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A Tractography Analysis Framework Using Diffusion Maps to Study Thalamic Connectivity in Traumatic Brain Injury

Quantitative Methods 2025-10-21 v1

Abstract

Traumatic brain injury (TBI) disrupts thalamocortical connectivity, contributing to cognitive impairment and post-traumatic epilepsy (PTE). This study presents a novel tractography-based framework that leverages diffusion maps to capture microstructural and organizational changes in thalamic white matter pathways. By analyzing individual streamline characteristics, we identified significant associations between diffusion map embeddings and functional outcomes (GOSE scores), highlighting potential biomarkers for injury severity and recovery trajectories. Our findings suggest that fine-grained geometric features of white matter tracts may provide a more sensitive marker for TBI-related alterations.

Keywords

Cite

@article{arxiv.2510.17273,
  title  = {A Tractography Analysis Framework Using Diffusion Maps to Study Thalamic Connectivity in Traumatic Brain Injury},
  author = {Akul Sharma and Anand A. Joshi and Richard M. Leahy},
  journal= {arXiv preprint arXiv:2510.17273},
  year   = {2025}
}

Comments

Comments: 6 pages, 1 figure. Submitted and Accepted to IEEE Engineering in Medicine and Biology Conference (EMBC) 2025

R2 v1 2026-07-01T06:47:02.635Z