Literature DB >> 27199459

Tumor purity and differential methylation in cancer epigenomics.

Fayou Wang, Naiqian Zhang, Jun Wang, Hao Wu, Xiaoqi Zheng.   

Abstract

DNA methylation is an epigenetic modification of DNA molecule that plays a vital role in gene expression regulation. It is not only involved in many basic biological processes, but also considered an important factor for tumorigenesis and other human diseases. Study of DNA methylation has been an active field in cancer epigenomics research. With the advances of high-throughput technologies and the accumulation of enormous amount of data, method development for analyzing these data has gained tremendous interests in the fields of computational biology and bioinformatics. In this review, we systematically summarize the recent developments of computational methods and software tools in high-throughput methylation data analysis with focus on two aspects: differential methylation analysis and tumor purity estimation in cancer studies.
© The Author 2016. Published by Oxford University Press. All rights reserved. For permissions, please email: journals.permissions@oup.com.

Entities:  

Keywords:  DNA methylation; cancer; differential methylation; epigenomics; statistical model; tumor purity

Mesh:

Year:  2016        PMID: 27199459     DOI: 10.1093/bfgp/elw016

Source DB:  PubMed          Journal:  Brief Funct Genomics        ISSN: 2041-2649            Impact factor:   4.241


  7 in total

1.  DNA methylome and transcriptome alterations and cancer prevention by triterpenoid ursolic acid in UVB-induced skin tumor in mice.

Authors:  Yuqing Yang; Ran Yin; Renyi Wu; Christina N Ramirez; Davit Sargsyan; Shanyi Li; Lujing Wang; David Cheng; Chao Wang; Rasika Hudlikar; Hsiao-Chen Kuo; Yaoping Lu; Ah-Ng Kong
Journal:  Mol Carcinog       Date:  2019-06-25       Impact factor: 4.784

2.  Purity estimation from differentially methylated sites using Illumina Infinium methylation microarray data.

Authors:  Riasat Azim; Shulin Wang; Su Zhou; Xing Zhong
Journal:  Cell Cycle       Date:  2020-07-05       Impact factor: 4.534

3.  Tumor purity quantification by clonal DNA methylation signatures.

Authors:  Matteo Benelli; Dario Romagnoli; Francesca Demichelis
Journal:  Bioinformatics       Date:  2018-05-15       Impact factor: 6.937

4.  Accounting for tumor purity improves cancer subtype classification from DNA methylation data.

Authors:  Weiwei Zhang; Hao Feng; Hao Wu; Xiaoqi Zheng
Journal:  Bioinformatics       Date:  2017-09-01       Impact factor: 6.937

5.  Estimating and accounting for tumor purity in the analysis of DNA methylation data from cancer studies.

Authors:  Xiaoqi Zheng; Naiqian Zhang; Hua-Jun Wu; Hao Wu
Journal:  Genome Biol       Date:  2017-01-25       Impact factor: 13.583

6.  InfiniumPurify: An R package for estimating and accounting for tumor purity in cancer methylation research.

Authors:  Yufang Qin; Hao Feng; Ming Chen; Hao Wu; Xiaoqi Zheng
Journal:  Genes Dis       Date:  2018-02-21

7.  PEIS: a novel approach of tumor purity estimation by identifying information sites through integrating signal based on DNA methylation data.

Authors:  Shudong Wang; Lihua Wang; Yuanyuan Zhang; Shanchen Pang; Xinzeng Wang
Journal:  BMC Bioinformatics       Date:  2019-12-30       Impact factor: 3.169

  7 in total

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