normalize450K
normalize450K normalizes Illumina Infinium HumanMethylation450 BeadChip (450K) data to correct dye- and signal intensity–related biases and produce accurate beta-values for DNA methylation profiling across approximately 485,000 CpG sites.
Key Features:
- Local regression normalization: Applies a local regression–based normalization to correct biases related to dye intensity and probe methylation levels.
- Dye-bias correction: Corrects fluorescence dye bias that can affect methylation measurements on microarrays.
- Signal intensity and probe-specific adjustment: Adjusts for biases associated with signal intensity and probe-specific methylation levels to improve beta-value precision.
- No probe-type bias adjustment: Deliberately does not adjust for probe type bias to avoid compromising the accuracy of beta-values despite potential precision trade-offs.
Scientific Applications:
- Epigenetic DNA methylation profiling: Supports analysis of DNA methylation measured by the 450K BeadChip for epigenetic studies.
- Reproducibility assessment: Improves correlation between technical replicates, demonstrated using 21 pairs of replicates.
- Differential methylation detection: Assists detection of differential methylation across samples for epigenetic association studies.
- Correlation with phenotype: Enhances correlation between methylation at smoking-associated CpG sites and smoking behavior in a cohort of 655 participants.
Methodology:
The method applies local regression normalization and corrections for dye bias and signal intensity while explicitly not adjusting for probe type bias.
Topics
Collections
Details
- License:
- BSD-4-Clause
- Tool Type:
- command-line tool, library
- Operating Systems:
- Linux, Windows, Mac
- Programming Languages:
- R
- Added:
- 1/17/2017
- Last Updated:
- 1/11/2019
Operations
Publications
Heiss JA, Brenner H. Between-array normalization for 450K data. Frontiers in Genetics. 2015;6. doi:10.3389/fgene.2015.00092. PMID:25806048. PMCID:PMC4354407.