ArticleClinical epigenetics2021
Detecting cord blood cell type-specific epigenetic associations with gestational diabetes mellitus and early childhood growth.
Article in Clinical epigenetics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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Who cites it
10 citing papers in PubMed, 13 citations in OpenAlex.
- Sex-specific signatures of fetal programming for gestational diabetes mellitus in umbilical cord: A cohort study from Tanzania.BMC medicine · 2026Observational
- GDM-Related Neurodevelopmental and Neuropsychiatric Disorders in the Mothers and Their Progeny, and the Underlying Mechanisms.Journal of personalized medicine · 2026Review
- In-utero exposure to maternal diabetes and DNA methylation alterations in the Next Generation birth cohort.Clinical epigenetics · 2025Article
- Article
- Deciphering DNA Methylation in Gestational Diabetes Mellitus: Epigenetic Regulation and Potential Clinical Applications.International journal of molecular sciences · 2024Review
- Association of DNA Methylation with Infant Birth Weight in Women with Gestational Diabetes.Metabolites · 2024Review
- Nucleated red blood cells explain most of the association between DNA methylation and gestational age.Communications biology · 2023Article
- Preterm birth buccal cell epigenetic biomarkers to facilitate preventative medicine.Scientific reports · 2022Article
- Association of environmental exposure to chromium with differential DNA methylation: An epigenome-wide study.Frontiers in genetics · 2022Article
- Article
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Authors and funding
6 authors at 4 institutions in 2 countries.
Funding
Abstract
backgroundEpigenome-wide association studies (EWAS) have provided opportunities to understand the role of epigenetic mechanisms in development and pathophysiology of many chronic diseases. However, an important limitation of conventional EWAS is that profiles of epigenetic variability are often obtained in samples of mixed cell types. Here, we aim to assess whether changes in cord blood DNA methylation (DNAm) associated with gestational diabetes mellitus (GDM) exposure and early childhood growth markers occur in a cell type-specific manner.
resultsWe analyzed 275 cord blood samples collected at delivery from a prospective pre-birth cohort with genome-wide DNAm profiled by the Illumina MethylationEPIC array. We estimated proportions of seven common cell types in each sample using a cord blood-specific DNAm reference panel. Leveraging a recently developed approach named CellDMC, we performed cell type-specific EWAS to identify CpG loci significantly associated with GDM, or 3-year-old body mass index (BMI) z-score. A total of 1410 CpG loci displayed significant cell type-specific differences in methylation level between 23 GDM cases and 252 controls with a false discovery rate < 0.05. Gene Ontology enrichment analysis indicated that LDL transportation emerged from CpG specifically identified from B-cells DNAm analyses and the mitogen-activated protein kinase pathway emerged from CpG specifically identified from natural killer cells DNAm analyses. In addition, we identified four and six loci associated with 3-year-old BMI z-score that were specific to CD8+ T-cells and monocytes, respectively. By performing genome-wide permutation tests, we validated that most of our detected signals had low false positive rates.
conclusionCompared to conventional EWAS adjusting for the effects of cell type heterogeneity, the proposed approach based on cell type-specific EWAS could provide additional biologically meaningful associations between CpG methylation, prenatal maternal GDM or 3-year-old BMI. With careful validation, these findings may provide new insights into the pathogenesis, programming, and consequences of related childhood metabolic dysregulation. Therefore, we propose that cell type-specific analyses are worth cautious explorations.
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