Minfi: a flexible and comprehensive Bioconductor package for the analysis of Infinium DNA methylation microarrays
Minfi: гибкий и комплексный пакет Bioconductor для анализа микромассивов метилирования ДНК Infinium
2014-01-28
SCID: 54.1/2pru4st2
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450k arrayBioconductor packageDNA methylation analysisDifferentially methylated regionsInfinium DNA methylation microarrays
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Abstract (AI)
MOTIVATION: The recently released Infinium HumanMethylation450 array (the '450k' array) provides a high-throughput assay to quantify DNA methylation (DNAm) at ∼450 000 loci across a range of genomic features. Although less comprehensive than high-throughput sequencing-based techniques, this product is more cost-effective and promises to be the most widely used DNAm high-throughput measurement technology over the next several years. RESULTS: Here we describe a suite of computational tools that incorporate state-of-the-art statistical techniques for the analysis of DNAm data. The software is structured to easily adapt to future versions of the technology. We include methods for preprocessing, quality assessment and detection of differentially methylated regions from the kilobase to the megabase scale. We show how our software provides a powerful and flexible development platform for future methods. We also illustrate how our methods empower the technology to make discoveries previously thought to be possible only with sequencing-based methods. AVAILABILITY AND IMPLEMENTATION: http://bioconductor.org/packages/release/bioc/html/minfi.html. CONTACT: khansen@jhsph.edu; rafa@jimmy.harvard.edu SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
Key Findings
1
Its software architecture is designed to adapt readily to future generations of methylation array technology.
2
Minfi detects differentially methylated regions across scales ranging from kilobases to megabases.
3
Minfi is a flexible Bioconductor software suite for analyzing Infinium DNA methylation microarray data, particularly the approximately 450,000-locus HumanMethylation450 array.
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The methods enable discoveries using methylation arrays that were previously considered possible only with sequencing-based approaches.
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The package incorporates state-of-the-art methods for methylation preprocessing and quality assessment.
Research Object
Infinium DNA methylation microarray DNAm data, particularly measurements from the Infinium HumanMethylation450 (450k) array
Research Subject
Computational analysis of DNA methylation data, including preprocessing, quality assessment, and detection of differentially methylated regions across genomic scales
Publication Details
Publication Date
2014-01-28
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