ArticleBMC genomics2019
Guidance for DNA methylation studies: statistical insights from the Illumina EPIC array.
Article in BMC genomics, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05779904 (DNA Methylation, Microbiome Profile, Nutritional Status, and Developmental Outcomes of Stunted and Non-stunted Children Growing up During Covid-19 Pandemic), which is not on this map. Cited by 221 papers, 18 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
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.
DNA Methylation, Microbiome Profile, Nutritional Status, and Developmental Outcomes of Stunted and Non-stunted Children Growing up During Covid-19 Pandemic: a Case-control Study
Who cites it
221 citing papers in PubMed, 18 syntheses or guidelines pooled it, 383 citations in OpenAlex.
- Childhood internalising symptoms at ages 3 and 6: a meta-analysis of epigenome-wide associations from cord and peripheral blood.Journal of child psychology and psychiatry, and allied disciplines · 2026Pooled it
- Meta-analysis of DNA methylation aging signatures in 17 human tissues.Nature aging · 2026Pooled it
- A systematic review of methylome-wide associations with anxiety disorders.Translational psychiatry · 2026Pooled it
- Epigenome-wide association study meta-analysis of BMI in African Americans.HGG advances · 2026Pooled it
- Methylation profile of individuals with sickle cell trait.Epigenetics · 2025Pooled it
- Pooled it
- Epigenome-wide association study, meta-analysis, and multiscore profiling of whole blood in Parkinson's disease.Annals of clinical and translational neurology · 2025Pooled it
- Epigenome-wide association studies identify novel DNA methylation sites associated with PTSD: a meta-analysis of 23 military and civilian cohorts.Genome medicine · 2024Pooled it
- Epigenome-wide meta-analysis of prenatal vitamin D insufficiency and cord blood DNA methylation.Epigenetics · 2024Pooled it
- Epigenome-wide Association Study Shows Differential DNA Methylation of MDC1, KLF9, and CUTA in Autoimmune Thyroid Disease.The Journal of clinical endocrinology and metabolism · 2024Pooled it
- Brain-derived neurotrophic factor (BDNF) epigenomic modifications and brain-related phenotypes in humans: A systematic review.Neuroscience and biobehavioral reviews · 2023Pooled it
- Epigenome-wide DNA methylation in externalizing behaviours: A review and combined analysis.Neuroscience and biobehavioral reviews · 2023Pooled it
- Epigenome-wide meta-analysis identifies DNA methylation biomarkers associated with diabetic kidney disease.Nature communications · 2022Pooled it
- Mitochondrial genome-wide analysis of nuclear DNA methylation quantitative trait loci.Human molecular genetics · 2022Pooled it
- Prenatal medication exposure and epigenetic outcomes: a systematic literature review and recommendations for prenatal pharmacoepigenetic studies.Epigenetics · 2022Pooled it
- Epigenome-wide meta-analysis of PTSD symptom severity in three military cohorts implicates DNA methylation changes in genes involved in immune system and oxidative stress.Molecular psychiatry · 2022Pooled it
- Genome-wide study of DNA methylation shows alterations in metabolic, inflammatory, and cholesterol pathways in ALS.Science translational medicine · 2022Pooled it
- Pooled it
- Understanding the Variability of Peanut-Oral Immunotherapy Responses by Multi-Omics Profiling of Immune Cells.Allergy · 2025Trial
- Development and Validation of a Novel Placental DNA Methylation Biomarker of Maternal Smoking during Pregnancy in the ECHO Program.Environmental health perspectives · 2024Trial
161 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundThere has been a steady increase in the number of studies aiming to identify DNA methylation differences associated with complex phenotypes. Many of the challenges of epigenetic epidemiology regarding study design and interpretation have been discussed in detail, however there are analytical concerns that are outstanding and require further exploration. In this study we seek to address three analytical issues. First, we quantify the multiple testing burden and propose a standard statistical significance threshold for identifying DNA methylation sites that are associated with an outcome. Second, we establish whether linear regression, the chosen statistical tool for the majority of studies, is appropriate and whether it is biased by the underlying distribution of DNA methylation data. Finally, we assess the sample size required for adequately powered DNA methylation association studies.
resultsWe quantified DNA methylation in the Understanding Society cohort (n = 1175), a large population based study, using the Illumina EPIC array to assess the statistical properties of DNA methylation association analyses. By simulating null DNA methylation studies, we generated the distribution of p-values expected by chance and calculated the 5% family-wise error for EPIC array studies to be 9 × 10
conclusionWe propose that a significance threshold of P < 9 × 10
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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.