Batch effect correction for genome-wide methylation data with Illumina Infinium platform

Z Sun, HS Chai, Y Wu, WM White, KV Donkena… - BMC medical …, 2011 - Springer
Background Genome-wide methylation profiling has led to more comprehensive insights
into gene regulation mechanisms and potential therapeutic targets. Illumina Human …

A systematic study of normalization methods for Infinium 450K methylation data using whole-genome bisulfite sequencing data

T Wang, W Guan, J Lin, N Boutaoui, G Canino, J Luo… - Epigenetics, 2015 - Taylor & Francis
DNA methylation plays an important role in disease etiology. The Illumina Infinium
HumanMethylation450 (450K) BeadChip is a widely used platform in large-scale …

Evaluation of pre-processing on the meta-analysis of DNA methylation data from the Illumina HumanMethylation450 BeadChip platform

C Sala, P Di Lena, D Fernandes Durso, A Prodi… - Plos one, 2020 - journals.plos.org
Introduction Meta-analysis is a powerful means for leveraging the hundreds of experiments
being run worldwide into more statistically powerful analyses. This is also true for the …

Meffil: efficient normalisation and analysis of very large DNA methylation samples

J Min, G Hemani, GD Smith, C Relton, M Suderman - bioRxiv, 2017 - biorxiv.org
Background Technological advances in high throughput DNA methylation microarrays have
allowed dramatic growth of a new branch of epigenetic epidemiology. DNA methylation …

Adjusting for batch effects in DNA methylation microarray data, a lesson learned

EM Price, WP Robinson - Frontiers in genetics, 2018 - frontiersin.org
It is well-known, but frequently overlooked, that low-and high-throughput molecular data may
contain batch effects, ie, systematic technical variation. Confounding of experimental …

Removing unwanted variation in a differential methylation analysis of Illumina HumanMethylation450 array data

J Maksimovic, JA Gagnon-Bartsch… - Nucleic acids …, 2015 - academic.oup.com
Due to their relatively low-cost per sample and broad, gene-centric coverage of CpGs across
the human genome, Illumina's 450k arrays are widely used in large scale differential …

A systematic assessment of normalization approaches for the Infinium 450K methylation platform

MC Wu, BR Joubert, P Kuan, SE Håberg, W Nystad… - Epigenetics, 2014 - Taylor & Francis
The Illumina Infinium HumanMethylation450 BeadChip has emerged as one of the most
popular platforms for genome wide profiling of DNA methylation. While the technology is …

Batch-effect detection, correction and characterisation in Illumina HumanMethylation450 and MethylationEPIC BeadChip array data

JP Ross, S van Dijk, M Phang, MR Skilton, PL Molloy… - Clinical …, 2022 - Springer
Background Genomic technologies can be subject to significant batch-effects which are
known to reduce experimental power and to potentially create false positive results. The …

Characterisation and reproducibility of the HumanMethylationEPIC v2. 0 BeadChip for DNA methylation profiling

TJ Peters, B Meyer, L Ryan, J Achinger-Kawecka… - BMC genomics, 2024 - Springer
Abstract Background The Illumina family of Infinium Methylation BeadChip microarrays has
been widely used over the last 15 years for genome-wide DNA methylation profiling …

A data-driven approach to preprocessing Illumina 450K methylation array data

R Pidsley, CC Y Wong, M Volta, K Lunnon, J Mill… - BMC genomics, 2013 - Springer
Background As the most stable and experimentally accessible epigenetic mark, DNA
methylation is of great interest to the research community. The landscape of DNA …