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Updated: Jan 13, 2026

Individualized rTMS Treatment for Depression using an fMRI-Based Targeting Method
Published on: August 2, 2021
Hierarchical Brain Dynamics Associated With Remission From Major Depression Across Diverse Therapeutic Modalities
Kazushi Shinagawa1, Jinichi Hirano2, Yuki Kobayashi2
1Department of Neuropsychiatry, School of Medicine, Keio University, Tokyo, Japan; Department of Information Medicine, National Institute of Neuroscience, National Center of Neurology and Psychiatry, Tokyo, Japan; Japan Society for the Promotion of Science, Tokyo, Japan.
Brain dynamics, or Metastates, show predictable patterns in individuals who recover from major depressive disorder (MDD). These changes in brain state transitions may serve as a universal biomarker for depression remission across different treatments.
Area of Science:
- Neuroscience
- Psychiatry
- Computational Biology
Background:
- Major depressive disorder (MDD) is a common disorder characterized by altered brain activity.
- Neural mechanisms of remission and common markers across treatments are not well understood.
- Temporal brain dynamics, or Metastates, may indicate individual differences in cognition.
Purpose of the Study:
- To investigate if Metastate dynamics differ based on remission status in MDD patients undergoing various treatments.
- To identify potential neural markers of remission independent of treatment type.
Main Methods:
- A multicenter observational study of 370 participants (229 with MDD, 141 controls).
- MDD cohort included participants receiving cognitive behavioral therapy, pharmacotherapy, electroconvulsive therapy, or repetitive transcranial magnetic stimulation.
- Resting-state fMRI data were analyzed to derive Metastate dynamics and compare remission status across treatment modalities.
Main Results:
- Two Metastates were identified: one linked to higher-order cognition and another to sensory/motor systems.
- Remitted participants showed increased predictability in Metastate transitions, supporting cognitive functions.
- Altered anti-correlation between default mode and executive networks accompanied this increased predictability.
Conclusions:
- MDD remission may involve reorganized hierarchical brain dynamics, particularly in cognitive control systems.
- Metastate dynamics show potential as a treatment-agnostic biomarker for depression remission.
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