» Articles » PMID: 22182516

HumMeth27QCReport: an R Package for Quality Control and Primary Analysis of Illumina Infinium Methylation Data

Overview
Journal BMC Res Notes
Publisher Biomed Central
Date 2011 Dec 21
PMID 22182516
Citations 12
Authors
Affiliations
Soon will be listed here.
Abstract

Background: The study of the human DNA methylome has gained particular interest in the last few years. Researchers can nowadays investigate the potential role of DNA methylation in common disorders by taking advantage of new high-throughput technologies. Among these, Illumina Infinium assays can interrogate the methylation levels of hundreds of thousands of CpG sites, offering an ideal solution for genome-wide methylation profiling. However, like for other high-throughput technologies, the main bottleneck remains at the stage of data analysis rather than data production.

Findings: We have developed HumMeth27QCReport, an R package devoted to researchers wanting to quickly analyse their Illumina Infinium methylation arrays. This package automates quality control steps by generating a report including sample-independent and sample-dependent quality plots, and performs primary analysis of raw methylation calls by computing data normalization, statistics, and sample similarities. This package is available at CRAN repository, and can be integrated in any Galaxy instance through the implementation of ad-hoc scripts accessible at Galaxy Tool Shed.

Conclusions: Our package provides users of the Illumina Infinium Methylation assays with a simplified, automated, open-source quality control and primary analysis of their methylation data. Moreover, to enhance its use by experimental researchers, the tool is being distributed along with the scripts necessary for its implementation in the Galaxy workbench. Finally, although it was originally developed for HumanMethylation27, we proved its compatibility with data generated with the HumanMethylation450 Bead Chip.

Citing Articles

Identification of Sex-Specific Transcriptome Responses to Polychlorinated Biphenyls (PCBs).

Espin-Perez A, Hebels D, Kiviranta H, Rantakokko P, Georgiadis P, Botsivali M Sci Rep. 2019; 9(1):746.

PMID: 30679748 PMC: 6346099. DOI: 10.1038/s41598-018-37449-y.


Nonpromoter methylation of the CDKN2A gene with active transcription is associated with improved locoregional control in laryngeal squamous cell carcinoma.

Ben-Dayan M, Ow T, Belbin T, Wetzler J, Smith R, Childs G Cancer Med. 2017; 6(2):397-407.

PMID: 28102032 PMC: 5313649. DOI: 10.1002/cam4.961.


Genetic and epigenetic methylation defects and implication of the ERMN gene in autism spectrum disorders.

Homs A, Codina-Sola M, Rodriguez-Santiago B, Villanueva C, Monk D, Cusco I Transl Psychiatry. 2016; 6(7):e855.

PMID: 27404287 PMC: 5545709. DOI: 10.1038/tp.2016.120.


Novel epigenetic changes in CDKN2A are associated with progression of cervical intraepithelial neoplasia.

Wijetunga N, Belbin T, Burk R, Whitney K, Abadi M, Greally J Gynecol Oncol. 2016; 142(3):566-73.

PMID: 27401842 PMC: 5125392. DOI: 10.1016/j.ygyno.2016.07.006.


A cross-package Bioconductor workflow for analysing methylation array data.

Maksimovic J, Phipson B, Oshlack A F1000Res. 2017; 5:1281.

PMID: 27347385 PMC: 4916993. DOI: 10.12688/f1000research.8839.3.


References
1.
Egger G, Liang G, Aparicio A, Jones P . Epigenetics in human disease and prospects for epigenetic therapy. Nature. 2004; 429(6990):457-63. DOI: 10.1038/nature02625. View

2.
Ladd-Acosta C, Pevsner J, Sabunciyan S, Yolken R, Webster M, Dinkins T . DNA methylation signatures within the human brain. Am J Hum Genet. 2007; 81(6):1304-15. PMC: 2276356. DOI: 10.1086/524110. View

3.
Buness A, Huber W, Steiner K, Sultmann H, Poustka A . arrayMagic: two-colour cDNA microarray quality control and preprocessing. Bioinformatics. 2004; 21(4):554-6. DOI: 10.1093/bioinformatics/bti052. View

4.
Bock C, Tomazou E, Brinkman A, Muller F, Simmer F, Gu H . Quantitative comparison of genome-wide DNA methylation mapping technologies. Nat Biotechnol. 2010; 28(10):1106-14. PMC: 3066564. DOI: 10.1038/nbt.1681. View

5.
Goecks J, Nekrutenko A, Taylor J . Galaxy: a comprehensive approach for supporting accessible, reproducible, and transparent computational research in the life sciences. Genome Biol. 2010; 11(8):R86. PMC: 2945788. DOI: 10.1186/gb-2010-11-8-r86. View