Evaluating the Consistency of Gene Methylation in Liver Cancer Using Bisulfite Sequencing Data
Bisulfite sequencing is considered as the gold standard approach for measuring DNA methylation, which acts as a pivotal part in regulating a variety of biological processes without changes in DNA sequences. In this study, we introduced the most prevalent methods for processing bisulfite sequencing d...
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doaj-6799aee9e5e44f9c8871e4cd8d0ba9fd2021-04-29T05:17:49ZengFrontiers Media S.A.Frontiers in Cell and Developmental Biology2296-634X2021-04-01910.3389/fcell.2021.671302671302Evaluating the Consistency of Gene Methylation in Liver Cancer Using Bisulfite Sequencing DataXubin Zheng0Xubin Zheng1Qiong Wu2Qiong Wu3Haonan Wu4Kwong-Sak Leung5Man-Hon Wong6Xueyan Liu7Lixin Cheng8Department of Critical Medicine, Shenzhen People’s Hospital, First Affiliated Hospital of Southern University of Science and Technology, Second Clinical Medicine College of Jinan University, Shenzhen, ChinaDepartment of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong, ChinaDepartment of Critical Medicine, Shenzhen People’s Hospital, First Affiliated Hospital of Southern University of Science and Technology, Second Clinical Medicine College of Jinan University, Shenzhen, ChinaSchool of Biomedical Sciences, The Chinese University of Hong Kong, Hong Kong, ChinaDepartment of Critical Medicine, Shenzhen People’s Hospital, First Affiliated Hospital of Southern University of Science and Technology, Second Clinical Medicine College of Jinan University, Shenzhen, ChinaDepartment of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong, ChinaDepartment of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong, ChinaDepartment of Critical Medicine, Shenzhen People’s Hospital, First Affiliated Hospital of Southern University of Science and Technology, Second Clinical Medicine College of Jinan University, Shenzhen, ChinaDepartment of Critical Medicine, Shenzhen People’s Hospital, First Affiliated Hospital of Southern University of Science and Technology, Second Clinical Medicine College of Jinan University, Shenzhen, ChinaBisulfite sequencing is considered as the gold standard approach for measuring DNA methylation, which acts as a pivotal part in regulating a variety of biological processes without changes in DNA sequences. In this study, we introduced the most prevalent methods for processing bisulfite sequencing data and evaluated the consistency of the data acquired from different measurements in liver cancer. Firstly, we introduced three commonly used bisulfite sequencing assays, i.e., reduced-representation bisulfite sequencing (RRBS), whole-genome bisulfite sequencing (WGBS), and targeted bisulfite sequencing (targeted BS). Next, we discussed the principles and compared different methods for alignment, quality assessment, methylation level scoring, and differentially methylated region identification. After that, we screened differential methylated genes in liver cancer through the three bisulfite sequencing assays and evaluated the consistency of their results. Ultimately, we compared bisulfite sequencing to 450 k beadchip and assessed the statistical similarity and functional association of differentially methylated genes (DMGs) among the four assays. Our results demonstrated that the DMGs measured by WGBS, RRBS, targeted BS and 450 k beadchip are consistently hypo-methylated in liver cancer with high functional similarity.https://www.frontiersin.org/articles/10.3389/fcell.2021.671302/fullwhole-genome bisulfite sequencingreduced-representation bisulfite sequencingtargeted bisulfite sequencingliver cancerDNA methylation |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Xubin Zheng Xubin Zheng Qiong Wu Qiong Wu Haonan Wu Kwong-Sak Leung Man-Hon Wong Xueyan Liu Lixin Cheng |
spellingShingle |
Xubin Zheng Xubin Zheng Qiong Wu Qiong Wu Haonan Wu Kwong-Sak Leung Man-Hon Wong Xueyan Liu Lixin Cheng Evaluating the Consistency of Gene Methylation in Liver Cancer Using Bisulfite Sequencing Data Frontiers in Cell and Developmental Biology whole-genome bisulfite sequencing reduced-representation bisulfite sequencing targeted bisulfite sequencing liver cancer DNA methylation |
author_facet |
Xubin Zheng Xubin Zheng Qiong Wu Qiong Wu Haonan Wu Kwong-Sak Leung Man-Hon Wong Xueyan Liu Lixin Cheng |
author_sort |
Xubin Zheng |
title |
Evaluating the Consistency of Gene Methylation in Liver Cancer Using Bisulfite Sequencing Data |
title_short |
Evaluating the Consistency of Gene Methylation in Liver Cancer Using Bisulfite Sequencing Data |
title_full |
Evaluating the Consistency of Gene Methylation in Liver Cancer Using Bisulfite Sequencing Data |
title_fullStr |
Evaluating the Consistency of Gene Methylation in Liver Cancer Using Bisulfite Sequencing Data |
title_full_unstemmed |
Evaluating the Consistency of Gene Methylation in Liver Cancer Using Bisulfite Sequencing Data |
title_sort |
evaluating the consistency of gene methylation in liver cancer using bisulfite sequencing data |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Cell and Developmental Biology |
issn |
2296-634X |
publishDate |
2021-04-01 |
description |
Bisulfite sequencing is considered as the gold standard approach for measuring DNA methylation, which acts as a pivotal part in regulating a variety of biological processes without changes in DNA sequences. In this study, we introduced the most prevalent methods for processing bisulfite sequencing data and evaluated the consistency of the data acquired from different measurements in liver cancer. Firstly, we introduced three commonly used bisulfite sequencing assays, i.e., reduced-representation bisulfite sequencing (RRBS), whole-genome bisulfite sequencing (WGBS), and targeted bisulfite sequencing (targeted BS). Next, we discussed the principles and compared different methods for alignment, quality assessment, methylation level scoring, and differentially methylated region identification. After that, we screened differential methylated genes in liver cancer through the three bisulfite sequencing assays and evaluated the consistency of their results. Ultimately, we compared bisulfite sequencing to 450 k beadchip and assessed the statistical similarity and functional association of differentially methylated genes (DMGs) among the four assays. Our results demonstrated that the DMGs measured by WGBS, RRBS, targeted BS and 450 k beadchip are consistently hypo-methylated in liver cancer with high functional similarity. |
topic |
whole-genome bisulfite sequencing reduced-representation bisulfite sequencing targeted bisulfite sequencing liver cancer DNA methylation |
url |
https://www.frontiersin.org/articles/10.3389/fcell.2021.671302/full |
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