Multi-omics Analysis of Umbilical Cord Hematopoietic Stem Cells from a Multi-ethnic Cohort of Hawaii Reveals the Transgenerational Effect of Maternal Pre-Pregnancy Obesity
Du, Y.; Benny, P. A.; Shao, Y.; Schlueter, R. J.; Gurary, A.; Lum-Jones, A.; Lassiter, C. B.; AlAkwaa, F. M.; Tiirikainen, M.; Towner, D.; Ward, W. S.; Garmire, L. X.
Show abstract
BackgroundMaternal obesity is a health concern that may predispose newborns to a high risk of medical problems later in life. To understand the intergenerational effect of maternal obesity, we hypothesized that the maternal obesity effect is mediated by epigenetic changes in the CD34+/CD38-/Lin- hematopoietic stem cells (uHSCs) in the offspring. Towards this, we conducted a DNA methylation centric multi-omics study. We measured the DNA methylation and gene expression in the CD34+/CD38-/Lin- uHSCs and metabolomics of the cord blood, all from a multi-ethnic cohort (n=72) from Kapiolani Medical Center for Women and Children in Honolulu, Hawaii (collected between 2016 and 2018). ResultsDifferential methylation (DM) analysis unveiled a global hypermethylation pattern in the maternal pre-pregnancy obese group (BH adjusted p<0.05), after adjusting for major clinical confounders. KEGG pathway enrichment, WGCNA, and PPI analyses revealed hypermethylated CpG sites were involved in critical biological processes, including cell cycle, protein synthesis, immune signaling, and lipid metabolism. Utilizing Shannon entropy on uHSCs methylation, we discerned notably higher quiescence of uHSCs impacted by maternal obesity. Additionally, the integration of multi-omics data-including methylation, gene expression, and metabolomics-provided further evidence of dysfunctions in adipogenesis, erythropoietin production, cell differentiation, and DNA repair, aligning with the findings at the epigenetic level. Furthermore, we trained a random forest classifier using the CpG sites in the genes of the top pathways associated with maternal obesity, and applied it to predict cancer vs. adjacent normal labels from samples in 14 Cancer Genome Atlas (TCGA) cancer types. Five of 14 cancers showed balanced accuracy of 0.6 or higher: LUSC (0.87), PAAD (0.83), KIRC (0.71), KIRP (0.63) and BRCA (0.60). ConclusionsThis study revealed the significant correlation between pre-pregnancy maternal obesity and multi-omics level molecular changes in the uHSCs of offspring, particularly in DNA methylation. Moreover, these maternal obesity epigenetic markers in uHSCs may predispose offspring to higher risks in certain cancers.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Expression quantitative trait methylation analysis elucidates gene regulatory effects of DNA methylation: The Framingham Heart Study 95%
- Large-scale placenta DNA methylation mega-analysis reveals fetal sex-specific differentially methylated CpG sites and regions 94%
- Single-cell transcriptional profiling reveals cellular and molecular divergence in human maternal-fetal interface 94%
Similar papers in this journal
- Serum proteomic profiling of physical activity reveals CD300LG as a novel exerkine with a potential causal link to glucose homeostasis 94%
- Network-based multi-omics integration reveals metabolic at-risk profile within treated HIV-infection 94%
- Leveraging inter-individual transcriptional correlation structure to infer discrete signaling mechanisms across metabolic tissues 94%
Similar papers in this journal
- Insights for disease modeling from single cell transcriptomics of iPSC-derived Ngn2-induced neurons and astrocytes across differentiation time and co-culture 91%
- Polycomb contraction differentially regulates terminal human hematopoietic differentiation programs 91%
- Elevated EGR1 Binding at Enhancers in Excitatory Neurons Correlates with Neuronal Subtype-Specific Epigenetic Regulation 91%
Similar papers in this journal
- Placental microRNA Expression Associates with Birthweight through Control of Adipokines: Results from Two Independent Cohorts 94%
- Pruning and thresholding approach for methylation risk scores in multi-ancestry populations 93%
- Spontaneous and ART-induced large offspring syndrome: similarities and differences in DNA methylome 93%
Similar papers in this journal
- Chromatin remodeler developmental pluripotency associated factor 4 ( DPPA4 ) is a candidate gene for alcohol-induced developmental disorders 96%
- Unraveling the metabolomic architecture of autism in a large Danish population-based cohort 92%
- Unveiling the Epigenetic Impact of Vegan vs. Omnivorous Diets on Aging: Insights from the Twins Nutrition Study (TwiNS) 92%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.