[HTML][HTML] Leveraging machine learning approaches for predicting antidepressant treatment response using electroencephalography (EEG) and clinical data
… In order to judge the performance of the ML classification algorithms, during the testing
phase, and using the learned models, we carried out response prediction on all patients by …
phase, and using the learned models, we carried out response prediction on all patients by …
The comparison of effectiveness of various potential predictors of response to treatment with SSRIs in patients with depressive disorder
M Bares, T Novak, M Brunovsky… - The Journal of …, 2017 - journals.lww.com
… convincing clinical predictor of response to antidepressant … consistently predicts clinical
response to various antidepressants, … of clinical factor and objective neurophysiologic parameter …
response to various antidepressants, … of clinical factor and objective neurophysiologic parameter …
Predicting treatment outcome in major depressive disorder using serotonin 4 receptor PET brain imaging, functional MRI, cognitive-, EEG-based, and peripheral …
K Köhler-Forsberg, A Jorgensen, VH Dam… - Frontiers in …, 2020 - frontiersin.org
… The aim of this study is to investigate antidepressant-free patients with MDD using … ,
cognitive, and clinical examinations and evaluate their ability to predict clinical response to SSRI …
cognitive, and clinical examinations and evaluate their ability to predict clinical response to SSRI …
Electroencephalographic biomarkers for treatment response prediction in major depressive illness: a meta-analysis
AS Widge, MT Bilge, R Montana… - American Journal of …, 2019 - Am Psychiatric Assoc
… -analysis of QEEG as a predictor of treatment response in depression. We cast a broad net,
… prediction of first clinical response to serotonergic and noradrenergic antidepressants using …
… prediction of first clinical response to serotonergic and noradrenergic antidepressants using …
Predicting treatment response using EEG in major depressive disorder: A machine-learning meta-analysis
D Watts, RF Pulice, J Reilly, AR Brunoni… - Translational …, 2022 - nature.com
… and clinical scales for defining clinical response and non-… in the use of neuroimaging and
neurophysiological markers as … model to predict rapid antidepressant response to ketamine in …
neurophysiological markers as … model to predict rapid antidepressant response to ketamine in …
Emotional faces processing in major depressive disorder and prediction of antidepressant treatment response: A NeuroPharm study
… we evaluated whether antidepressant treatment response was predicted by the interaction
effect between amygdala response and early life … Participant information and clinical response …
effect between amygdala response and early life … Participant information and clinical response …
… features to predict outcomes of antidepressant treatment in adults with depression: a prespecified secondary analysis of a randomized clinical trial
… are not only useful for predicting improvement in general but … to predict the treatment response
of antidepressant medications … for the prediction and the outcome of depression using the …
of antidepressant medications … for the prediction and the outcome of depression using the …
Predictors of clinical response after rTMS treatment of patients suffering from drug-resistant depression
… of antidepressants (clinical response after 3 … predict the clinical response in the care setting
that could be extremely useful in predicting the efficacy of rTMS treatment in routine clinical …
that could be extremely useful in predicting the efficacy of rTMS treatment in routine clinical …
Treatment response prediction in major depressive disorder using multimodal MRI and clinical data: secondary analysis of a randomized clinical trial
… Response to antidepressant treatment in major depressive … could predict early sertraline
response in patients with major … (week 1) clinical, neuroimaging, neurophysiological, and …
response in patients with major … (week 1) clinical, neuroimaging, neurophysiological, and …
Intrinsic brain network biomarkers of antidepressant response: a review
K Dunlop, A Talishinsky, C Liston - Current psychiatry reports, 2019 - Springer
… Our aim is to review recent studies that predict antidepressant response using intrinsic …
shown that greater baseline sgACC volume correlated with clinical response to CBT [69] and ECT …
shown that greater baseline sgACC volume correlated with clinical response to CBT [69] and ECT …