Guidance on filtering DNA methylation microarray probes by detection p-values
Abstract
DNA methylation microarrays are popular for epigenome-wide association studies, but spurious outlier values complicate downstream analysis. It was demonstrated previously that commonly used detection p-value cut-offs were insufficient and led to many calls on the Y-chromosome probes in females. We extend these observations by assessing 2,578 samples from 18 studies run on the 450K chip as well as outliers across technical replicates. We provide comprehensive guidance and software for filtering methylation microarrays as an essential step to reduce outliers.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 77
- FWCI
- 2.48
- Field percentile
- top 10%
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- “Gap hunting” to characterize clustered probe signals in Illumina methylation array data
Shan V. Andrews, Christine Ladd‐Acosta, … M. Daniele Fallin·Epigenetics & ChromatinPeer-reviewed·Dec 1, 2016
- Technical and biological sources of unreliability of Infinium probes on Illumina Methylation microarrays
Tatiana Nazarenko, Charlotte D. Vavourakis, … Martin Widschwendter·Clinical EpigeneticsPeer-reviewed·Sep 18, 2024
- MINI REVIEW: Statistical methods for detecting differentially methylated loci and regions
Mark D Robinson, Abdullah Kahraman, … Xiaobei Zhou·Frontiers in GeneticsPeer-reviewed·Sep 16, 2014
- Meffil: efficient normalisation and analysis of very large DNA methylation samples
Josine L. Min, Gibran Hemani, … Matthew J Suderman·BioinformaticsPeer-reviewed·Jun 18, 2018
- Identification of polymorphic and off-target probe binding sites on the Illumina Infinium MethylationEPIC BeadChip
Daniel L McCartney, Rosie M Walker, … Kathryn L Evans·bioRxiv·Jun 7, 2016
- Correlation of Infinium HumanMethylation450K andMethylationEPIC BeadChip arrays in cartilage
Kathleen Cheung, Marjolein J. Burgers, … Louise N. Reynard·EpigeneticsPeer-reviewed·Dec 13, 2019