ArticleAmerican journal of human genetics2018
Genomic DNA Methylation Signatures Enable Concurrent Diagnosis and Clinical Genetic Variant Classification in Neurodevelopmental Syndromes.
Article in American journal of human genetics, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 112 papers, 1 of them a synthesis that pooled it.
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Who cites it
112 citing papers in PubMed, 1 synthesis or guideline pooled it, 174 citations in OpenAlex.
- Disease classification for whole-blood DNA methylation: Meta-analysis, missing values imputation, and XAI.GigaScience · 2022Pooled it
- Review
- Machine Learning, Large Language Models, and Multimodal AI for Diagnosing Pediatric Rare Diseases: Scoping Review.Journal of medical Internet research · 2026Article
- An episignature informed systematic analysis to ascertain the clinical significance and consequences of CHD8 missense variants.European journal of human genetics : EJHG · 2026Article
- Discovery of a DNA methylation episignature for Weiss-Kruszka syndrome.Human genetics · 2026Article
- DNA methylation signature and clinical delineation of PACS1-related disorder in 24 unreported individuals.European journal of human genetics : EJHG · 2026Article
- Epigenome-wide analysis of DNA-methylation signatures following climate-related disasters.BMC medicine · 2026Article
- Pathogenic variants in the cohesin loader subunit MAU2 underlie a distinct Cornelia de Lange Syndrome subtype.Nature communications · 2026Article
- Evaluating DNA methylation episignatures as a first-tier diagnostic test in individuals with suspected genetic disorders.European journal of human genetics : EJHG · 2026Article
- DNA methylation analysis of NOTCH1 variants reveals the first episignature for non-syndromic congenital heart defects.Genome medicine · 2026Article
- Identification of an episignature for the MEF2C-associated syndrome.European journal of human genetics : EJHG · 2026Article
- Episignature leads to diagnosis and reclassification of DYRK1A variant in a child with syndromic neurodevelopmental disorder: a case report.Frontiers in genetics · 2026Article
- Analysis Methods for Diagnosing Rare Neurodevelopmental Diseases with Episignatures: A Systematic Review of the Literature.Biomedicines · 2025Review
- DNA methylation and machine learning: challenges and perspective toward enhanced clinical diagnostics.Clinical epigenetics · 2025Review
- DNA Methylation at a Single Locus of Human Genome Accurately Recapitulates Episignature of CREBBP-Related Rubinstein-Taybi Syndrome.International journal of molecular sciences · 2025Article
- Worth the Effort: Lessons for Discovery and Care From an Unusual Case of Gorlin Syndrome.American journal of medical genetics. Part A · 2025Article
- Loss of function of the zinc finger homeobox 4 gene, ZFHX4, underlies a neurodevelopmental disorder.American journal of human genetics · 2025Article
- Epigenomic insights and computational advances in hematologic malignancies.Molecular cytogenetics · 2025Review
- SCN1A pathogenic variants do not have a distinctive blood-derived DNA methylation signature.Epilepsia · 2025Article
- DNA methylation biomarkers of intellectual/developmental disability across the lifespan.Journal of neurodevelopmental disorders · 2025Review
52 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
15 authors at 5 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Pediatric developmental syndromes present with systemic, complex, and often overlapping clinical features that are not infrequently a consequence of Mendelian inheritance of mutations in genes involved in DNA methylation, establishment of histone modifications, and chromatin remodeling (the "epigenetic machinery"). The mechanistic cross-talk between histone modification and DNA methylation suggests that these syndromes might be expected to display specific DNA methylation signatures that are a reflection of those primary errors associated with chromatin dysregulation. Given the interrelated functions of these chromatin regulatory proteins, we sought to identify DNA methylation epi-signatures that could provide syndrome-specific biomarkers to complement standard clinical diagnostics. In the present study, we examined peripheral blood samples from a large cohort of individuals encompassing 14 Mendelian disorders displaying mutations in the genes encoding proteins of the epigenetic machinery. We demonstrated that specific but partially overlapping DNA methylation signatures are associated with many of these conditions. The degree of overlap among these epi-signatures is minimal, further suggesting that, consistent with the initial event, the downstream changes are unique to every syndrome. In addition, by combining these epi-signatures, we have demonstrated that a machine learning tool can be built to concurrently screen for multiple syndromes with high sensitivity and specificity, and we highlight the utility of this tool in solving ambiguous case subjects presenting with variants of unknown significance, along with its ability to generate accurate predictions for subjects presenting with the overlapping clinical and molecular features associated with the disruption of the epigenetic machinery.
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