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Updated: May 8, 2026

Fetal Echocardiography and Pulsed-wave Doppler Ultrasound in a Rabbit Model of Intrauterine Growth Restriction
Published on: June 29, 2013
Invited commentary: the incremental value of customization in defining abnormal fetal growth status
Insights
Ultrasonography-based fetal weight references are superior to birth weight percentiles for classifying fetal and newborn sizes. Adjusting for race/ethnicity improves accuracy, but full customization offers limited additional benefits for infant outcomes.
Area of Science:
- Perinatal Medicine
- Neonatology
- Epidemiology
Background:
- Traditional birth weight percentiles have recognized deficiencies in classifying fetal and newborn sizes.
- Ultrasonography-based fetal weight references are increasingly recommended for improved accuracy during pregnancy and at birth.
Purpose of the Study:
- To evaluate the utility of ultrasonography-based fetal weight references.
- To determine if further adjustments for race/ethnicity, parity, sex, and maternal factors improve classification accuracy for predicting infant outcomes.
Main Methods:
- Analysis of fetal and newborn size classification using ultrasonography-based references.
- Assessment of the impact of adjustments for race/ethnicity, parity, sex, and maternal anthropometrics.
Main Results:
- Ultrasonography-based references are more accurate than birth weight percentiles for classifying fetal and newborn sizes.
- Adjustment for race/ethnicity enhances classification accuracy.
- Full customization with additional factors shows limited incremental value for predicting infant morbidity, mortality, and growth indicators, especially in term births.
Conclusions:
- Ultrasonography-based fetal weight references are essential for accurate perinatal size classification.
- While race/ethnicity adjustment is beneficial, the clinical utility of full customization for obstetric practice requires further investigation due to increased complexity and cost.
Abstract:
Reference tools based on birth weight percentiles at a given gestational week have long been used to define fetuses or infants that are small or large for their gestational ages. However, important deficiencies of the birth weight reference are being increasingly recognized. Overwhelming evidence indicates that an ultrasonography-based fetal weight reference should be used to classify fetal and newborn sizes during pregnancy and at birth, respectively. Questions have been raised as to whether further adjustments for race/ethnicity, parity, sex, and maternal height and weight are helpful to improve the accuracy of the classification. In this issue of the Journal, Carberry et al. (Am J Epidemiol. 2013;178(8):1301-1308) show that adjustment for race/ethnicity is useful, but that additional fine tuning for other factors (i.e., full customization) in the classification may not further improve the ability to predict infant morbidity, mortality, and other fetal growth indicators. Thus, the theoretical advantage of full customization may have limited incremental value for pediatric outcomes, particularly in term births. Literature on the prediction of short-term maternal outcomes and very long-term outcomes (adult diseases) is too scarce to draw any conclusions. Given that each additional variable being incorporated in the classification scheme increases complexity and costs in practice, the clinical utility of full customization in obstetric practice requires further testing.
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