Abstract
Background
Early measures of cognitive function are of great public health interest. We aimed to estimate the association between head circumference at birth, a measure of cerebral size, and school performance.
Methods
We conducted a nationwide cohort study of all liveborn singletons in Denmark, 1997–2005. The association between birth head circumference z score and test scores in reading and mathematics from a nationwide mandatory computer-based school test program (7–16 years) was estimated by multivariable linear regression adjusted for potential confounders.
Results
The cohort included 536,921 children. Compared to normocephalic children, children with microcephaly [<−2 standard deviations (SD)] had lower mean reading scores: second grade: −0.08 SD (95% CI −0.10 to −0.06), eighth grade: −0.07 SD (95% CI −0.10 to −0.04). Macrocephaly (>+2 SD) was associated with higher scores. In normocephalic children, each SD increase in head circumference was associated with a 0.03 SD (95% CI 0.03 to 0.04) increase in mean reading scores. The results were similar across grades within both reading and mathematics.
Conclusion
Prenatal brain growth may be causally related to childhood school performance. The demonstrated differences are unlikely to be clinically relevant at the individual level but may be important at a public health level.
Similar content being viewed by others
Log in or create a free account to read this content
Gain free access to this article, as well as selected content from this journal and more on nature.com
or
References
Shenkin, S. D., Starr, J. M. & Deary, I. J. Birth weight and cognitive ability in childhood: a systematic review. Psychol. Bull. 130, 989–1013 (2004).
Stiles, J. & Jernigan, T. L. The basics of brain development. Neuropsychol. Rev. 20, 327–348 (2010).
Lundgren, E. M., Cnattingius, S., Jonsson, B. & Tuvemo, T. Intellectual and psychological performance in males born small for gestational age with and without catch-up growth. Pediatr. Res. 50, 91–96 (2001).
Lundgren, E. M., Cnattingius, S., Jonsson, B. & Tuvemo, T. Birth characteristics and different dimensions of intellectual performance in young males: a nationwide population-based study. Acta Paediatr. 92, 1138–1143 (2003).
Bergvall, N., Iliadou, A., Johansson, S., Tuvemo, T. & Cnattingius, S. Risks for low intellectual performance related to being born small for gestational age are modified by gestational age. Pediatrics 117, e460–e467 (2006).
Bergvall, N., Iliadou, A., Tuvemo, T. & Cnattingius, S. Birth characteristics and risk of low intellectual performance in early adulthood: are the associations confounded by socioeconomic factors in adolescence or familial effects? Pediatrics 117, 714–721 (2006).
Raikkonen, K. et al. Growth trajectories and intellectual abilities in young adulthood: the Helsinki Birth Cohort study. Am. J. Epidemiol. 170, 447–455 (2009).
Fattal-Valevski, A. et al. Growth patterns in children with intrauterine growth retardation and their correlation to neurocognitive development. J. Child Neurol. 24, 846–851 (2009).
Gale, C. R., OʼCallaghan, F. J., Godfrey, K. M., Law, C. M. & Martyn, C. N. Critical periods of brain growth and cognitive function in children. Brain 127(Pt 2), 321–329 (2004).
Lira, P. I. et al. Early head growth: relation with IQ at 8 years and determinants in term infants of low and appropriate birthweight. Dev. Med. Child Neurol. 52, 40–46 (2010).
Gale, C. R., OʼCallaghan, F. J., Bredow, M. & Martyn, C. N. The influence of head growth in fetal life, infancy, and childhood on intelligence at the ages of 4 and 8 years. Pediatrics 118, 1486–1492 (2006).
Veena, S. R. et al. Association of birthweight and head circumference at birth to cognitive performance in 9- to 10-year-old children in South India: prospective birth cohort study. Pediatr. Res. 67, 424–429 (2010).
Broekman, B. F. et al. The influence of birth size on intelligence in healthy children. Pediatrics 123, e1011–e1016 (2009).
Emond, A. M., Lira, P. I., Lima, M. C., Grantham-McGregor, S. M. & Ashworth, A. Development and behaviour of low-birthweight term infants at 8 years in northeast Brazil: a longitudinal study. Acta Paediatr. 95, 1249–1257 (2006).
Malacova, E. et al. Neighbourhood socioeconomic status and maternal factors at birth as moderators of the association between birth characteristics and school attainment: a population study of children attending government schools in Western Australia. J. Epidemiol. Community Health 63, 842–849 (2009).
Christian, P. et al. Associations between preterm birth, small-for-gestational age, and neonatal morbidity and cognitive function among school-age children in Nepal. BMC Pediatr. 14, 58 (2014).
Cooke, R. W., Lucas, A., Yudkin, P. L. & Pryse-Davies, J. Head circumference as an index of brain weight in the fetus and newborn. Early Hum. Dev. 1, 145–149 (1977).
Lemons, J. A., Schreiner, R. L. & Gresham, E. L. Relationship of brain weight to head circumference in early infancy. Hum. Biol. 53, 351–354 (1981).
Bray, P. F., Shields, W. D., Wolcott, G. J. & Madsen, J. A. Occipitofrontal head circumference–an accurate measure of intracranial volume. J. Pediatr. 75, 303–305 (1969).
Knudsen, L. B. & Olsen, J. The Danish Medical Birth Registry. Dan. Med. Bull. 45, 320–323 (1998).
Jorgensen, F. S. [Ultrasonography of pregnant women in Denmark 1999-2000. Description of the development since 1980–1990]. Ugeskr. Laeger 165, 4409–4415 (2003).
Talge, N. M., Mudd, L. M., Sikorskii, A. & Basso, O. United states birth weight reference corrected for implausible gestational age estimates. Pediatrics 133, 844–853 (2014).
Ministry for Children Education and Gender Equality. The Folkeskole http://eng.uvm.dk/Education/Primary-and-lower-secondary-education/The-Folkeskole (2016). Accessed 22 Jun 2016.
Ministry for Children Education and Gender Equality. Elevtal i folkeskolen og frie skoler. (https://www.uvm.dk/Service/Statistik/Statistik-om-folkeskolen-og-frie-skoler/Statistik-om-elever-i-folkeskolen-og-frie-skoler/Elevtal-i-folkeskolen-og-frie-skoler (2016). Accessed 22 Jun 2016.
Beuchert, L. V. & Nandrup, A. B. The Danish National Tests–A Practical Guide (Department of Economics, University of Aarhus, 2014).
National Agency for IT and Learning, Ministry of Education. http://eng.uvm.dk/the-ministry/the-ministry/national-agency-for-it-and-learning. Accessed 31 May 2018.
Matthiesen, N. B. et al. Congenital heart defects and indices of fetal cerebral growth in a nationwide cohort of 924 422 liveborn infants. Circulation 133, 566–575 (2016).
Olsen, M., Sorensen, H. T., Hjortdal, V. E., Christensen, T. D. & Pedersen, L. Congenital heart defects and developmental and other psychiatric disorders: a Danish nationwide cohort study. Circulation 124, 1706–1712 (2011).
Molgaard-Nielsen, D., Pasternak, B. & Hviid, A. Oral fluconazole during pregnancy and risk of birth defects. N. Engl. J. Med. 369, 2061–2062 (2013).
Statistics Denmark. Consumer Price Index. http://www.dst.dk/en/Statistik/dokumentation/documentationofstatistics/consumer-price-index. Accessed 27 Jun 2016.
Greenland, S., Pearl, J. & Robins, J. M. Causal diagrams for epidemiologic research. Epidemiology 10, 37–48 (1999).
Hagenaars, S. P. et al. Shared genetic aetiology between cognitive functions and physical and mental health in UK Biobank (N = 112 151) and 24 GWAS consortia. Mol. Psychiatry 21, 1624–1632 (2016).
Deary, I. J. & Johnson, W. Intelligence and education: causal perceptions drive analytic processes and therefore conclusions. Int. J. Epidemiol. 39, 1362–1369 (2010).
Wilcox, A. J., Weinberg, C. R. & Basso, O. On the pitfalls of adjusting for gestational age at birth. Am. J. Epidemiol. 174, 1062–1068 (2011).
Liew, Z., Olsen, J., Cui, X., Ritz, B. & Arah, O. A. Bias from conditioning on live birth in pregnancy cohorts: an illustration based on neurodevelopment in children after prenatal exposure to organic pollutants. Int. J. Epidemiol. 44, 345–354 (2015).
Sterne, J. A. et al. Multiple imputation for missing data in epidemiological and clinical research: potential and pitfalls. BMJ 338, b2393 (2009).
Cheikh Ismail, L., Knight, H. E., Ohuma, E. O., Hoch, L. & Chumlea, W. C. Anthropometric standardisation and quality control protocols for the construction of new, international, fetal and newborn growth standards: the INTERGROWTH-21st Project. BJOG 120(Suppl 2), 48–55, v (2013).
West, J., Manchester, B., Wright, J., Lawlor, D. A. & Waiblinger, D. Reliability of routine clinical measurements of neonatal circumferences and research measurements of neonatal skinfold thicknesses: findings from the Born in Bradford study. Paediatr. Perinat. Epidemiol. 25, 164–171 (2011).
WHO Multicentre Growth Reference Study Group. Reliability of anthropometric measurements in the WHO Multicentre Growth Reference Study. Acta Paediatr. Suppl. 450, 38–46 (2006).
Bhushan, V. & Paneth, N. The reliability of neonatal head circumference measurement. J. Clin. Epidemiol. 44, 1027–1035 (1991).
Acknowledgements
Financial support covering salaries and purchase of data was provided by the Perinatal Epidemiology Research Unit, Aarhus University Hospital and Department of Clinical Medicine, Aarhus University.
Author information
Authors and Affiliations
Contributions
N.B.M. was the main author responsible for the acquisition of the data, contributed to the conception and the design of the study, the implementation of epidemiological methods, the performance and the interpretation of data analyses, and drafted the initial manuscript and revised the manuscript. C.C.B. contributed to the conception and the design of the study, the implementation of epidemiological methods, the performance and the interpretation of data analyses, and drafted the initial manuscript and revised the manuscript. T.B.H. contributed to the conception of the study, the interpretation of the analyses, secured the funding for the study, and reviewed and revised the manuscript. R.T.L. contributed to the design of the study, the data analyses, and the interpretation of the results, drafted the initial manuscript, and revised the manuscript. K.A. contributed to the design of the study, the data analyses, the interpretation of the results, and reviewed and revised the manuscript. All authors approved the final manuscript as submitted and agree to be accountable for all aspects of the work.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
Rights and permissions
About this article
Cite this article
Bach, C.C., Henriksen, T.B., Larsen, R.T. et al. Head circumference at birth and school performance: a nationwide cohort study of 536,921 children. Pediatr Res 87, 1112–1118 (2020). https://doi.org/10.1038/s41390-019-0683-2
Received:
Revised:
Accepted:
Published:
Version of record:
Issue date:
DOI: https://doi.org/10.1038/s41390-019-0683-2
This article is cited by
-
Body mass index and head circumference growth charts for the United Arab Emirates-the UAEMCGS 2 study
Scientific Reports (2025)
-
Head circumference and intelligence, schooling, employment, and income: a systematic review
BMC Pediatrics (2024)
-
Early onset and increasing disparities in neurodevelopmental delays from birth to age 6 in children from low socioeconomic backgrounds
Journal of Neurodevelopmental Disorders (2024)
-
Kindergarten dust heavy metal(loid) exposure associates with growth retardation in children
Environmental Science and Pollution Research (2023)
-
Development of a nutritional risk screening tool for preterm children in outpatient settings during a complementary feeding period: a pilot study
BMC Pediatrics (2022)


