Measuring the long arm of childhood in real-time: Epigenetic predictors of BMI and social determinants of health across childhood and adolescence
Raffington, L.; Schneper, L.; Mallard, T. T.; Fisher, J.; Vinnik, L.; Hollis-Hansen, K.; Notterman, D. A.; Tucker-Drob, E. M.; Harden, K. P.
Show abstract
Children who are socioeconomically disadvantaged are at increased risk for high body mass index (BMI) and multiple diseases in adulthood. The developmental origins of health and disease hypothesis proposes that early life conditions affect later-life health in a manner that is only partially modifiable by later-life experiences. Epigenetic mechanisms may regulate the influence of early life conditions on later life health. Recent epigenetic studies of adult blood samples have identified DNA-methylation sites associated with higher BMI and worse health (epigenetic-BMI). Here, we used longitudinal and twin study designs to examine whether epigenetic predictors of BMI developed in adults are valid biomarkers of child BMI and are sensitive to early life social determinants of health. Salivary epigenetic-BMI was calculated from two samples: (1) N=1,183 8-to-19-year-olds (609 female, mean age=13.4) from the Texas Twin Project (TTP), and (2) N=2,020 children (1,011 female) measured at 9 and 15 years from the Future of Families and Child Well-Being Study (FFCWS). We found that salivary epigenetic-BMI is robustly associated with childrens BMI (r=0.36 to r=0.50). Longitudinal analysis suggested that epigenetic-BMI is highly stable across adolescence, but remains both a leading and lagging indicator of BMI change. Twin analyses showed that epigenetic-BMI captures differences in BMI between monozygotic twins. Moreover, children from more disadvantaged socioeconomic status (SES) and marginalized race/ethnic groups had higher epigenetic-BMI, even when controlling for concurrent BMI, pubertal development, and tobacco exposure. SES at birth relative to concurrent SES best predicted epigenetic-BMI in childhood and adolescence. We show for the first time that epigenetic predictors of BMI calculated from pediatric saliva samples are valid biomarkers of childhood BMI that are sensitive to social inequalities. Our findings are in line with the hypothesis that early life conditions are especially important factors in epigenetic regulation of later life health. Research showing that health later in life is linked to early life conditions have important implications for the development of early-life interventions that could significantly extend healthy life span.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- The causal effects of body mass index (BMI) on childhood symptoms of depression, anxiety disorder, and attention-deficit hyperactivity disorder: a within family Mendelian randomization study 94%
- Risk factors affecting polygenic score performance across diverse cohorts 93%
- Maternal smoking DNA methylation risk score associated with health outcomes in offspring of European and South Asian ancestry 92%
Similar papers in this journal
- Associations of early social experience with offspring DNA methylation and later life stress phenotype 93%
- Twin pair analysis uncovers novel links between DNA methylation, mitochondrial DNA quantity and obesity 93%
- Estimating effects of parents' cognitive and non-cognitive skills on offspring education using polygenic scores 92%
Similar papers in this journal
- Socially stratified epigenetic profiles are associated with cognitive functioning in children and adolescents 93%
- Comparison of adopted and non-adopted individuals reveals gene-environment interplay for education in the UK Biobank 92%
- Gene-experience correlation during cognitive development: Evidence from the Adolescent Brain Cognitive Development (ABCD) StudySM 88%
Similar papers in this journal
- The association of DNA methylation with body mass index: distinguishing between predictors and biomarkers 93%
- DNA methylation links prenatal smoking exposure to later life health outcomes in offspring. 92%
- Associations between indicators of socioeconomic position and DNA methylation: A systematic review 92%
Similar papers in this journal
- Evaluating and implementing block jackknife resampling Mendelian randomization to mitigate bias induced by overlapping samples 92%
- Epigenome-wide change and variation in DNA methylation from birth to late adolescence 92%
- Genetic Nurture: Estimating the direct genetic effects of pediatric anthropometric traits 91%
"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.