Cluster Confidence Index: A Streamline‐Wise Pathway Reproducibility Metric for Diffusion‐Weighted MRI Tractography

Abstract

Diffusion‐weighted magnetic resonance imaging tractography can be used to create models of white matter fascicles. Anatomical and pathological variability between subjects can drastically alter the tractography output, so standardizing results across a cohort is nontrivial. Furthermore, tractography methods have inherently low reproducibility due to stochasticity (for probabilistic methods) and subjective decisions, since the final fascicle model often requires a manual intervention step performed by an expert human operator to control both outliers and systematic false‐positive pathways, as defined by prior knowledge of anatomy.

Document Details

Document Type
Pub Defense Publication
Publication Date
Sep 21, 2017
Source ID
10.1111/jon.12467

Entities

People

  • Anisha Keshavan
  • Bagrat Amirbekian
  • Kesshi M Jordan
  • Roland G. Henry

Organizations

  • National Institutes of Health
  • United States Department of Defense
  • University of California, San Francisco

Tags

Fields of Study

  • Medicine

Readers

  • Adaptive Control and Estimation with Uncertainty in Dynamic Systems.
  • Neuroscience
  • Regression Analysis.