SMETHILLIUM

SMETHILLIUM normalizes spatial background noise in Illumina InfinIUM HumanMethylation BeadChip arrays to improve the accuracy of DNA methylation measurements.


Key Features:

  • Spatial Normalization: Employs a non-parametric normalization method specifically developed to correct spatial background noise inherent in Illumina HumanMethylation27 BeadChip data, improving signal-to-noise ratio and accuracy of methylation status predictions.
  • Performance Superiority: Demonstrated superior performance to BeadStudio in predicting methylation state using three fully methylated and three fully unmethylated DNA samples.

Scientific Applications:

  • Epigenetic Research: Provides more accurate methylation data for studies of gene regulation, disease mechanisms (e.g., cancer), and developmental biology.
  • Genomic Studies: Enables quantification of methylation state across 27,578 loci spanning 14,495 genes.

Methodology:

Non-parametric normalization of spatial background noise that does not rely on predefined statistical distributions.

Topics

Details

Tool Type:
command-line tool
Operating Systems:
Linux
Programming Languages:
R
Added:
12/18/2017
Last Updated:
11/25/2024

Operations

Publications

Sabbah C, Mazo G, Paccard C, Reyal F, Hupé P. SMETHILLIUM: spatial normalization METHod for ILLumina InfinIUM HumanMethylation BeadChip. Bioinformatics. 2011;27(12):1693-1695. doi:10.1093/bioinformatics/btr187. PMID:21493659.

Documentation

Links