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Updated: Jul 12, 2026

Closed-Loop Neurostimulation for Biomarker-Driven, Personalized Treatment of Major Depressive Disorder
Published on: July 7, 2023
Increased aperiodic exponents track depressive symptom severity in refractory epilepsy
Mark R Libowitz1, Wendy Sun2, Rikki Rabinovich3
1Spencer Fox Eccles School of Medicine, University of Utah, Salt Lake City, Utah, USA; Department of Neurosurgery, Clinical Neurosciences Center, University of Utah, Salt Lake City, Utah, USA; Interdepartmental Program in Neuroscience, University of Utah, Salt Lake City, Utah, USA.
The aperiodic exponent in brain activity may serve as a biomarker for major depressive disorder symptom severity. This neurophysiological marker could guide personalized neuromodulation treatments for treatment-resistant depression.
Area of Science:
- Neuroscience
- Computational Psychiatry
Background:
- Major depressive disorder (MDD) is a leading cause of disability, with a significant portion of patients developing treatment-resistant disease.
- Current personalized neuromodulation approaches for MDD are hindered by the absence of objective, brain-based biomarkers for guiding treatment and monitoring symptoms.
- This study investigates the potential of the aperiodic exponent in intracranial electroencephalography (EEG) local field potentials as a neurophysiological marker for current depressive symptom severity.
Purpose of the Study:
- To determine if the aperiodic exponent of intracranial EEG local field potentials can serve as a neurophysiological marker for current depressive symptom severity in patients with major depressive disorder.
- To identify specific brain regions and networks where the aperiodic exponent correlates with depressive symptoms.
- To assess the utility of the aperiodic exponent in differentiating between minimal and elevated depressive symptom states.
Main Methods:
- Analysis of resting-state intracranial EEG data from 20 patients with refractory epilepsy undergoing invasive monitoring.
- Utilized over 1,800 intracranial contacts to sample distributed cortical and subcortical regions.
- Quantified depressive symptoms immediately before EEG recording using the Beck Depression Inventory-II (BDI-II).
Main Results:
- Aperiodic exponent effects were localized to frontolimbic and insular circuits, including the orbitofrontal cortex, anterior cingulate cortex, insula, and amygdala.
- Aperiodic exponents within large-scale salience and default-mode networks scaled continuously with depressive symptom burden.
- The whole-brain mean aperiodic exponent demonstrated significant discrimination between minimal and elevated depressive symptom status (AUC = 0.82) and tracked anhedonia within the salience network.
Conclusions:
- Intracranial aperiodic exponents represent a scalable and circuit-relevant biomarker for current depressive symptom burden in major depressive disorder.
- These findings suggest potential utility for biomarker-informed, individualized neuromodulation strategies in treating MDD.
- The aperiodic exponent offers a promising neurophysiological marker for objective assessment and personalized treatment of depression.
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