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HIP: Homotopic Individual Brain Parcellation with Dynamic Threshold Region Growing
We developed a new method for creating individualized brain maps that maintain symmetry between brain hemispheres. This approach improves the accuracy of brain atlases for personalized medicine and research.
Area of Science:
- Neuroimaging
- Computational Neuroscience
- Brain Mapping
Background:
- Brain organization is understood through regional mapping, essential for function and organization analysis.
- Existing group atlases miss individual differences, while individual atlases lack hemisphere symmetry, hindering personalized analyses.
- Interhemispheric homotopic correspondence is crucial for understanding brain lateralization and function.
Purpose of the Study:
- To introduce a novel homotopic individual brain parcellation (HIP) method.
- To enhance interhemispheric correspondence in individual brain atlases.
- To improve the accuracy and reliability of individualized brain mapping.
Main Methods:
- Developed a homotopic individual brain parcellation (HIP) algorithm using dynamic threshold region growing.
- Utilized a reference atlas for seed selection and incorporated a homotopic weight term for interhemispheric alignment.
- Employed dynamic thresholding to optimize parcel boundaries and functional homogeneity.
Main Results:
- HIP generated highly reproducible brain atlases with superior functional homogeneity and clustering performance compared to existing methods.
- Ablation studies confirmed the significant contributions of the homotopic weight and dynamic thresholding components.
- The method demonstrated effectiveness across multiple cortical and subcortical atlases.
Conclusions:
- HIP provides a robust and precise method for creating individualized brain parcellations.
- The approach successfully captures individual variability while ensuring interhemispheric homotopic correspondence.
- HIP supports personalized brain imaging analysis, prediction, and clinical diagnosis.
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