TMS-EEG-derived excitation/inhibition ratio as a diagnostic biomarker for major depressive disorder
Ukharova, E.; O'Meeghan, I.; Granö, I.; Sathyan, S.; Iizuka, E.; Tillander, C.; Kainulainen, N.; Partanen, P.; Vesterinen, M.; Palva, S.; Palva, M. J.; Roine, T.; Gogulski, J.; Daskalakis, Z. J.; Blumberger, D. M.; Ilmoniemi, R. J.; Lioumis, P.
Show abstract
Major depressive disorder (MDD) is characterized by both physiological and psychological changes that impact daily function and quality of life. Despite advancements in treatment approaches, clinical outcomes remain variable, highlighting the need for reliable biomarkers to guide treatment selection and to monitor treatment responses. Transcranial magnetic stimulation combined with electroencephalography (TMS-EEG) allows for the characterization of local cortical excitation and inhibition through TMS-evoked potentials (TEPs). However, interindividual variability and various artifacts have previously limited the utility of TEPs for biomarker development. We applied single-pulse TMS to the left dorsolateral prefrontal cortex (L-DLPFC), and recorded EEG responses in 28 individuals with MDD and 8 healthy controls. An individualized mapping procedure identified stimulation sites and intensities that minimized artifacts and ensured early TEP (<60 ms) deflections exceeded the predefined threshold of 6 V. We quantified the ratio between the second and first peak-to-peak amplitudes of the TEP, as excitatory and inhibitory mechanisms have been identified to contribute to these peaks. The TEP peak ratio differed significantly between MDD participants and healthy controls (p = 0.003), and correlated with depression symptom severity quantified with the Quick Inventory of Depressive Symptomatology Self-Report (r = 0.459, p < 0.05), Ruminative Response Scale (r = 0.656, p < 0.001), Patient Health Questionnaire (r = 0.368, p < 0.05), and Positive Valence Systems Scale (r = 0.332, p < 0.05). These correlations were not observed when an anatomy-based targeting method (Beam F3) was applied with the conventional stimulation intensity of 120% of the resting motor threshold. Our findings highlight the utility of a novel individualised mapping technique in capturing high-quality early TEPs through a real-time EEG readout for minimisation of artifacts and ensuring a minimum TMS-evoked response. The altered TEP peak ratio adds to the growing body of evidence that the excitation/inhibition imbalance plays a role in MDD neurophysiology and serves as a promising candidate biomarker that warrants further investigation.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
Similar papers in this journal
- Enhanced network synchronization connectivity following transcranial direct current stimulation (tDCS) in bipolar depression: effects on EEG oscillations and deep learning-based predictors of clinical remission 95%
- Effects of bilateral sequential theta-burst stimulation on functional connectivity in treatment-resistant depression: first results 95%
- Trait repetitive negative thinking in depression is associated with functional connectivity in negative thinking state rather than resting state 95%
Similar papers in this journal
- Transferability of cathodal tDCS effects from the primary motor to the dorsolateral prefrontal cortex: a multimodal TMS-EEG study 94%
- tDCS induced GABA change is associated with the simulated electric field in M1, an effect mediated by grey matter volume in the MRS voxel 94%
- TMS-induced modulation of brain networks and its associations to rTMS treatment for depression: a concurrent fMRI-EEG-TMS study 94%
Similar papers in this journal
- Transcranial Direct Current Stimulation to Modulate fMRI Drug Cue Reactivity in Methamphetamine Users: A Randomized Clinical Trial 95%
- The Role of the Dorsolateral Prefrontal Cortex in Ego Dissolution and Emotional Arousal During the Psychedelic State 95%
- Multimodal fusion of structural and functional brain imaging in depression using linked independent component analysis 94%
Similar papers in this journal
- A Randomised, Double-Blind, Sham-Controlled Trial of Deep Brain Stimulation of the Bed Nucleus of the Stria Terminalis for Treatment-Resistant Obsessive-Compulsive Disorder 96%
- Targeting the prefrontal-supplementary motor network in obsessive-compulsive disorder with intensified electrical stimulation in two dosages: A randomized, controlled trial 94%
- Importance of test-retest reliability for promoting fMRI based screening and intervention in major depressive disorder 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.