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Updated: Sep 4, 2025

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
Anthropometric proxies for child neurodevelopment in low-resource settings: length- or height-for-age, head
Molly M Lamb1, Amy K Connery2,3, Alison M Colbert2,3
1Center for Global Health and Department of Epidemiology, Colorado School of Public Health, Aurora, CO, USA.
Insights
Child stunting and head circumference are key indicators of neurodevelopmental risk. Continuous measurements of both height-for-age and occipitofrontal head circumference (OFC) more accurately predict neurodevelopmental outcomes in young children than traditional cutoffs.
Area of Science:
- Pediatric Neurodevelopment
- Growth Monitoring
- Child Health Indicators
Background:
- Child stunting (<-2 SD of length- or height-for-age) is a primary predictor of neurodevelopmental (ND) risk.
- Occipitofrontal head circumference (OFC) offers a potentially more direct and robust measure for assessing ND risk.
- Understanding the predictive efficacy of these anthropometric measures is crucial for early identification and intervention.
Purpose of the Study:
- To explore the association between length- or height-for-age and OFC with neurodevelopmental outcomes in infants and young children.
- To compare the predictive power of continuous anthropometric measures versus traditional WHO z-score cutoffs for ND risk.
- To evaluate the combined utility of height-for-age and OFC in predicting concurrent, predictive, and longitudinal ND outcomes.
Main Methods:
- Prospective natural history study involving 642 infants and young children (0.1-35.9 months) in rural Guatemala.
- Neurodevelopmental assessment using the Mullen Scales of Early Learning (MSEL) longitudinally.
- Age-adjusted multivariable regression analyses were performed on continuous length- or height-for-age and OFC z-scores, and WHO z-score cutoffs.
Main Results:
- Continuous length- or height-for-age and OFC z-scores demonstrated stronger associations with MSEL scores than the traditional -2 SD WHO cutoff.
- The combination of continuous height-for-age z-score and OFC z-score was consistently and strongly associated with the MSEL Early Learning Composite across concurrent, predictive, and longitudinal models.
- This combined approach showed significant utility in estimating ND risk, with p-values ranging from <0.0001 to 0.11, except for a small data group (18-24 months).
Conclusions:
- The combination of continuous length- or height-for-age and OFC measurements provides enhanced utility for estimating neurodevelopmental risk in young children.
- Occipitofrontal head circumference measurement may improve the precision of neurodevelopmental risk prediction in infants and young children.
- Continuous anthropometric measures offer superior predictive value for neurodevelopmental outcomes compared to traditional z-score cutoffs.
Abstract:
Stunting (<-2 SD of length- or height-for-age on WHO growth curves) is the most used predictor of child neurodevelopmental (ND) risk. Occipitofrontal head circumference (OFC) may be an equally feasible, but more direct and robust predictor. We explored association of the two measurements with ND outcome, separately and combined, and examined if cutoffs are more efficacious than continuous measures in predicting ND risk. Infants and young children in rural Guatemala (n = 642; age range = 0.1-35.9 months) were enrolled in a prospective natural history study, and their ND was tested using the Mullen Scales of Early Learning (MSEL) longitudinally. Length- or height-for-age and OFC-for-age were calculated. We performed age-adjusted multivariable regression analyses to explore the association between 1) length or height and ND, 2) OFC and ND, and 3) both length or height and OFC combined, with ND; concurrently, predictively, and longitudinally, as continuous variables and using WHO z-score cutoffs. Continuous length- or height-for-age and OFC z-scores were more strongly associated with MSEL than the traditional -2 SD WHO cutoff. The combination of height-for-age z-score and OFC z-score was consistently, strongly associated with the MSEL Early Learning Composite concurrently (p-values 0.0004-0.11), predictively (p-value 0.001-0.07), with the exception of the 18-24 months age group which had very few records, and in the longitudinal model (p-value <0.0001-0.004). The combination of continuous length- or height-for-age and OFC shows additional utility in estimating ND risk in infants and young children. Measurement of OFC may improve precision of prediction of ND risk in infants and young children.
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