ArticleEpigenetics & chromatin2023
Who's afraid of the X? Incorporating the X and Y chromosomes into the analysis of DNA methylation array data.
Article in Epigenetics & chromatin, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers, 1 of them a synthesis that pooled it.
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Who cites it
21 citing papers in PubMed, 1 synthesis or guideline pooled it, 26 citations in OpenAlex.
- Meta-analysis examining fetal sex-specific placental DNA methylation intensities and estimated cell composition post IVF.Molecular human reproduction · 2025Pooled it
- Effects of a randomized controlled trial of unconditional cash transfers on epigenetic measures of ageing and cognition in children and mothers.Nature human behaviour · 2026Article
- DNA methylation changes following rapid maxillary expansion in children.Scientific reports · 2026Article
- Identification of DNA methylation signatures of smoking in women and associations with cardiovascular disease mortality.Communications biology · 2026Article
- DNA methylation in the placenta and household socioeconomic status: the SPAH study.Clinical epigenetics · 2026Article
- Sex-influenced DNA methylation differs by placental cell type.Biology of sex differences · 2026Article
- B-cell DNA methylation signature in response to hepatitis B virus vaccination in females and males.Frontiers in immunology · 2026Article
- The role of placental DNA methylation in the pathogenesis of chronic intervillositis of unknown etiology.Clinical epigenetics · 2025Article
- Sex differences in resting skeletal muscle and the acute and long-term response to endurance exercise in individuals with overweight and obesity.Molecular metabolism · 2025Article
- Improved epigenetic age prediction models by combining sex chromosome and autosomal markers.Epigenetics & chromatin · 2025Article
- A methylation panel of 10 CpGs for accurate age inference via stepwise conditional epigenome-wide association study.International journal of legal medicine · 2025Article
- DNA methylation signature of a lifestyle-based resilience index for cognitive health.Alzheimer's research & therapy · 2025Article
- Breaking rules: the complex relationship between DNA methylation and X-chromosome inactivation in the human placenta.Biology of sex differences · 2025Article
- DNA methylation biomarkers of intellectual/developmental disability across the lifespan.Journal of neurodevelopmental disorders · 2025Review
- Pre-diagnosis blood DNA methylation profiling of twin pairs discordant for breast cancer points to the importance of environmental risk factors.Clinical epigenetics · 2024Article
- DNA methylation differences between the female and male X chromosomes in human brain.bioRxiv : the preprint server for biology · 2024Article
- Promoter hypermethylation of Y-chromosome geneEpigenomics · 2024Article
- Concerning the eXclusion in human genomics: the choice of sex chromosome representation in the human genome drastically affects the number of identified variants.G3 (Bethesda, Md.) · 2023Article
- Concerning the eXclusion in human genomics: The choice of sex chromosome representation in the human genome drastically affects number of identified variants.bioRxiv : the preprint server for biology · 2023Article
- DNA-Methylation Signatures of Tobacco Smoking in a High Cardiovascular Risk Population: Modulation by the Mediterranean Diet.International journal of environmental research and public health · 2023Article
Corrections and comments
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Authors and funding
5 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundMany human disease phenotypes manifest differently by sex, making the development of methods for incorporating X and Y-chromosome data into analyses vital. Unfortunately, X and Y chromosome data are frequently excluded from large-scale analyses of the human genome and epigenome due to analytical complexity associated with sex chromosome dosage differences between XX and XY individuals, and the impact of X-chromosome inactivation (XCI) on the epigenome. As such, little attention has been given to considering the methods by which sex chromosome data may be included in analyses of DNA methylation (DNAme) array data.
resultsWith Illumina Infinium HumanMethylation450 DNAme array data from 634 placental samples, we investigated the effects of probe filtering, normalization, and batch correction on DNAme data from the X and Y chromosomes. Processing steps were evaluated in both mixed-sex and sex-stratified subsets of the analysis cohort to identify whether including both sexes impacted processing results. We found that identification of probes that have a high detection p-value, or that are non-variable, should be performed in sex-stratified data subsets to avoid over- and under-estimation of the quantity of probes eligible for removal, respectively. All normalization techniques investigated returned X and Y DNAme data that were highly correlated with the raw data from the same samples. We found no difference in batch correction results after application to mixed-sex or sex-stratified cohorts. Additionally, we identify two analytical methods suitable for XY chromosome data, the choice between which should be guided by the research question of interest, and we performed a proof-of-concept analysis studying differential DNAme on the X and Y chromosome in the context of placental acute chorioamnionitis. Finally, we provide an annotation of probe types that may be desirable to filter in X and Y chromosome analyses, including probes in repetitive elements, the X-transposed region, and cancer-testis gene promoters.
conclusionWhile there may be no single "best" approach for analyzing DNAme array data from the X and Y chromosome, analysts must consider key factors during processing and analysis of sex chromosome data to accommodate the underlying biology of these chromosomes, and the technical limitations of DNA methylation arrays.
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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 Socratic graph.