingyu Li, Dongdong Zhang, Zhou Cui, Xiaolong Zhang, Xin Yang, Zixiao Zhang, Jinsen Quan, Kai Zhu, Wei Cai, Jiabin He, Chuan Cheng, Shi-Yuan Zhang, Wei Mao, Ying Neurooncol Adv Clinical Investigations BACKGROUND: Gliomas, especially the high-grade glioblastomas (GBM), are highly aggressive tumors in the central nervous system (CNS) with dismal clinical outcomes. Effective biomarkers, which are not currently available, may improve clinical outcomes through early detection. We sought to develop a noninvasive diagnostic approach for gliomas based on 5-hydroxymethylcytosines (5hmC) in circulating cell-free DNA (cfDNA). METHODS: We obtained genome-wide 5hmC profiles using the 5hmC-Seal technique in cfDNA samples from 111 prospectively enrolled patients with gliomas and 111 age-, gender-matched healthy individuals, which were split into a training set and a validation set. Integrated models comprised 5hmC levels summarized for gene bodies, long noncoding RNAs (lncRNAs), cis-regulatory elements, and repetitive elements were developed using the elastic net regularization under a case–control design. RESULTS: The integrated 5hmC-based models differentiated healthy individuals from gliomas (area under the curve [AUC] = 84%; 95% confidence interval [CI], 74–93%), GBM patients (AUC = 84%; 95% CI, 74–94%), WHO II-III glioma patients (AUC = 86%; 95% CI, 76–96%), regardless of IDH1 (encoding isocitrate dehydrogenase) mutation status or other glioma-related pathological features such as TERT, TP53 in the validation set. Furthermore, the 5hmC biomarkers in cfDNA showed the potential as an independent indicator from IDH1 mutation status and worked in synergy with IDH1 mutation to distinguish GBM from WHO II-III gliomas. Exploration of the 5hmC biomarkers for gliomas revealed relevance to glioma biology. CONCLUSIONS: The 5hmC-Seal in cfDNA offers the promise as a noninvasive approach for effective detection of gliomas in a screening program. Oxford University Press 2021-04-16 /pmc/articles/PMC8209591/ /pubmed/34151267 http://dx.doi.org/10.1093/noajnl/vdab049 Text en © The Author(s) 2021. Published by Oxford University Press, the Society for Neuro-Oncology and the European Association of Neuro-Oncology. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Clinical Investigations Cai, Jiajun Zeng, Chang Hua, Wei Qi, Zengxin Song, Yanqun Lu, Xingyu Li, Dongdong Zhang, Zhou Cui, Xiaolong Zhang, Xin Yang, Zixiao Zhang, Jinsen Quan, Kai Zhu, Wei Cai, Jiabin He, Chuan Cheng, Shi-Yuan Zhang, Wei Mao, Ying An integrative analysis of genome-wide 5-hydroxymethylcytosines in circulating cell-free DNA detects noninvasive diagnostic markers for gliomas |
title | An integrative analysis of genome-wide 5-hydroxymethylcytosines in circulating cell-free DNA detects noninvasive diagnostic markers for gliomas |
title_full | An integrative analysis of genome-wide 5-hydroxymethylcytosines in circulating cell-free DNA detects noninvasive diagnostic markers for gliomas |
title_fullStr | An integrative analysis of genome-wide 5-hydroxymethylcytosines in circulating cell-free DNA detects noninvasive diagnostic markers for gliomas |
title_full_unstemmed | An integrative analysis of genome-wide 5-hydroxymethylcytosines in circulating cell-free DNA detects noninvasive diagnostic markers for gliomas |
title_short | An integrative analysis of genome-wide 5-hydroxymethylcytosines in circulating cell-free DNA detects noninvasive diagnostic markers for gliomas |
title_sort | integrative analysis of genome-wide 5-hydroxymethylcytosines in circulating cell-free dna detects noninvasive diagnostic markers for gliomas |
topic | Clinical Investigations |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8209591/ https://www.ncbi.nlm.nih.gov/pubmed/34151267 http://dx.doi.org/10.1093/noajnl/vdab049 |
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