Neonatal methylation-based predictors of childhood cognition
Smikle, R.; Mckinnon, K.; Vaher, K.; Turner, H.; Cruickshank, H.; Amir, R.; Chua, Y. W.; Conole, E. L.; Reynolds, R. M.; Batty, G. D.; Tsanas, A.; Murphy, L.; Whalley, H. C.; Marioni, R. C.; Cox, S. R.; Boardman, J. P.
Show abstract
Preterm birth is closely associated with immune dysregulation in early life and subsequent learning and psychiatric disorders, but methods for stratifying infants at risk remain elusive. Epigenetic Scores (EpiScores) are relatively stable DNA methylation (DNAm)-based proxies of circulating proteins that can capture health-related exposures such as chronic inflammation. EpiScore of C-reactive protein (DNAm CRP) is associated with inflammatory burden in early life, atypical brain development following preterm birth (encephalopathy of prematurity), and adult cognitive ability. To evaluate the utility of EpiScores for predicting cognition in children born preterm, we investigated relations between 43 neonatal saliva-based EpiScores known to associate with low gestational age, and cognition assessed at 2 and 5 years of age in a cohort of 232 preterm and term-born children. DNAm CRP was negatively associated with 5-year Mullen Scales of Early Learning Composite (ELC) ({beta} = -0.273, p = 0.002). Association magnitudes were larger for children born earlier (DNAm CRP x gestational age, {beta}interaction = 0.181). EpiScores of CRTAM, NCAM1 and SLITRK5 were also associated with 5-year ELC in the full cohort (absolute {beta} range 0.219 to 0.267, Bonferroni-adjusted p-values <0.01). For preterm children, associations for DNAm CRP ({beta} = -0.318, p = 0.021) and DNAm CRTAM ({beta} = -0.307, p = 0.006) with 5-year ELC remained significant after adjustment for inflammatory exposures. We demonstrate associations between a range of neonatal salivary EpiScores and childhood cognition, suggesting the clinical value of EpiScores as early life markers of cognitive ability in children at risk of impairment warrants further investigation.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Immuno-epigenetic signature derived in saliva associates with the encephalopathy of prematurity and perinatal inflammatory disorders 96%
- Maternal prenatal immune activation associated with brain tissue microstructure and metabolite concentrations in newborn infants 92%
- Association between inflammation and cognition: triangulation of evidence using a population-based cohort and Mendelian randomization analyses 91%
Similar papers in this journal
- Functional brain connectivity in early adolescence after hypothermia-treated neonatal hypoxic-ischemic encephalopathy 90%
- Repetitive neonatal pain increases spinal cord DNA methylation of the μ-opioid receptor 88%
- Early, low-dose hydrocortisone and near-term brain connectivity in extremely preterm infants 88%
Similar papers in this journal
- Parsing brain-behavior heterogeneity in very preterm born children using integrated similarity networks 94%
- Maternal depressive symptoms, neonatal white matter, and toddler social-emotional development 92%
- Role of Inflammation in Depressive and Anxiety Disorders, Affect, and Cognition: Genetic and Non-Genetic Findings in the Lifelines Cohort Study 92%
Similar papers in this journal
Similar papers in this journal
- Cortical scaling of the neonatal brain in typical and altered development 93%
- Exposure to Prenatal Social Disadvantage and Maternal Psychosocial Stress: Relationships to Neonatal White Matter Connectivity 93%
- A Kalirin Missense Mutation Enhances Dendritic RhoA Signaling and Leads to Regression of Cortical Dendritic Arbors Across Development 90%
"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.