The predictive utility of the in utero exposome for childhood adiposity in independent and integrated frameworks.
DNA methylation
childhood adiposity
exposome
per‐ and polyfluoroalkyl substances
Journal
Pediatric obesity
ISSN: 2047-6310
Titre abrégé: Pediatr Obes
Pays: England
ID NLM: 101572033
Informations de publication
Date de publication:
26 Sep 2024
26 Sep 2024
Historique:
received:
14
12
2023
accepted:
10
07
2024
medline:
27
9
2024
pubmed:
27
9
2024
entrez:
27
9
2024
Statut:
aheadofprint
Résumé
To assess the predictive potential of the in utero exposome in relation to childhood adiposity as indicated by body mass index z-scores (BMIz) and the fourth versus first quartile of % fat mass (FM) at median age of 4.6 years. We leveraged data on clinical risk factors for childhood obesity during the perinatal period, along with cord blood per/polyfluoroalkyl substances (PFAS) and cord blood DNA methylation, in 268 mother-offspring pairs. We used the sparsity ranked LASSO penalized regression framework for each outcome and assessed model performance based on % variability explained for BMIz and area under the receiver operating characteristic curve (AUC) for the fourth versus first quartile of %FM. We employed cross-validation for model tuning and split-sample validation for model evaluation. Mean ± SD BMIz was 0.01 ± 1.1, %FM was 19.8 ± 6.34%. The optimal model for predicting BMIz explained 19.1% of the variability in the validation set and included only clinical characteristics: maternal pre-pregnancy BMI, paternal BMI, gestational weight gain, physical activity during pregnancy and child race/ethnicity. The optimal model for fourth versus first quartiles of %FM achieved an AUC of 0.82 ± 0.01 in the validation set, with the clinical features again emerging as the strongest predictors. In this study sample, perinatal chemical exposures and the epigenome have low utility in predicting childhood adiposity, beyond known clinical risk factors.
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
e13172Subventions
Organisme : American Diabetes Association
ID : ADA-7-22-ICTSPM-08
Organisme : NIH HHS
ID : U01 DK134981
Pays : United States
Organisme : NIH HHS
ID : UH3OD023248
Pays : United States
Informations de copyright
© 2024 World Obesity Federation.
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