Machine learning in electroconvulsive therapy: A systematic review
RM Lundin, VP Falcao, S Kannangara… - The Journal of …, 2024 - journals.lww.com
Despite years of research, we are still not able to reliably predict who might benefit from
electroconvulsive therapy (ECT) treatment. As we exhaust what is possible using traditional …
electroconvulsive therapy (ECT) treatment. As we exhaust what is possible using traditional …
Personalized diagnosis and treatment for neuroimaging in depressive disorders
Depressive disorders are highly heterogeneous in nature. Previous studies have not been
useful for the clinical diagnosis and prediction of outcomes of major depressive disorder …
useful for the clinical diagnosis and prediction of outcomes of major depressive disorder …
Usefulness of Hamilton rating scale for depression subset scales and full versions for electroconvulsive therapy
C Fenton, DM McLoughlin - PLoS One, 2021 - journals.plos.org
Objectives We investigated the predictive value of subset scales and full versions of the
Hamilton Rating Scale for Depression (HAMD) for therapeutic outcomes in ECT. Methods …
Hamilton Rating Scale for Depression (HAMD) for therapeutic outcomes in ECT. Methods …
Serum mature BDNF level is associated with remission following ECT in treatment-resistant depression
M Psomiades, M Mondino, F Galvão, N Mandairon… - Brain Sciences, 2022 - mdpi.com
The search for a biological marker predicting the future failure or success of
electroconvulsive therapy (ECT) remains highly challenging for patients with treatment …
electroconvulsive therapy (ECT) remains highly challenging for patients with treatment …
[HTML][HTML] Individual prediction of remission based on clinical features following electroconvulsive therapy: a machine learning approach
K Nakajima, A Takamiya, T Uchida… - The Journal of …, 2022 - legacy.psychiatrist.com
Objective: Previous prediction models for electroconvulsive therapy (ECT) responses have
predominantly been based on neuroimaging data, which has precluded widespread …
predominantly been based on neuroimaging data, which has precluded widespread …
Development and validation of a multimodal neuroimaging biomarker for electroconvulsive therapy outcome in depression: a multicenter machine learning analysis
BackgroundElectroconvulsive therapy (ECT) is the most effective intervention for patients
with treatment resistant depression. A clinical decision support tool could guide patient …
with treatment resistant depression. A clinical decision support tool could guide patient …
Functional connectivity changes between amygdala and prefrontal cortex after ECT are associated with improvement in distinct depressive symptoms
AK Domke, M Hempel, C Hartling, A Stippl… - European Archives of …, 2023 - Springer
Electroconvulsive therapy (ECT) is one of the most effective treatments for treatment-
resistant depression. However, the underlying mechanisms of action are not yet fully …
resistant depression. However, the underlying mechanisms of action are not yet fully …
Investigation of Neurofunctional Changes Over the Course of Electroconvulsive Therapy
R Gruzman, C Hartling, AK Domke… - International Journal …, 2023 - academic.oup.com
Background Electroconvulsive therapy (ECT) is an effective treatment for patients suffering
from depression. Yet the exact neurobiological mechanisms underlying the efficacy of ECT …
from depression. Yet the exact neurobiological mechanisms underlying the efficacy of ECT …
Predictors of Response to Electroconvulsive Therapy in Major Depressive Disorder: A Review of Recent Research Findings
A Baminiwatta, V Menon - Current Behavioral Neuroscience Reports, 2024 - Springer
Abstract Purpose of Review In the context of the current global move towards precision
medicine, considering the adverse effects, costs and efficacy limitations of electroconvulsive …
medicine, considering the adverse effects, costs and efficacy limitations of electroconvulsive …
Neuroimaging Prior to ECT: Time to Reconsider?
AS Aloysi, M Majeske, L Soleimani, R Banerjee… - The Journal of …, 2023 - journals.lww.com
Electroconvulsive therapy (ECT) has been practiced for more than 8 decades, and yet, the
long-standing debate regarding the pros and cons of obtaining screening neuroimaging …
long-standing debate regarding the pros and cons of obtaining screening neuroimaging …