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Using facial morphology traits related to attention problems in children to identify prenatal exposure history
Anna Shchetinina1, Xianjing Liu2,3, Natalie Slopen1
1Department of Social and Behavioral Sciences, https://ror.org/03vek6s52Harvard T.H. Chan School of Public Health, Boston, MA, USA.
Insights
Facial shape in children can indicate neurodevelopmental issues linked to prenatal exposures. Specific facial traits correlate with attention problems, offering insights into early development impacts.
Area of Science:
- Neurodevelopmental Biology
- Medical Imaging
- Genetics
Background:
- Brain development and facial morphology share embryonic origins.
- Prenatal exposures can impact neurodevelopment and potentially influence facial features.
Purpose of the Study:
- To investigate if facial parameters in children can reveal neurodevelopmental effects of prenatal exposures.
- To explore associations between facial morphology, child behavior, and prenatal factors.
Main Methods:
- Utilized AI and 3D facial imaging to analyze morphology in 2,779 children (9-10 years old).
- Examined correlations between facial traits and behavioral outcomes (internalizing, externalizing, attention problems).
- Assessed relationships between specific prenatal exposures (substances, micronutrients) and facial traits via regression analysis.
Main Results:
- A distinct facial trait (chin retrusion, nasal variation, asymmetry) strongly associated with attention problems.
- Higher prenatal vitamin D and folic acid linked to increased facial curvature.
- Prenatal tobacco smoking negatively associated with facial curvature.
Conclusions:
- Facial morphology may serve as a biomarker for neuroectodermal development disruptions.
- Facial analysis aids in understanding prenatal exposure impacts on neurodevelopment and behavior.
- Maternal smoking, vitamin D, and folic acid levels influence facial morphology, reflecting developmental origins.
Abstract:
Brain development and face morphology are related through underlying biological mechanisms, namely embryonic neuroectodermal processes. This study examined whether the facial parameters identified in children can help understand the neurodevelopmental impact of prenatal exposures on child behavior. We studied 9- to 10-year-old children of European descent from Generation R Study (N = 2,779) with three-dimensional face photographs. With an AI model of a 3D graph autoencoder, each facial shape was compressed into 200 traits representing facial morphology. We examined associations of traits with internalizing and externalizing behaviors and attention problems. Next, select prenatal substance and micronutrient exposures were related to facial traits using adjusted linear regression analyses. We identified a robust association between one specific facial trait and attention problem scores (β = -1.47, p = 0.038). This trait features chin retrusion, mild nasal contour variation, nose tip protrusion, and overall facial asymmetry. Higher prenatal vitamin D and folic acid concentrations were associated with more facial curvature (β = 0.0001, 95%CI: 0.00001 to 0.0002, p = 0.002; and β = 0.0003, 95%CI: 0.00002 to 0.0005, p = 0.03 accordingly), while prenatal tobacco smoking showed a negative association both until the mother became aware of pregnancy (β = -0.008, 95%CI: -0.0135 to -0.0014, p = 0.02) and throughout pregnancy (β = -0.006, 95%CI: -0.0113 to -0.0005, p = 0.03). Findings suggest that facial morphology may serve as a marker of impaired neuroectodermal development. Leveraging its association with attention problems enabled a robust examination of prenatal exposures' impact. The associations of maternal smoking, vitamin D, and folic acid concentrations with facial morphology provide insights into the origins of neurodevelopment.
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