TY - JOUR
T1 - An integrative analysis of genome-wide 5-hydroxymethylcytosines in circulating cell-free DNA detects noninvasive diagnostic markers for gliomas
AU - Cai, Jiajun
AU - Zeng, Chang
AU - Hua, Wei
AU - Qi, Zengxin
AU - Song, Yanqun
AU - Lu, Xingyu
AU - Li, Dongdong
AU - Zhang, Zhou
AU - Cui, Xiaolong
AU - Zhang, Xin
AU - Yang, Zixiao
AU - Zhang, Jinsen
AU - Quan, Kai
AU - Zhu, Wei
AU - Cai, Jiabin
AU - He, Chuan
AU - Cheng, Shi Yuan
AU - Zhang, Wei
AU - Mao, Ying
N1 - Funding Information:
This study was supported, in part, by grants from the NIH (R21 CA209345 to W.Z. and S.Y.C.), Phi Beta Psi Sorority (to W.Z. and S.Y.C.), the Lou and Jean Malnati Brain Tumor Institute at Northwestern University (to W.Z. and S.Y.C.), the National Natural Science Foundation of China (81572483 and 82072785 to Y.M.; 82072784 to W.H.; 81702461 to Z.Q.; 81502155 to J-B.C.), Shanghai Committee of Science and Technology, China (17430750200 to Y.M.), the International S&T Cooperation Program of China (2014DFA31470 to W.Zhu), and Shanghai Sailing Program (17YF1426600 to Z.Q.). C.H. is a Howard Hughes Medical Institute Investigator.
Funding Information:
This study was supported, in part, by grants from the NIH (R21 CA209345 to W.Z. and S.Y.C.), Phi Beta Psi Sorority (to W.Z. and S.Y.C.), the Lou and Jean Malnati Brain Tumor Institute at Northwestern University (to W.Z. and S.Y.C.), the National Natural Science Foundation of China (81572483 and 82072785 to Y.M.; 82072784 to W.H.; 81702461 to Z.Q.; 81502155 to J-B.C.), Shanghai Committee of Science and Technology, China (17430750200 to Y.M.), the International S&T Cooperation Program of China (2014DFA31470 to W.Zhu), and Shanghai Sailing Program (17YF1426600 to Z.Q.). C.H. is a Howard Hughes Medical Institute Investigator.
Publisher Copyright:
© The Author(s) 2021.
PY - 2021/1/1
Y1 - 2021/1/1
N2 - 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.
AB - 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.
KW - 5-hydroxymethylcytosine
KW - Biomarker
KW - cell-free DNA
KW - diagnosis
KW - glioma
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U2 - 10.1093/noajnl/vdab049
DO - 10.1093/noajnl/vdab049
M3 - Article
C2 - 34151267
AN - SCOPUS:85116345909
SN - 2632-2498
VL - 3
SP - 1842
EP - 1850
JO - Neuro-Oncology Advances
JF - Neuro-Oncology Advances
IS - 1
M1 - vdab049
ER -