[HTML][HTML] Prognosis and improved outcomes in major depression: a review
C Kraus, B Kadriu, R Lanzenberger… - Translational …, 2019 - nature.com
Abstract Treatment outcomes for major depressive disorder (MDD) need to be improved.
Presently, no clinically relevant tools have been established for stratifying subgroups or …
Presently, no clinically relevant tools have been established for stratifying subgroups or …
Applications of machine learning algorithms to predict therapeutic outcomes in depression: a meta-analysis and systematic review
Y Lee, RM Ragguett, RB Mansur, JJ Boutilier… - Journal of affective …, 2018 - Elsevier
Background No previous study has comprehensively reviewed the application of machine
learning algorithms in mood disorders populations. Herein, we qualitatively and …
learning algorithms in mood disorders populations. Herein, we qualitatively and …
The promise of machine learning in predicting treatment outcomes in psychiatry
For many years, psychiatrists have tried to understand factors involved in response to
medications or psychotherapies, in order to personalize their treatment choices. There is …
medications or psychotherapies, in order to personalize their treatment choices. There is …
[HTML][HTML] Brain-derived neurotrophic factor and mental disorders
CC Lin, TL Huang - Biomedical Journal, 2020 - Elsevier
Brain-derived neurotrophic factor (BDNF) is a neurotrophin that modulates neuroplasticity in
the brain, and is one of the most widely investigated molecule in psychiatric disorders. The …
the brain, and is one of the most widely investigated molecule in psychiatric disorders. The …
[HTML][HTML] A deep learning approach for predicting antidepressant response in major depression using clinical and genetic biomarkers
In the wake of recent advances in scientific research, personalized medicine using deep
learning techniques represents a new paradigm. In this work, our goal was to establish deep …
learning techniques represents a new paradigm. In this work, our goal was to establish deep …
Results of the European Group for the Study of Resistant Depression (GSRD)—basis for further research and clinical practice
Objectives: The overview outlines two decades of research from the European Group for the
Study of Resistant Depression (GSRD) that fundamentally impacted evidence-based …
Study of Resistant Depression (GSRD) that fundamentally impacted evidence-based …
[HTML][HTML] Precision psychiatry applications with pharmacogenomics: artificial intelligence and machine learning approaches
A growing body of evidence now suggests that precision psychiatry, an interdisciplinary field
of psychiatry, precision medicine, and pharmacogenomics, serves as an indispensable …
of psychiatry, precision medicine, and pharmacogenomics, serves as an indispensable …
Challenges and future prospects of precision medicine in psychiatry
M Manchia, C Pisanu, A Squassina… - Pharmacogenomics …, 2020 - Taylor & Francis
Precision medicine is increasingly recognized as a promising approach to improve disease
treatment, taking into consideration the individual clinical and biological characteristics …
treatment, taking into consideration the individual clinical and biological characteristics …
Deep learning for the prediction of treatment response in depression
L Squarcina, FM Villa, M Nobile, E Grisan… - Journal of affective …, 2021 - Elsevier
Background Mood disorders are characterized by heterogeneity in severity, symptoms and
treatment response. The possibility of selecting the correct therapy on the basis of patient …
treatment response. The possibility of selecting the correct therapy on the basis of patient …
Administration of ketamine for unipolar and bipolar depression
C Kraus, U Rabl, T Vanicek, L Carlberg… - … journal of psychiatry …, 2017 - Taylor & Francis
Objective: Clinical trials demonstrated that ketamine exhibits rapid antidepressant efficacy
when administered in subanaesthetic dosages. We reviewed currently available literature …
when administered in subanaesthetic dosages. We reviewed currently available literature …