Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2025 Feb 26:52:101247.
doi: 10.1016/j.lanepe.2025.101247. eCollection 2025 May.

Early-life growth and emotional, behavior and cognitive outcomes in childhood and adolescence in the EU child cohort network: individual participant data meta-analysis of over 109,000 individuals

Affiliations

Early-life growth and emotional, behavior and cognitive outcomes in childhood and adolescence in the EU child cohort network: individual participant data meta-analysis of over 109,000 individuals

Romy Gonçalves et al. Lancet Reg Health Eur. .

Abstract

Background: Fetal and infant development might be critical for cognitive outcomes and psychopathology later in life. We assessed the associations of birth characteristics and early life growth with behavior and cognitive outcomes from childhood to adolescence.

Methods: We used harmonized data of 109,481 children from 8 European birth cohorts. Birth weight, gestational age, and body mass index (BMI) tertiles at the age of 2 years were used as the exposure variables. Outcomes included internalizing and externalizing problems and attention-deficit hyperactivity disorder (ADHD), autism spectrum disorder (ASD), and non-verbal intelligence quotient (Non-verbal IQ) in childhood (4-10 years), early adolescence (11-16 years), and late adolescence (17-20 years). We used 1-stage individual participant data meta-analyses using generalized linear models.

Findings: A one-week older gestational age was associated with lower scores for internalizing problems (difference -0·48 (95% CI: -0·59, -0·37)), externalizing problems (difference -0·34 (95% CI: -0·44, -0·23)), and ADHD symptoms (difference -0·38 (95% CI: -0·49, -0·27)), and with higher scores for non-verbal IQ (difference 0·65 (95% CI: 0·41, 0·89)). As compared to term birth, preterm birth was associated with higher internalizing problems (difference 3·43 (95% CI: 2·52, 4·33)) and externalizing problems (difference 2·31 (95% CI: 1·16, 3·46)), ADHD symptoms (difference 4·15 (95% CI: 3·15, 5·16)), ASD symptoms (difference 3·23 (95% CI: 0·37, 6·08)), and lower non-verbal IQ (difference -5·44 (95% CI: -7·44, -3·44)). Small size for gestational age at birth (SGA) in comparison with appropriate size for gestational age (AGA) was associated with higher ADHD symptoms (difference 4·88 (95% CI: 3·87, 5·90)) and lower Non-verbal IQ (difference -7·02 (95% CI: -8·84, -5·21)). Large size for gestational age at birth was associated with lower ADHD symptoms (difference -1·09 (95% CI: -1·73, 0·45)) and higher non-verbal IQ (difference 2·47 (95% CI: 0·77, 4·18)). Explorative analyses showed that as compared to children with an appropriate size for gestational age at birth and a normal BMI at the age of 2 years, children born SGA who remained small at 2 years had the lowest non-verbal IQ score (difference -8·14 percentiles (95% CI: -11·89, -4·39)).

Interpretation: Both fetal and early childhood growth are associated with emotional, behavioral and cognitive outcomes throughout childhood and adolescence. Compensatory infant growth might partly attenuate the adverse effects of suboptimal fetal growth. Future studies are needed to identify the potential for optimizing mental health outcomes in new generations by improving early-life growth.

Funding: This project received funding from the European Union's Horizon 2020 research and innovation programme (LIFECYCLE, grant agreement No 733206, 2016; EUCAN-Connect grant agreement No 824989; ATHLETE, grant agreement No 874583).

Keywords: Attention-deficit hyperactivity disorder; Autism spectrum disorder; Behavior; Birth weight; Cognition; Infant growth; Intelligence quotient; Preterm birth.

PubMed Disclaimer

Conflict of interest statement

Prof. Dr. Berthold Koletzko has received reimbursement for active contribution to scientific and continuing medical education events by Danone, DGC, Nestlé and Reckitt. This study was not funded by Danone, DGC, Nestlé or Reckitt. No other conflicts of interest to declare.

References

    1. Konkel L. The brain before birth: using fMRI to explore the secrets of fetal neurodevelopment. Environ Health Perspect. 2018;126(11) - PMC - PubMed
    1. Stiles J., Jernigan T.L. The basics of brain development. Neuropsychol Rev. 2010;20(4):327–348. - PMC - PubMed
    1. Cortese M., Moster D., Wilcox A.J. Term birth weight and neurodevelopmental outcomes. Epidemiology. 2021;32(4):583–590. - PMC - PubMed
    1. Pettersson E., Larsson H., D'Onofrio B., Almqvist C., Lichtenstein P. Association of fetal growth with general and specific mental health conditions. JAMA Psychiatry. 2019;76(5):536–543. - PMC - PubMed
    1. Bhutta A.T., Cleves M.A., Casey P.H., Cradock M.M., Anand K.J. Cognitive and behavioral outcomes of school-aged children who were born preterm: a meta-analysis. JAMA. 2002;288(6):728–737. - PubMed