The revolution of personalized psychiatry: will technology make it happen sooner?

Rapid evidence review of the comparative effectiveness, harms, and cost-effectiveness of pharmacogenomics-guided antidepressant treatment versus usual care for major depressive disorder

(2017) Kimberly Peterson et al.   PSYCHOPHARMACOLOGY

Functional neuroimaging of high-risk 6-month-old infants predicts a diagnosis of autism at 24 months of age

(2017) Robert W. Emerson et al.   Science Translational Medicine

Building a genetic risk model for bipolar disorder from genome-wide association data with random forest algorithm

(2017) Li-Chung Chuang et al.   Scientific Reports

Identifying a clinical signature of suicidality among patients with mood disorders: A pilot study using a machine learning approach

(2016) Ives Cavalcante Passos et al.   JOURNAL OF AFFECTIVE DISORDERS

Mental disorders of known aetiology and precision medicine in psychiatry: a promising but neglected alliance

(2016) D. Fraguas et al.   PSYCHOLOGICAL MEDICINE

A study of wrist-worn activity measurement as a potential real-world biomarker for late-life depression

(2016) J. T. O'Brien et al.   PSYCHOLOGICAL MEDICINE

Quantifying Risk for Anxiety Disorders in Preschool Children: A Machine Learning Approach

(2016) Kimberly L. H. Carpenter et al.   PLoS One

Plasma Metabolites Predict Severity of Depression and Suicidal Ideation in Psychiatric Patients-A Multicenter Pilot Analysis

(2016) Daiki Setoyama et al.   PLoS One

A Clinical Perspective on the Relevance of Research Domain Criteria in Electronic Health Records

(2015) Thomas H. McCoy et al.   AMERICAN JOURNAL OF PSYCHIATRY

Validation of Electronic Health Record Phenotyping of Bipolar Disorder Cases and Controls

(2015) Victor M. Castro et al.   AMERICAN JOURNAL OF PSYCHIATRY

Smartphone data as an electronic biomarker of illness activity in bipolar disorder

(2015) Maria Faurholt-Jepsen et al.   BIPOLAR DISORDERS

A machine learning approach using auditory odd-ball responses to investigate the effect of Clozapine therapy

(2015) Maryam Ravan et al.   CLINICAL NEUROPHYSIOLOGY

DEVELOPMENT AND VALIDATION OF A RISK-PREDICTION ALGORITHM FOR THE RECURRENCE OF PANIC DISORDER

(2015) Yan Liu et al.   DEPRESSION AND ANXIETY

Utilizing Smartphones as an Effective Way to Support Patients with Bipolar Disorder: Results of the Monarca Study

(2015) C. Haring et al.   EUROPEAN PSYCHIATRY

Smartphones in Mental Health: Detecting Depressive and Manic Episodes

(2015) Venet Osmani   IEEE PERVASIVE COMPUTING

Machine learning approaches for integrating clinical and imaging features in late-life depression classification and response prediction

(2015) Meenal J. Patel et al.   INTERNATIONAL JOURNAL OF GERIATRIC PSYCHIATRY

Prediction of remission in obsessive compulsive disorder using a novel machine learning strategy

(2015) Kathleen D. Askland et al.   INTERNATIONAL JOURNAL OF METHODS IN PSYCHIATRIC RESEARCH

Altered anatomical patterns of depression in relation to antidepressant treatment: Evidence from a pattern recognition analysis on the topological organization of brain networks

(2015) Jiaolong Qin et al.   JOURNAL OF AFFECTIVE DISORDERS

Genetics and genomics of psychiatric disease

(2015) D. H. Geschwind et al.   SCIENCE

Mood instability is a common feature of mental health disorders and is associated with poor clinical outcomes

(2015) R. Patel et al.   BMJ Open

Predicting Treatment Response to Cognitive Behavioral Therapy in Panic Disorder With Agoraphobia by Integrating Local Neural Information

(2015) Tim Hahn et al.   JAMA Psychiatry

Predicting long-term outcome of Internet-delivered cognitive behavior therapy for social anxiety disorder using fMRI and support vector machine learning

(2015) K N T Månsson et al.   Translational Psychiatry

Predictors of treatment response in young people at ultra-high risk for psychosis who received long-chain omega-3 fatty acids

(2015) G P Amminger et al.   Translational Psychiatry

Machine learning applications in cancer prognosis and prediction

(2015) Konstantina Kourou et al.   Computational and Structural Biotechnology Journal

Electronic Medical Record: A Balancing Act of Patient Safety Privacy Health Care Delivery

(2014) Sriharsha Gummadi et al.   AMERICAN JOURNAL OF THE MEDICAL SCIENCES

Optimization of anemia treatment in hemodialysis patients via reinforcement learning

(2014) Pablo Escandell-Montero et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

USE OF LARGE DATA SETS AND THE FUTURE OF PERSONALIZED TREATMENT

(2014) Roy H. Perlis   DEPRESSION AND ANXIETY

Brainstem abnormalities in attention deficit hyperactivity disorder support high accuracy individual diagnostic classification

(2014) Blair A. Johnston et al.   HUMAN BRAIN MAPPING

Soft Microfluidic Assemblies of Sensors, Circuits, and Radios for the Skin

(2014) S. Xu et al.   SCIENCE

New Measures of Mental State and Behavior Based on Data Collected From Sensors, Smartphones, and the Internet

(2014) Tasha Glenn et al.   Current Psychiatry Reports

Big Data Analysis Using Modern Statistical and Machine Learning Methods in Medicine

(2014) Changwon Yoo et al.   International Neurourology Journal

Personalized medicine in psychiatry: problems and promises

(2013) Uzoezi Ozomaro et al.   BMC Medicine

A machine learning approach using EEG data to predict response to SSRI treatment for major depressive disorder

(2013) Ahmad Khodayari-Rostamabad et al.   CLINICAL NEUROPHYSIOLOGY

Characteristics and profiles of bipolar I patients according to age-at-onset: Findings from an admixture analysis

(2013) Jean-Michel Azorin et al.   JOURNAL OF AFFECTIVE DISORDERS

Predicting Drug–Target Interactions Using Probabilistic Matrix Factorization

(2013) Murat Can Cobanoglu et al.   Journal of Chemical Information and Modeling

The potential of biomarkers in psychiatry: focus on proteomics

(2013) Izabela Sokolowska et al.   JOURNAL OF NEURAL TRANSMISSION

Smart wearable systems: Current status and future challenges

(2012) Marie Chan et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Personalized medicine in psychiatry: New technologies and approaches

(2012) Jorge A. Costa e Silva   METABOLISM-CLINICAL AND EXPERIMENTAL

Person-centred medicine and mental health

(2012) L. Salvador-Carulla et al.   Epidemiology and Psychiatric Sciences

Use of machine learning to shorten observation-based screening and diagnosis of autism

(2012) D P Wall et al.   Translational Psychiatry

The age of the “ome”: Genome, transcriptome and proteome data set collection and analysis

(2011) Amanda J. Myers   BRAIN RESEARCH BULLETIN

Towards long term monitoring of electrodermal activity in daily life

(2011) Cornelia Kappeler-Setz et al.   Personal and Ubiquitous Computing

Using electronic medical records to enable large-scale studies in psychiatry: treatment resistant depression as a model

(2011) R. H. Perlis et al.   PSYCHOLOGICAL MEDICINE

Artificial Neural Network Model for the Prediction of Obsessive-Compulsive Disorder Treatment Response

(2009) Giuliana Salomoni et al.   JOURNAL OF CLINICAL PSYCHOPHARMACOLOGY