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Updated: Jul 13, 2026

Non-invasive Optical Measurement of Cerebral Metabolism and Hemodynamics in Infants
Published on: March 14, 2013
Clinical-functional correlation with brain volumetry in severe perinatal asphyxia: a case report
Juan Pablo Velasquez-Minoli1,2, Natalia Cardona-Ramirez3, Hernan Felipe Garcia-Arias3,4
1Automatic Research Group, Universidad Tecnológica de Pereira, Pereira, Colombia.
This study uses 3D machine learning to analyze hypoxic-ischemic encephalopathy (HIE) in infants, revealing subtle brain changes and their link to neurodevelopmental outcomes. Advanced imaging is crucial for detecting these HIE-related alterations.
Area of Science:
- Neurology
- Medical Imaging
- Machine Learning
Background:
- Hypoxic-ischemic encephalopathy (HIE) affects deep grey matter, basal ganglia, and white matter in newborns.
- Modeling HIE in neonates is complex due to intensity variability.
- This study evaluates functional measurements and 3D machine learning models for HIE assessment.
Observation:
- A term infant with perinatal asphyxia, low APGAR scores, and acidosis was analyzed.
- Longitudinal 3D brain data and machine learning models were used.
- Therapeutic interventions included neurodevelopmental therapies and epilepsy treatment.
Findings:
- 3D analysis revealed age-related volume decrease and increasing hemispheric asymmetry.
- Basal ganglia analysis showed increasing thalamus, caudate, and putamen asymmetry over time.
- Globus pallidus volume decreased over time.
Implications:
- Subtle basal ganglia and cerebellum changes in HIE require 3D volumetry for detection.
- Quantifying neurodevelopmental changes aids in understanding clinical implications.
- Neurophysiological evaluations can enhance neuroplasticity in children with neurological sequelae.
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