article Open AccessTop 1% cited
A data-driven approach to preprocessing Illumina 450K methylation array data
BMC Genomics · 2013 · Vol. 14(1) · pp. 293–293
Ruth Pidsley✉(King's College London)Chloe C. Y. Wong(King's College London)Manuela Volta(King's College London)Katie Lunnon(King's College London)Jonathan Mill(University of Exeter)Leonard C. Schalkwyk(King's College London)
Abstract
Careful selection of preprocessing steps can minimize variance and thus improve statistical power, especially for the detection of the small absolute DNA methylation changes likely associated with complex disease phenotypes. For the convenience of the research community we have created a user-friendly R software package called wateRmelon, downloadable from bioConductor, compatible with the existing methylumi, minfi and IMA packages, that allows others to utilize the same normalization methods and data quality tests on 450K data.
Epigenetics and DNA MethylationGenetic Syndromes and ImprintingRNA modifications and cancerDNA methylationNormalization (sociology)BiologyMethylationComputational biologyEpigeneticsCpG siteGeneticsGenotypingIllumina Methylation Assay
MeSH terms
HumansStatistics as TopicGenomic ImprintingDNA MethylationComputational BiologyOligonucleotide Array Sequence AnalysisPolymorphism, Single NucleotideChromosomes, Human, X
Funding
- American Asthma Foundation
- National Institutes of Health
- Medical Research Council
Citations
1,246
FWCI
26.31
field-weighted impact
References
24
Percentile
100%
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Citations per year
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References
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BMC Bioinformatics · 2010 · 2,270 citations
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Genome biology · 2004 · 12,477 citations
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