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A Structural Connectivity Approach to Validate a Model-based Technique for the Segmentation of the Pulvinar Complex
Srijata Chakravorti1, Victoria L Morgan2, Paula Trujillo-Diaz3
1Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN, USA.
This study validates a new method for segmenting the pulvinar, a key brain region, using MRI scans. The technique accurately identifies the pulvinar by its strong connections to the hippocampus.
Area of Science:
- Neuroimaging
- Neuroanatomy
- Computational Neuroscience
Background:
- The pulvinar, a higher-order thalamic nucleus, plays a crucial role in information gating to the cortex.
- Dysfunction of the pulvinar is implicated in various neurological disorders, necessitating accurate segmentation in clinical imaging.
- Previous segmentation models were based on limited healthy subject data and high-resolution scans.
Purpose of the Study:
- To validate a previously proposed active shape model for pulvinar segmentation on clinically acquired MRI data.
- To assess the reliability of the segmentation method in a larger cohort of healthy volunteers.
- To leverage the known strong white matter connections between the pulvinar and hippocampus for validation.
Main Methods:
- Acquired T1-weighted and diffusion MRI data from 43 healthy volunteers using a clinical 3T scanner.
- Applied an active shape model segmentation to T1-weighted images to delineate intrathalamic nuclei.
- Calculated hippocampal-thalamic connectivity maps from diffusion MRI data.
Main Results:
- The active shape model segmentation consistently localized the pulvinar within regions of high hippocampal structural connectivity.
- The method demonstrated reliability in segmenting the pulvinar on clinically acquired MRI data.
- Results support the use of hippocampal connectivity as a validation metric for pulvinar segmentation.
Conclusions:
- The proposed active shape model segmentation method is reliable for identifying the pulvinar in clinical MRI scans.
- Leveraging structural connectivity, particularly with the hippocampus, provides a robust validation strategy for thalamic nuclei segmentation.
- This validated method can be extended to other thalamic nuclei and applied to broader clinical populations.
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