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Individual identification and individual variability analysis based on cortical folding features in developing infant
Dingna Duan1,2, Shunren Xia1, Islem Rekik3,4
1Key Laboratory of Biomedical Engineering of Ministry of Education, Zhejiang University, Hangzhou, Zhejiang, China.
Infant brain cortical folding patterns are unique, acting as a fingerprint for individual identification, even in twins. This variability is key to understanding brain development and neurodevelopmental disorders.
Area of Science:
- Neuroscience
- Developmental Biology
- Medical Imaging
Background:
- Cortical folding exhibits significant individual variability during early brain development.
- Understanding this variability is crucial for diagnosing neurodevelopmental disorders.
- The potential of cortical folding as an individual identifier has not been fully explored.
Purpose of the Study:
- To determine if neonatal cortical folding patterns can uniquely identify individuals.
- To identify brain regions with high individual variability in cortical folding.
- To assess if cortical folding can distinguish between twins, including monozygotic pairs.
Main Methods:
- Analysis of cortical folding features (mean curvature, average convexity, sulcal depth) from 1,141 longitudinal MRI scans of 472 neonates.
- Development of an individual identification model based on these features.
- Comparative analysis of cortical folding patterns in twins.
Main Results:
- 100% accuracy in identifying individuals at 1 and 2 years old using neonatal cortical folding features.
- High identification capability and variability observed in high-order association cortices (prefrontal, temporal, parietal) and specific unimodal cortices.
- Accurate individual identification of monozygotic twins, with some regions showing less difference between them than between dizygotic twins.
Conclusions:
- Neonatal cortical folding patterns serve as a reliable biometric 'fingerprint' for individual identification.
- Specific cortical regions exhibit significant individual variability, contributing to identification accuracy.
- Cortical folding patterns are unique even in genetically identical twins, offering insights into developmental uniqueness.
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