Methodological aspects of whole-genome bisulfite sequencing analysis

被引:57
作者
Adusumalli, Swarnaseetha [1 ]
Omar, Mohd Feroz Mohd [2 ]
Soong, Richie [3 ,4 ,5 ]
Benoukraf, Touati
机构
[1] Natl Univ Singapore, Canc Sci Inst Singapore, Singapore 117599, Singapore
[2] Natl Univ Singapore, Oncol, Singapore 117599, Singapore
[3] Canc Sci Inst Singapore, Singapore, Singapore
[4] Natl Univ Singapore, Singapore 117599, Singapore
[5] Ctr Translat Res & Diagnost, Singapore, Singapore
基金
英国医学研究理事会; 新加坡国家研究基金会;
关键词
DNA methylation; epigenetics; high-throughput sequencing; bisulfite sequencing; DNA METHYLATION; QUALITY ASSESSMENT; IMPRINTED GENES; 5-HYDROXYMETHYLCYTOSINE; 5-METHYLCYTOSINE; ILLUMINA; PIPELINE; ALIGNMENT; SOFTWARE; ANNOTATION;
D O I
10.1093/bib/bbu016
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The combination of DNA bisulfite treatment with high-throughput sequencing technologies has enabled investigation of genome-wide DNA methylation beyond CpG sites and CpG islands. These technologies have opened new avenues to understand the interplay between epigenetic events, chromatin plasticity and gene regulation. However, the processing, managing and mining of this huge volume of data require specialized computational tools and statistical methods that are yet to be standardized. Here, we describe a complete bisulfite sequencing analysis workflow, including recently developed programs, highlighting each of the crucial analysis steps required, i.e. sequencing quality control, reads alignment, methylation scoring, methylation heterogeneity assessment, genomic features annotation, data visualization and determination of differentially methylated cytosines. Moreover, we discuss the limitations of these technologies and considerations to perform suitable analyses.
引用
收藏
页码:369 / 379
页数:11
相关论文
共 103 条
[1]   Imprinted genes and their role in human fetal growth [J].
Abu-Amero, S. ;
Monk, D. ;
Apostolidou, S. ;
Stanier, P. ;
Moore, G. .
CYTOGENETIC AND GENOME RESEARCH, 2006, 113 (1-4) :262-270
[2]  
Akalin A, 2012, GENOME BIOL, V13, DOI [10.1186/gb-2012-13-10-R87, 10.1186/gb-2012-13-10-r87]
[3]  
[Anonymous], METHYLKIT
[4]  
[Anonymous], NUCL ACIDS RES
[5]  
[Anonymous], NUCL ACIDS RES
[6]  
[Anonymous], FASTQC QUALITY CONTR
[7]   Targeted and genome-scale strategies reveal gene-body methylation signatures in human cells [J].
Ball, Madeleine P. ;
Li, Jin Billy ;
Gao, Yuan ;
Lee, Je-Hyuk ;
LeProust, Emily M. ;
Park, In-Hyun ;
Xie, Bin ;
Daley, George Q. ;
Church, George M. .
NATURE BIOTECHNOLOGY, 2009, 27 (04) :361-368
[8]   Mammalian Genomic Imprinting [J].
Bartolomei, Marisa S. ;
Ferguson-Smith, Anne C. .
COLD SPRING HARBOR PERSPECTIVES IN BIOLOGY, 2011, 3 (07) :1-17
[9]   GBSA: a comprehensive software for analysing whole genome bisulfite sequencing data [J].
Benoukraf, Touati ;
Wongphayak, Sarawut ;
Hadi, Luqman Hakim Abdul ;
Wu, Mengchu ;
Soong, Richie .
NUCLEIC ACIDS RESEARCH, 2013, 41 (04) :e55
[10]   DNA methylation dynamics in health and disease [J].
Bergman, Yehudit ;
Cedar, Howard .
NATURE STRUCTURAL & MOLECULAR BIOLOGY, 2013, 20 (03) :274-281