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Network Analysis of the Default Mode Network Using Functional Connectivity MRI in Temporal Lobe Epilepsy
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From static to temporal network theory: Applications to functional brain connectivity.

William Hedley Thompson1, Per Brantefors1, Peter Fransson1

  • 1Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.

Network Neuroscience (Cambridge, Mass.)
|June 19, 2018
PubMed
Summary
This summary is machine-generated.

This study introduces temporal network theory for analyzing brain connectivity dynamics. It provides tools to quantify brain activity fluctuations, enhancing network neuroscience research.

Keywords:
Dynamic functional connectivityFunctional connectomeResting-stateTemporal network theoryTemporal networks

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Area of Science:

  • Neuroscience
  • Network Science
  • Data Science

Background:

  • Network neuroscience studies brain connectomes.
  • Examining temporal dynamics of brain network activity is a growing area.
  • Existing methods for brain connectivity fluctuations are limited.

Purpose of the Study:

  • Introduce temporal network theory and its measures.
  • Apply these measures to resting-state fMRI data.
  • Illustrate the utility of temporal network theory in neuroscience.

Main Methods:

  • Description of temporal network theory tenets and measures.
  • Application of temporal network measures to resting-state fMRI data.
  • Utilized the Python package Teneto for analysis.

Main Results:

  • Demonstrated the application of temporal network theory to fMRI data.
  • Provided a framework for interpreting temporal network measures in the brain.
  • Made temporal network analysis tools publicly available.

Conclusions:

  • Temporal network theory offers a novel approach to understand dynamic brain connectivity.
  • The study provides practical tools (Teneto package) for researchers.
  • This work bridges temporal network theory and network neuroscience.