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Sample Preparation to Bioinformatics Analysis of DNA Methylation: Association Strategy for Obesity and Related Trait Studies
Published on: May 6, 2022
Non-invasive epigenetic protein signatures associated with childhood obesity
Erika M Richter1,2, Priyadarshni Patel3, Jeganathan R Babu1,2
1Department of Food, Nutrition, and Packaging Sciences, Clemson University, Clemson, SC, USA.
Insights
DNA methylation (DNAm)-derived protein EpiScores offer a non-invasive method to assess childhood obesity risk. These salivary biomarkers reveal early metabolic and immune system changes linked to adiposity, even considering socioeconomic factors.
Area of Science:
- Epigenetics and Molecular Biology
- Pediatric Health and Nutrition
- Biomarker Discovery
Background:
- Childhood obesity is a significant risk factor for chronic diseases, but underlying biological mechanisms are not fully understood.
- Traditional protein markers for obesity are limited by variability and invasive sample collection.
- DNA methylation (DNAm)-derived protein proxies (EpiScores) provide a stable, non-invasive alternative for assessing physiological processes and obesity risk.
Purpose of the Study:
- To investigate the association between 105 DNAm-derived protein EpiScores and body mass index (BMI) z-scores in school-aged children.
- To explore the influence of socioeconomic status (SES) on these associations.
- To identify biological pathways implicated in early obesity risk through functional enrichment analysis.
Main Methods:
- Utilized the MethylDetectR platform to generate DNAm-derived protein EpiScores from saliva samples of 31 children.
- Employed linear regression models, adjusted for covariates including sex, age, race, saliva cell-type proportions, and SES.
- Applied False Discovery Rate (FDR) correction and performed functional enrichment and protein-protein interaction (PPI) analyses using STRINGdB.
Main Results:
- Fifteen EpiScores showed significant associations with BMI z-score after FDR correction (q ≤ 0.20).
- VEGFA, MMP-12, MMP-1, and CDL5 were positively associated with BMI z-score, while PAPP-A, Resistin, and TGF-α were inversely associated.
- Socioeconomic status partially confounded associations for MMP-1 and CCL17. Functional enrichment highlighted immune, metabolic, and vascular remodeling pathways.
Conclusions:
- Salivary DNAm-derived protein EpiScores effectively capture molecular signatures of adiposity in children, reflecting both biological and social influences.
- These non-invasive EpiScores can detect early alterations in metabolic regulation.
- The findings support the use of EpiScores in future studies on the determinants of childhood obesity, integrating biological and socioeconomic factors.
Background:
Childhood obesity is a major predictor of lifelong chronic disease, yet the biological mechanisms linking early-life exposures to adiposity remain incompletely understood. Inflammatory and metabolic proteins have been implicated in obesity-related pathways, but their clinical utility in children is limited by biological variability and the invasiveness of sample collection. DNA methylation (DNAm)-derived protein proxies, or EpiScores, offer a stable, non-invasive alternative tool for capturing systemic physiological processes and may provide novel insights into the early biological embedding of obesity risk.
Methods:
We examined associations between 105 DNAm-derived protein EpiScores and body mass index (BMI) z-scores in a socioeconomically diverse cohort of 31 school-aged children. EpiScores were generated using the MethylDetectR platform, and linear regression models, adjusted for sex, age, race, saliva cell-type proportions, and socioeconomic status (SES; maternal education and annual household income), were used to evaluate associations. Parallel models excluding SES were compared to quantify confounding. False discovery rate (FDR) correction was applied. Functional enrichment and protein-protein interaction (PPI) analyses were performed using STRINGdB.
Results:
Fifteen EpiScores demonstrated nominal significance with BMI z-score (p ≤ 0.05) and were further evaluated using a discovery-level FDR threshold (FDR q ≤ 0.20). VEGFA, MMP-12, MMP-1, and CDL5 showed strong positive associations, while PAPP-A, Resistin, and TGF-α were inversely related to BMI z-score. Adjustment for socioeconomic status (SES) modestly altered several effect estimates, most notably for MMP-1 and CCL17, indicating partial social confounding. Functional enrichment revealed overrepresentation of cytokine-mediated signaling, extracellular matrix organization and angiogenesis pathways, highlighting coordinated immune, metabolic and vascular remodeling processes.
Conclusions:
Salivary DNAm-derived protein EpiScores capture biologically coherent and socially patterned molecular signatures of adiposity in children. These DNAm-based proxies provide a noninvasive means of detecting early alterations in metabolic regulation and may inform future longitudinal studies integrating biological and socioeconomic determinants of obesity risk.
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