The application of machine learning in depression

J Dong, W Wei, K Wu, N Ni, C WANG… - Advances in …, 2020 - journal.psych.ac.cn
Because of the lack of disease awareness in depressed patients and the lack of early
screening methods, most patients had developed to major depressive disorder when they …

DE-CGAN: Boosting rTMS Treatment Prediction with Diversity Enhancing Conditional Generative Adversarial Networks

M Squires, X Tao, S Elangovan, R Gururajan… - arXiv preprint arXiv …, 2024 - arxiv.org
Repetitive Transcranial Magnetic Stimulation (rTMS) is a well-supported, evidence-based
treatment for depression. However, patterns of response to this treatment are inconsistent …

Task-modulated brain activity predicts antidepressant responses of prefrontal repetitive transcranial magnetic stimulation: a randomized sham-control study

CT Li, CM Cheng, CH Juan, YC Tsai… - Chronic …, 2021 - journals.sagepub.com
Background Prolonged intermittent theta-burst stimulation (piTBS) and repetitive transcranial
magnetic stimulation (rTMS) are effective antidepressant interventions for major depressive …

Resting-state electroencephalographic functional network alterations in major depressive disorder following magnetic seizure therapy

AT Hill, R Zomorrodi, I Hadas, F Farzan… - Progress in Neuro …, 2021 - Elsevier
Magnetic seizure therapy (MST) is emerging as a safe and well-tolerated experimental
intervention for major depressive disorder (MDD), with very minimal cognitive side-effects …

Face recognition brain functional connectivity in patients with major depression: a brain source localization study by ERP

L Lei, Y Zhang, X Song, P Liu, Y Wen, A Zhang… - Frontiers in …, 2021 - frontiersin.org
Objective: Patients with major depressive disorder (MDD) presents with face recognition
defects. These defects negatively affect their social interactions. However, the cause of these …

Non-invasive brain stimulation to treat cognitive symptoms of Parkinson's disease

I Rektorova, R Biundo - Parkinsonism & Related Disorders, 2019 - prd-journal.com
Transcranial non-invasive brain stimulation (NIBS) techniques include particularly repetitive
transcranial magnetic stimulation (rTMS) and transcranial direct current stimulation (tDCS) …

Altered electroencephalography resting state network coherence in remitted MDD

KL Ray, NR Griffin, J Shumake, A Alario, JJB Allen… - Brain Research, 2023 - Elsevier
Individuals with remitted depression are at greater risk for subsequent depression and
therefore may provide a unique opportunity to understand the neurophysiological correlates …

Resting-state EEG delta and alpha power predict response to cognitive behavioral therapy in depression: A Canadian biomarker integration network for depression …

B Schwartzmann, LC Quilty, P Dhami, R Uher… - Scientific reports, 2023 - nature.com
Cognitive behavioral therapy (CBT) is often recommended as a first-line treatment in
depression. However, access to CBT remains limited, and up to 50% of patients do not …

Home-based transcranial direct current stimulation (tDCS) in major depressive disorder: enhanced network synchronization with active relative to sham and deep …

W Xiao, JC Moncy, RD Woodham, S Selvaraj, N Lajmi… - medRxiv, 2024 - medrxiv.org
Aim: To investigate neural oscillatory networks in major depressive disorder (MDD), effects
of home-based transcranial direct current stimulation (tDCS) treatment, and potential …

Conditioning to enhance the effects of repetitive transcranial magnetic stimulation on experimental pain in healthy volunteers

L Proulx-Bégin, A Herrero Babiloni… - Frontiers in …, 2022 - frontiersin.org
Objective In this proof-of-concept study we sought to explore whether the combination of
conditioning procedure based on a surreptitious reduction of a noxious stimulus (SRPS) …