TY - JOUR
T1 - Associations of Maternal Educational Level, Proximity to Green Space During Pregnancy, and Gestational Diabetes With Body Mass Index From Infancy to Early Adulthood
T2 - A Proof-of-Concept Federated Analysis in 18 Birth Cohorts
AU - Cadman, Tim
AU - Elhakeem, Ahmed
AU - Vinther, Johan Lerbech
AU - Avraam, Demetris
AU - Carrasco, Paula
AU - Calas, Lucinda
AU - Cardol, Marloes
AU - Charles, Marie-Aline
AU - Corpeleijn, Eva
AU - Crozier, Sarah
AU - de Castro, Montserrat
AU - Estarlich, Marisa
AU - Fernandes, Amanda
AU - Fossatti, Serena
AU - Gruszfeld, Dariusz
AU - Guerlich, Kathrin
AU - Grote, Veit
AU - Haakma, Sido
AU - Harris, Jennifer R
AU - Heude, Barbara
AU - Huang, Rae-Chi
AU - Ibarluzea, Jesús
AU - Inskip, Hazel
AU - Jaddoe, Vincent
AU - Koletzko, Berthold
AU - Lioret, Sandrine
AU - Luque, Veronica
AU - Manios, Yannis
AU - Moirano, Giovenale
AU - Moschonis, George
AU - Nader, Johanna
AU - Nieuwenhuijsen, Mark
AU - Andersen, Anne-Marie Nybo
AU - McEachen, Rosie
AU - de Moira, Angela Pinot
AU - Popovic, Maja
AU - Roumeliotaki, Theano
AU - Salika, Theodosia
AU - Santa Marina, Loreto
AU - Santos, Susana
AU - Serbert, Sylvain
AU - Tzorovili, Evangelia
AU - Vafeiadi, Marina
AU - Verduci, Elvira
AU - Vrijheid, Martine
AU - Vrijkotte, T G M
AU - Welten, Marieke
AU - Wright, John
AU - Yang, Tiffany C
AU - Zugna, Daniela
AU - Lawlor, Deborah
N1 - © The Author(s) 2023. Published by Oxford University Press on behalf of the Johns Hopkins Bloomberg School of Public Health.
PY - 2024
Y1 - 2024
N2 - International sharing of cohort data for research is important and challenging. We explored the feasibility of multicohort federated analyses by examining associations between 3 pregnancy exposures (maternal education, exposure to green vegetation, and gestational diabetes) and offspring body mass index (BMI) from infancy to age 17 years. We used data from 18 cohorts (n = 206,180 mother-child pairs) from the EU Child Cohort Network and derived BMI at ages 0-1, 2-3, 4-7, 8-13, and 14-17 years. Associations were estimated using linear regression via 1-stage individual participant data meta-analysis using DataSHIELD. Associations between lower maternal education and higher child BMI emerged from age 4 and increased with age (difference in BMI z score comparing low with high education, at age 2-3 years = 0.03 (95% confidence interval (CI): 0.00, 0.05), at 4-7 years = 0.16 (95% CI: 0.14, 0.17), and at 8-13 years = 0.24 (95% CI: 0.22, 0.26)). Gestational diabetes was positively associated with BMI from age 8 years (BMI z score difference = 0.18, 95% CI: 0.12, 0.25) but not at younger ages; however, associations attenuated towards the null when restricted to cohorts that measured gestational diabetes via universal screening. Exposure to green vegetation was weakly associated with higher BMI up to age 1 year but not at older ages. Opportunities of cross-cohort federated analyses are discussed.
AB - International sharing of cohort data for research is important and challenging. We explored the feasibility of multicohort federated analyses by examining associations between 3 pregnancy exposures (maternal education, exposure to green vegetation, and gestational diabetes) and offspring body mass index (BMI) from infancy to age 17 years. We used data from 18 cohorts (n = 206,180 mother-child pairs) from the EU Child Cohort Network and derived BMI at ages 0-1, 2-3, 4-7, 8-13, and 14-17 years. Associations were estimated using linear regression via 1-stage individual participant data meta-analysis using DataSHIELD. Associations between lower maternal education and higher child BMI emerged from age 4 and increased with age (difference in BMI z score comparing low with high education, at age 2-3 years = 0.03 (95% confidence interval (CI): 0.00, 0.05), at 4-7 years = 0.16 (95% CI: 0.14, 0.17), and at 8-13 years = 0.24 (95% CI: 0.22, 0.26)). Gestational diabetes was positively associated with BMI from age 8 years (BMI z score difference = 0.18, 95% CI: 0.12, 0.25) but not at younger ages; however, associations attenuated towards the null when restricted to cohorts that measured gestational diabetes via universal screening. Exposure to green vegetation was weakly associated with higher BMI up to age 1 year but not at older ages. Opportunities of cross-cohort federated analyses are discussed.
KW - Humans
KW - Diabetes, Gestational/epidemiology
KW - Female
KW - Pregnancy
KW - Body Mass Index
KW - Adolescent
KW - Infant
KW - Child, Preschool
KW - Child
KW - Educational Status
KW - Male
KW - Prenatal Exposure Delayed Effects/epidemiology
KW - Birth Cohort
KW - Infant, Newborn
KW - Adult
KW - Proof of Concept Study
KW - Parks, Recreational/statistics & numerical data
U2 - 10.1093/aje/kwad206
DO - 10.1093/aje/kwad206
M3 - Journal article
C2 - 37856700
VL - 193
SP - 753
EP - 763
JO - American Journal of Epidemiology
JF - American Journal of Epidemiology
SN - 0002-9262
IS - 5
ER -