normalize450K

normalize450K is a software tool developed to address the challenge of normalizing data from the Illumina Infinium HumanMethylation450 BeadChip, a widely used platform in epigenetic research. While quantile normalization is commonly employed, the need for a standardized method to normalize data between arrays has been evident due to this platform's unique properties.

The normalization method introduced by normalize450K is based on local regression, distinguishing itself from other approaches by improving the reproducibility of methylation data. Through rigorous comparison in three benchmark scenarios—correlation between technical replicates, detection of differential methylation, and correlation of methylation levels with smoking behavior in an epidemiological study—normalize450K demonstrated superior performance. Specifically, it enhanced reproducibility and showed that some widely used normalization methods might negatively impact the analysis.

This tool represents a significant advancement in epigenetic research, providing researchers with a reliable method for normalizing methylation data, thus facilitating more accurate and reproducible analyses. By improving the quality of data normalization, normalize450K supports the discovery of epigenetic markers and the understanding of their roles in various biological processes and diseases.

Topic

Microarray experiment;Probes and primers;Sequence analysis

Detail

  • Operation: Standardisation and normalisation;Regression analysis

  • Software interface: Command-line user interface,Library

  • Language: R

  • License: The 4-Clause BSD License

  • Cost: Free

  • Version name: 1.30.0

  • Credit: The Baden-Württemberg State Ministry of Science, Research and Arts.

  • Input: -

  • Output: -

  • Contact: Jonathan Alexander Heiss jon@han.heiss@posteo.de

  • Collection: -

  • Maturity: Stable

Publications

Download and documentation


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