Neural complexity EEG biomarkers of rapid and post-rapid ketamine effects in late-life treatment-resistant depression: a randomized control trial
In older adults with treatment‑resistant depression, a single sub‑anaesthetic ketamine infusion produced transient increases in EEG neural complexity (Lempel‑Ziv complexity and multiscale entropy) 30 minutes post‑infusion and subsequent reductions in MSE at later post‑rapid timepoints. These time‑varying, system‑wide complexity changes — detectable beyond the gamma oscillation window — suggest neural complexity is a promising non‑linear, amplitude‑independent biomarker of ketamine’s cortical effects, although it did not predict clinical improvement.
Authors
- Sanjay Mathew
- Lauren Averill
- Brittany O'Brien
Published
Abstract
Ketamine is an effective intervention for treatment-resistant depression (TRD), including late-in-life (LL-TRD). The proposed mechanism of antidepressant effects of ketamine is a glutamatergic surge, which can be measured by electroencephalogram (EEG) gamma oscillations. Yet, non-linear EEG biomarkers of ketamine effects such as neural complexity are needed to capture broader systemic effects, represent the level of organization of synaptic communication, and elucidate mechanisms of action for treatment responders. In a secondary analysis of a randomized control trial, we investigated two EEG neural complexity markers (Lempel-Ziv complexity [LZC] and multiscale entropy [MSE]) of rapid (baseline to 240 min) and post-rapid ketamine (24 h and 7 days) effects after one 40-min infusion of IV ketamine or midazolam (active control) in 33 military veterans with LL-TRD. We also studied the relationship between complexity and Montgomery-Åsberg Depression Rating Scale score change at 7 days post-infusion. We found that LZC and MSE both increased 30 min post-infusion, with effects not localized to a single timescale for MSE. Post-rapid effects of reduced complexity with ketamine were observed for MSE. No relationship was observed between complexity and reduction in depressive symptoms. Our findings support the hypothesis that a single sub-anesthetic ketamine infusion has time-varying effects on system-wide contributions to the evoked glutamatergic surge in LL-TRD. Further, changes to complexity were observable outside the time-window previously shown for effects on gamma oscillations. These preliminary results have clinical implications in providing a functional marker of ketamine that is non-linear, amplitude-independent, and represents larger dynamic properties, providing strong advantages over linear measures in highlighting ketamine’s effects.
Research Summary of 'Neural complexity EEG biomarkers of rapid and post-rapid ketamine effects in late-life treatment-resistant depression: a randomized control trial'
Introduction
Treatment-resistant depression (TRD), typically defined as failure to respond to two or more adequate antidepressant trials, remains a major clinical problem across the lifespan. Ketamine, an N-methyl-D-aspartate receptor (NMDAR) antagonist, has emerged as an effective non-monoaminergic treatment for TRD, with proposed antidepressant mechanisms that include a transient glutamatergic surge, modulation of excitatory/inhibitory (E/I) balance, release of brain-derived neurotrophic factor (BDNF) and activation of mTOR pathways. Prior electroencephalogram (EEG) studies have used gamma-band oscillations as a proxy for ketamine’s glutamatergic effects, but gamma is a linear measure and may not capture broader, system-level changes in neural communication that could underpin antidepressant response in late-life TRD (LL-TRD). Murphy and colleagues sought to evaluate non-linear EEG biomarkers of ketamine’s rapid and post-rapid effects in LL-TRD. Specifically, they performed a secondary analysis of a randomised controlled trial comparing a single 40-minute intravenous ketamine infusion (multiple dose arms) with an active psychoactive control (midazolam), using two complementary complexity measures—Lempel–Ziv complexity (LZC), which indexes signal randomness, and multiscale entropy (MSE), which quantifies signal regularity across temporal scales. The primary aim was to test whether subanesthetic ketamine increases complexity in rapid (baseline to 240 min) and post-rapid (24 h and 7 days) windows relative to midazolam, and to examine relationships between complexity changes and clinical outcome (MADRS change at day 7).
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Study Details
- Study Typeindividual
- Journal
- Compound
- Topics
- Authors
- APA Citation
Murphy, N., Tamman, A. J. F., Lijffijt, M., Amarneh, D., Iqbal, S., Swann, A., Averill, L. A., O’Brien, B., & Mathew, S. J. (2023). Neural complexity EEG biomarkers of rapid and post-rapid ketamine effects in late-life treatment-resistant depression: a randomized control trial. Neuropsychopharmacology, 48(11), 1586-1593. https://doi.org/10.1038/s41386-023-01586-4
References (5)
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