ArticleEpigenetics & chromatin2013
Additional annotation enhances potential for biologically-relevant analysis of the Illumina Infinium HumanMethylation450 BeadChip array.
Article in Epigenetics & chromatin, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 317 papers, 10 of them syntheses that pooled it.
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Who cites it
317 citing papers in PubMed, 10 syntheses or guidelines pooled it.
- Meta-analysis examining fetal sex-specific placental DNA methylation intensities and estimated cell composition post IVF.Molecular human reproduction · 2025Pooled it
- Schizophrenia is associated with altered DNA methylation variance.Molecular psychiatry · 2025Pooled it
- Cesarean delivery and blood DNA methylation at birth and childhood: Meta-analysis in the Pregnancy and Childhood Epigenetics Consortium.Science advances · 2024Pooled it
- The association between prenatal famine, DNA methylation and mental disorders: a systematic review and meta-analysis.Clinical epigenetics · 2023Pooled it
- Epigenetic signatures relating to disease-associated genotypic burden in familial risk of bipolar disorder.Translational psychiatry · 2022Pooled it
- Epigenome-wide association study of mitochondrial genome copy number.Human molecular genetics · 2021Pooled it
- A meta-analysis of epigenome-wide association studies in Alzheimer's disease highlights novel differentially methylated loci across cortex.Nature communications · 2021Pooled it
- Epigenome-wide Association Study of Attention-Deficit/Hyperactivity Disorder Symptoms in Adults.Biological psychiatry · 2019Pooled it
- Elevated DNA methylation across a 48-kb region spanning the HOXA gene cluster is associated with Alzheimer's disease neuropathology.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2018Pooled it
- An epigenome-wide association study meta-analysis of educational attainment.Molecular psychiatry · 2017Pooled it
- Genome-wide DNA methylation analysis pre- and post-lenalidomide treatment in patients with myelodysplastic syndrome with isolated deletion (5q).Annals of hematology · 2021Trial
- Significantly altered peripheral blood cell DNA methylation profile as a result of immediate effect of metformin use in healthy individuals.Clinical epigenetics · 2018Trial
- Trial
- Co-occurring expression and methylation QTLs allow detection of common causal variants and shared biological mechanisms.Nature communications · 2018Trial
- Non-parametric differential methylation analysis characterizes histotype-specific promoter regions in epithelial ovarian cancer.Epigenetics · 2026Article
- Early-Life DNA methylation at TRIM6 and TTC23 promoters associates with respiratory infections at one year.Pediatric research · 2026Article
- Artificial Intelligence Design for Race-Based Prostate Cancer Stage Classification With Multilayer Perceptron: Feature Selection Optimization Approach.JMIR formative research · 2026Article
- Genetic risk factor identification for common epilepsies guided by integrative omics data analysis.Epilepsia · 2026Article
- Blood-based DNA methylation captures variance in adult height.Genome biology · 2026Article
- Epigenome-wide analysis identifies DNA methylation signatures associated with the infant pupillary light reflex, a candidate intermediate phenotype for autism.Scientific reports · 2026Article
257 more citing papers are in PubMed but not listed here.
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Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundMeasurement of genome-wide DNA methylation (DNAm) has become an important avenue for investigating potential physiologically-relevant epigenetic changes. Illumina Infinium (Illumina, San Diego, CA, USA) is a commercially available microarray suite used to measure DNAm at many sites throughout the genome. However, it has been suggested that a subset of array probes may give misleading results due to issues related to probe design. To facilitate biologically significant data interpretation, we set out to enhance probe annotation of the newest Infinium array, the HumanMethylation450 BeadChip (450 k), with >485,000 probes covering 99% of Reference Sequence (RefSeq) genes (National Center for Biotechnology Information (NCBI), Bethesda, MD, USA). Annotation that was added or expanded on includes: 1) documented SNPs in the probe target, 2) probe binding specificity, 3) CpG classification of target sites and 4) gene feature classification of target sites.
resultsProbes with documented SNPs at the target CpG (4.3% of probes) were associated with increased within-tissue variation in DNAm. An example of a probe with a SNP at the target CpG demonstrated how sample genotype can confound the measurement of DNAm. Additionally, 8.6% of probes mapped to multiple locations in silico. Measurements from these non-specific probes likely represent a combination of DNAm from multiple genomic sites. The expanded biological annotation demonstrated that based on DNAm, grouping probes by an alternative high-density and intermediate-density CpG island classification provided a distinctive pattern of DNAm. Finally, variable enrichment for differentially methylated probes was noted across CpG classes and gene feature groups, dependant on the tissues that were compared.
conclusionDNAm arrays offer a high-throughput approach for which careful consideration of probe content should be utilized to better understand the biological processes affected. Probes containing SNPs and non-specific probes may affect the assessment of DNAm using the 450 k array. Additionally, probe classification by CpG enrichment classes and to a lesser extent gene feature groups resulted in distinct patterns of DNAm. Thus, we recommend that compromised probes be removed from analyses and that the genomic context of DNAm is considered in studies deciphering the biological meaning of Illumina 450 k array data.
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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.