Back to Search
Start Over
SeSAMe: reducing artifactual detection of DNA methylation by Infinium BeadChips in genomic deletions.
- Source :
-
Nucleic acids research [Nucleic Acids Res] 2018 Nov 16; Vol. 46 (20), pp. e123. - Publication Year :
- 2018
-
Abstract
- We report a new class of artifacts in DNA methylation measurements from Illumina HumanMethylation450 and MethylationEPIC arrays. These artifacts reflect failed hybridization to target DNA, often due to germline or somatic deletions and manifest as incorrectly reported intermediate methylation. The artifacts often survive existing preprocessing pipelines, masquerade as epigenetic alterations and can confound discoveries in epigenome-wide association studies and studies of methylation-quantitative trait loci. We implement a solution, P-value with out-of-band (OOB) array hybridization (pOOBAH), in the R package SeSAMe. Our method effectively masks deleted and hyperpolymorphic regions, reducing or eliminating spurious reports of epigenetic silencing at oft-deleted tumor suppressor genes such as CDKN2A and RB1 in cases with somatic deletions. Furthermore, our method substantially decreases technical variation whilst retaining biological variation, both within and across HM450 and EPIC platform measurements. SeSAMe provides a light-weight, modular DNA methylation data analysis suite, with a performant implementation suitable for efficient analysis of thousands of samples.
- Subjects :
- Benchmarking
DNA Probes
DNA, Neoplasm genetics
Datasets as Topic
Gene Dosage
Genome
Germ-Line Mutation
Humans
Neoplasms genetics
Polymorphism, Genetic
Quantitative Trait Loci
Reproducibility of Results
Artifacts
DNA Methylation
High-Throughput Screening Assays instrumentation
Oligonucleotide Array Sequence Analysis
Sequence Deletion
Software
Subjects
Details
- Language :
- English
- ISSN :
- 1362-4962
- Volume :
- 46
- Issue :
- 20
- Database :
- MEDLINE
- Journal :
- Nucleic acids research
- Publication Type :
- Academic Journal
- Accession number :
- 30085201
- Full Text :
- https://doi.org/10.1093/nar/gky691