Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
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
_version_ 1783709160018280448
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
work_keys_str_mv AT caijiajun anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT zengchang anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT huawei anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT qizengxin anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT songyanqun anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT luxingyu anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT lidongdong anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT zhangzhou anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT cuixiaolong anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT zhangxin anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT yangzixiao anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT zhangjinsen anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT quankai anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT zhuwei anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT caijiabin anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT hechuan anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT chengshiyuan anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT zhangwei anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT maoying anintegrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT caijiajun integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT zengchang integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT huawei integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT qizengxin integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT songyanqun integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT luxingyu integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT lidongdong integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT zhangzhou integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT cuixiaolong integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT zhangxin integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT yangzixiao integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT zhangjinsen integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT quankai integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT zhuwei integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT caijiabin integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT hechuan integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT chengshiyuan integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT zhangwei integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas
AT maoying integrativeanalysisofgenomewide5hydroxymethylcytosinesincirculatingcellfreednadetectsnoninvasivediagnosticmarkersforgliomas