ArticleEpigenetics & chromatin2019
MethylToSNP: identifying SNPs in Illumina DNA methylation array data.
Article in Epigenetics & chromatin, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 29 papers, 2 of them syntheses that pooled it.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
29 citing papers in PubMed, 2 syntheses or guidelines pooled it, 56 citations in OpenAlex.
- Altered methylation pattern in EXOC4 is associated with stroke outcome: an epigenome-wide association study.Clinical epigenetics · 2022Pooled it
- Epigenetic signatures relating to disease-associated genotypic burden in familial risk of bipolar disorder.Translational psychiatry · 2022Pooled it
- Improvements in lung function following vitamin C supplementation to pregnant smokers are associated with buccal DNA methylation at 5 years of age.Clinical epigenetics · 2024Trial
- From structural pangenomes to functional panomics in plants.Molecular biology and evolution · 2026Review
- Systematic investigation of interindividual variation of DNA methylation in human whole blood.Genome biology · 2026Article
- MethylModes: computationally efficient detection of multimodal distributions in DNA methylation data.Bioinformatics (Oxford, England) · 2026Article
- A Cross-Generational Methylomic Signature of Infant Maltreatment in Newborn Rhesus Macaques.Biological psychiatry · 2025Article
- OpTiles: an R package for adaptive tiling and methylation variability profiling.Bioinformatics (Oxford, England) · 2025Article
- Epigenetic biomarkers predict macrovascular events in individuals with type 2 diabetes.Cell reports. Medicine · 2025Article
- DNA methylation patterns contribute to changes of cellular differentiation pathways in leukocytes with LOY from patients with Alzheimer´s disease.Cellular and molecular life sciences : CMLS · 2025Article
- Profiling Genome-Wide Methylation Patterns in Cattle Infected withInternational journal of molecular sciences · 2024Article
- Epigenetic age and long-term cancer risk following a stroke.Genome medicine · 2024Article
- MethylGenotyper: Accurate Estimation of SNP Genotypes and Genetic Relatedness from DNA Methylation Data.Genomics, proteomics & bioinformatics · 2024Article
- Pathogenic variants in KMT2C result in a neurodevelopmental disorder distinct from Kleefstra and Kabuki syndromes.American journal of human genetics · 2024Article
- Characterisation and reproducibility of the HumanMethylationEPIC v2.0 BeadChip for DNA methylation profiling.BMC genomics · 2024Article
- Article
- Multifaceted immune dysregulation characterizes individuals at-risk for rheumatoid arthritis.Nature communications · 2023Article
- Beadchip technology to detect DNA methylation in mouse faithfully recapitulates whole-genome bisulfite sequencing.Epigenomics · 2023Article
- Application of third-generation sequencing to herbal genomics.Frontiers in plant science · 2023Review
- Hibernation slows epigenetic ageing in yellow-bellied marmots.Nature ecology & evolution · 2022Article
Corrections and comments
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Authors and funding
7 authors at 5 institutions in 3 countries.
Funding
Abstract
backgroundCurrent array-based methods for the measurement of DNA methylation rely on the process of sodium bisulfite conversion to differentiate between methylated and unmethylated cytosine bases in DNA. In the absence of genotype data this process can lead to ambiguity in data interpretation when a sample has polymorphisms at a methylation probe site. A common way to minimize this problem is to exclude such potentially problematic sites, with some methods removing as much as 60% of array probes from consideration before data analysis.
resultsHere, we present an algorithm implemented in an R Bioconductor package, MethylToSNP, which detects a characteristic data pattern to infer sites likely to be confounded by polymorphisms. Additionally, the tool provides a stringent reliability score to allow thresholding on SNP predictions. We calibrated parameters and thresholds used by the algorithm on simulated and real methylation data sets. We illustrate findings using methylation data from YRI (Yoruba in Ibadan, Nigeria), CEPH (European descent) and KhoeSan (southern African) populations. Our polymorphism predictions made using MethylToSNP have been validated through SNP databases and bisulfite and genomic sequencing.
conclusionsThe benefits of this method are threefold. First, it prevents extensive data loss by considering only SNPs specific to the individuals in the study. Second, it offers the possibility to identify new polymorphisms in samples for which there is little known about the genetic landscape. Third, it identifies variants as they exist in functional regions of a genome, such as in CTCF (transcriptional repressor) sites and enhancers, that may be common alleles or personal mutations with potential to deleteriously affect genomic regulatory activities. We demonstrate that MethylToSNP is applicable to the Illumina 450K and Illumina 850K EPIC array data and is also backwards compatible to the 27K methylation arrays. Going forward, this kind of nuanced approach can increase the amount of information derived from precious data sets by considering samples of the project individually to enable more informed decisions about data cleaning.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.