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Genome-wide mapping of 5-hydroxymethylcytosines in circulating cell-free DNA as a non-invasive approach for early detection of hepatocellular carcinoma

OBJECTIVE: The lack of highly sensitive and specific diagnostic biomarkers is a major contributor to the poor outcomes of patients with hepatocellular carcinoma (HCC). We sought to develop a non-invasive diagnostic approach using circulating cell-free DNA (cfDNA) for the early detection of HCC. DESI...

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Autores principales: Cai, Jiabin, Chen, Lei, Zhang, Zhou, Zhang, Xinyu, Lu, Xingyu, Liu, Weiwei, Shi, Guoming, Ge, Yang, Gao, Pingting, Yang, Yuan, Ke, Aiwu, Xiao, Linlin, Dong, Ruizhao, Zhu, Yanjing, Yang, Xuan, Wang, Jiefei, Zhu, Tongyu, Yang, Deping, Huang, Xiaowu, Sui, Chengjun, Qiu, Shuangjian, Shen, Feng, Sun, Huichuan, Zhou, Weiping, Zhou, Jian, Nie, Ji, Zeng, Chang, Stroup, Emily Kunce, Zhang, Xu, Chiu, Brian C-H, Lau, Wan Yee, He, Chuan, Wang, Hongyang, Zhang, Wei, Fan, Jia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BMJ Publishing Group 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6872444/
https://www.ncbi.nlm.nih.gov/pubmed/31358576
http://dx.doi.org/10.1136/gutjnl-2019-318882
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author Cai, Jiabin
Chen, Lei
Zhang, Zhou
Zhang, Xinyu
Lu, Xingyu
Liu, Weiwei
Shi, Guoming
Ge, Yang
Gao, Pingting
Yang, Yuan
Ke, Aiwu
Xiao, Linlin
Dong, Ruizhao
Zhu, Yanjing
Yang, Xuan
Wang, Jiefei
Zhu, Tongyu
Yang, Deping
Huang, Xiaowu
Sui, Chengjun
Qiu, Shuangjian
Shen, Feng
Sun, Huichuan
Zhou, Weiping
Zhou, Jian
Nie, Ji
Zeng, Chang
Stroup, Emily Kunce
Zhang, Xu
Chiu, Brian C-H
Lau, Wan Yee
He, Chuan
Wang, Hongyang
Zhang, Wei
Fan, Jia
author_facet Cai, Jiabin
Chen, Lei
Zhang, Zhou
Zhang, Xinyu
Lu, Xingyu
Liu, Weiwei
Shi, Guoming
Ge, Yang
Gao, Pingting
Yang, Yuan
Ke, Aiwu
Xiao, Linlin
Dong, Ruizhao
Zhu, Yanjing
Yang, Xuan
Wang, Jiefei
Zhu, Tongyu
Yang, Deping
Huang, Xiaowu
Sui, Chengjun
Qiu, Shuangjian
Shen, Feng
Sun, Huichuan
Zhou, Weiping
Zhou, Jian
Nie, Ji
Zeng, Chang
Stroup, Emily Kunce
Zhang, Xu
Chiu, Brian C-H
Lau, Wan Yee
He, Chuan
Wang, Hongyang
Zhang, Wei
Fan, Jia
author_sort Cai, Jiabin
collection PubMed
description OBJECTIVE: The lack of highly sensitive and specific diagnostic biomarkers is a major contributor to the poor outcomes of patients with hepatocellular carcinoma (HCC). We sought to develop a non-invasive diagnostic approach using circulating cell-free DNA (cfDNA) for the early detection of HCC. DESIGN: Applying the 5hmC-Seal technique, we obtained genome-wide 5-hydroxymethylcytosines (5hmC) in cfDNA samples from 2554 Chinese subjects: 1204 patients with HCC, 392 patients with chronic hepatitis B virus infection (CHB) or liver cirrhosis (LC) and 958 healthy individuals and patients with benign liver lesions. A diagnostic model for early HCC was developed through case-control analyses using the elastic net regularisation for feature selection. RESULTS: The 5hmC-Seal data from patients with HCC showed a genome-wide distribution enriched with liver-derived enhancer marks. We developed a 32-gene diagnostic model that accurately distinguished early HCC (stage 0/A) based on the Barcelona Clinic Liver Cancer staging system from non-HCC (validation set: area under curve (AUC)=88.4%; (95% CI 85.8% to 91.1%)), showing superior performance over α-fetoprotein (AFP). Besides detecting patients with early stage or small tumours (eg, ≤2.0 cm) from non-HCC, the 5hmC model showed high capacity for distinguishing early HCC from high risk subjects with CHB or LC history (validation set: AUC=84.6%; (95% CI 80.6% to 88.7%)), also significantly outperforming AFP. Furthermore, the 5hmC diagnostic model appeared to be independent from potential confounders (eg, smoking/alcohol intake history). CONCLUSION: We have developed and validated a non-invasive approach with clinical application potential for the early detection of HCC that are still surgically resectable in high risk individuals.
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spelling pubmed-68724442019-12-04 Genome-wide mapping of 5-hydroxymethylcytosines in circulating cell-free DNA as a non-invasive approach for early detection of hepatocellular carcinoma Cai, Jiabin Chen, Lei Zhang, Zhou Zhang, Xinyu Lu, Xingyu Liu, Weiwei Shi, Guoming Ge, Yang Gao, Pingting Yang, Yuan Ke, Aiwu Xiao, Linlin Dong, Ruizhao Zhu, Yanjing Yang, Xuan Wang, Jiefei Zhu, Tongyu Yang, Deping Huang, Xiaowu Sui, Chengjun Qiu, Shuangjian Shen, Feng Sun, Huichuan Zhou, Weiping Zhou, Jian Nie, Ji Zeng, Chang Stroup, Emily Kunce Zhang, Xu Chiu, Brian C-H Lau, Wan Yee He, Chuan Wang, Hongyang Zhang, Wei Fan, Jia Gut Hepatology OBJECTIVE: The lack of highly sensitive and specific diagnostic biomarkers is a major contributor to the poor outcomes of patients with hepatocellular carcinoma (HCC). We sought to develop a non-invasive diagnostic approach using circulating cell-free DNA (cfDNA) for the early detection of HCC. DESIGN: Applying the 5hmC-Seal technique, we obtained genome-wide 5-hydroxymethylcytosines (5hmC) in cfDNA samples from 2554 Chinese subjects: 1204 patients with HCC, 392 patients with chronic hepatitis B virus infection (CHB) or liver cirrhosis (LC) and 958 healthy individuals and patients with benign liver lesions. A diagnostic model for early HCC was developed through case-control analyses using the elastic net regularisation for feature selection. RESULTS: The 5hmC-Seal data from patients with HCC showed a genome-wide distribution enriched with liver-derived enhancer marks. We developed a 32-gene diagnostic model that accurately distinguished early HCC (stage 0/A) based on the Barcelona Clinic Liver Cancer staging system from non-HCC (validation set: area under curve (AUC)=88.4%; (95% CI 85.8% to 91.1%)), showing superior performance over α-fetoprotein (AFP). Besides detecting patients with early stage or small tumours (eg, ≤2.0 cm) from non-HCC, the 5hmC model showed high capacity for distinguishing early HCC from high risk subjects with CHB or LC history (validation set: AUC=84.6%; (95% CI 80.6% to 88.7%)), also significantly outperforming AFP. Furthermore, the 5hmC diagnostic model appeared to be independent from potential confounders (eg, smoking/alcohol intake history). CONCLUSION: We have developed and validated a non-invasive approach with clinical application potential for the early detection of HCC that are still surgically resectable in high risk individuals. BMJ Publishing Group 2019-12 2019-07-29 /pmc/articles/PMC6872444/ /pubmed/31358576 http://dx.doi.org/10.1136/gutjnl-2019-318882 Text en © Author(s) (or their employer(s)) 2019. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/.
spellingShingle Hepatology
Cai, Jiabin
Chen, Lei
Zhang, Zhou
Zhang, Xinyu
Lu, Xingyu
Liu, Weiwei
Shi, Guoming
Ge, Yang
Gao, Pingting
Yang, Yuan
Ke, Aiwu
Xiao, Linlin
Dong, Ruizhao
Zhu, Yanjing
Yang, Xuan
Wang, Jiefei
Zhu, Tongyu
Yang, Deping
Huang, Xiaowu
Sui, Chengjun
Qiu, Shuangjian
Shen, Feng
Sun, Huichuan
Zhou, Weiping
Zhou, Jian
Nie, Ji
Zeng, Chang
Stroup, Emily Kunce
Zhang, Xu
Chiu, Brian C-H
Lau, Wan Yee
He, Chuan
Wang, Hongyang
Zhang, Wei
Fan, Jia
Genome-wide mapping of 5-hydroxymethylcytosines in circulating cell-free DNA as a non-invasive approach for early detection of hepatocellular carcinoma
title Genome-wide mapping of 5-hydroxymethylcytosines in circulating cell-free DNA as a non-invasive approach for early detection of hepatocellular carcinoma
title_full Genome-wide mapping of 5-hydroxymethylcytosines in circulating cell-free DNA as a non-invasive approach for early detection of hepatocellular carcinoma
title_fullStr Genome-wide mapping of 5-hydroxymethylcytosines in circulating cell-free DNA as a non-invasive approach for early detection of hepatocellular carcinoma
title_full_unstemmed Genome-wide mapping of 5-hydroxymethylcytosines in circulating cell-free DNA as a non-invasive approach for early detection of hepatocellular carcinoma
title_short Genome-wide mapping of 5-hydroxymethylcytosines in circulating cell-free DNA as a non-invasive approach for early detection of hepatocellular carcinoma
title_sort genome-wide mapping of 5-hydroxymethylcytosines in circulating cell-free dna as a non-invasive approach for early detection of hepatocellular carcinoma
topic Hepatology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6872444/
https://www.ncbi.nlm.nih.gov/pubmed/31358576
http://dx.doi.org/10.1136/gutjnl-2019-318882
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