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List of works by Nikolaos Koutsouleris

174.4 Using Machine Learning to Predict Outcomes in Psychosis.

scientific article

29.4 IMPLEMENTING PRECISION PSYCHIATRY FOR THE EARLY RECOGNITION OF ADVERSE OUTCOMES IN PSYCHOSES: FINDINGS FROM THE PRONIA STUDY

5.4 INDIVIDUALIZED PREDICTION OF FUNCTIONAL OUTCOMES IN SCHIZOPHRENIA PATIENTS IN RESPONSE TO NEURO-COGNITIVE INTERVENTION: A MACHINE LEARNING ANALYSIS

scholarly article by Lana Kambeitz-Ilankovic et al published 9 April 2019 in Schizophrenia Bulletin

A Multidimensional Neural Maturation Index Reveals Reproducible Developmental Patterns in Children and Adolescents

scientific article published on 02 January 2020

A Pattern of Cognitive Deficits Stratified for Genetic and Environmental Risk Reliably Classifies Patients With Schizophrenia From Healthy Control Subjects

scientific article published on 15 November 2019

A machine learning approach to risk assessment for alcohol withdrawal syndrome

scientific article published on 14 May 2020

A multivariate neuromonitoring approach to neuroplasticity-based computerized cognitive training in recent onset psychosis

scientific article published on 07 October 2020

Aberrant Functional Whole-Brain Network Architecture in Patients With Schizophrenia: A Meta-analysis

scientific article published on July 2016

Aberrant striatal dopamine links topographically with cortico-thalamic dysconnectivity in schizophrenia

scientific article published on 06 November 2020

Accelerated brain aging in schizophrenia and beyond: a neuroanatomical marker of psychiatric disorders

scientific article

Amygdala subnucleus volumes in psychosis high-risk state and first-episode psychosis

scientific article published on 16 November 2019

An Investigation of Psychosis Subgroups With Prognostic Validation and Exploration of Genetic Underpinnings: The PsyCourse Study

scientific article published on 12 February 2020

Anterior cingulate cortex gray matter abnormalities in adults with attention deficit hyperactivity disorder: a voxel-based morphometry study

scientific article published on 3 December 2010

Association between brain structure and psychometric schizotypy in healthy individuals

scientific article

Basic Symptoms Are Associated With Age in Patients With a Clinical High-Risk State for Psychosis: Results From the PRONIA Study

scientific article published on 17 November 2020

Brain Network Simulations Indicate Effects of Neuregulin-1 Genotype on Excitation-Inhibition Balance in Cortical Dynamics

scientific article published on 07 December 2020

Brain Subtyping Enhances The Neuroanatomical Discrimination of Schizophrenia

scientific article published on 26 February 2018

Brain size and white matter content of cerebrospinal tracts determine the upper cervical cord area: evidence from structural brain MRI.

scientific article published on 29 May 2013

BrainAGE in Mild Cognitive Impaired Patients: Predicting the Conversion to Alzheimer's Disease

scientific article

Childhood Trauma in Schizophrenia: Current Findings and Research Perspectives

Childhood stress, serotonin transporter gene and brain structures in major depression

scientific article

Classifying Schizophrenia Using Multimodal Multivariate Pattern Recognition Analysis: Evaluating the Impact of Individual Clinical Profiles on the Neurodiagnostic Performance

scientific article published on July 2016

Classifying individuals at high-risk for psychosis based on functional brain activity during working memory processing

scientific article

Clinical patterns differentially predict response to transcranial direct current stimulation (tDCS) and escitalopram in major depression: A machine learning analysis of the ELECT-TDCS study

scientific article published on 22 January 2020

Consensus paper of the WFSBP Task Force on Biological Markers: Criteria for biomarkers and endophenotypes of schizophrenia part II: Cognition, neuroimaging and genetics

scientific article

Counterpoint. Early intervention for psychosis risk syndromes: Minimizing risk and maximizing benefit

scientific article published on 10 May 2020

Deciphering reward-based decision-making in schizophrenia: A meta-analysis and behavioral modeling of the Iowa Gambling Task

scientific article published on 25 September 2018

Depression-related variation in brain morphology over 3 years: effects of stress?

scientific article published in October 2008

Detecting Neuroimaging Biomarkers for Depression: A Meta-analysis of Multivariate Pattern Recognition Studies

scientific article published on 9 November 2016

Detecting neuroimaging biomarkers for schizophrenia: a meta-analysis of multivariate pattern recognition studies

scientific article published on 20 January 2015

Detecting the psychosis prodrome across high-risk populations using neuroanatomical biomarkers

scientific article

Diagnostic neuroimaging across diseases

scientific article

Differences in hippocampal volume between major depression and schizophrenia: a comparative neuroimaging study

scientific article

Different effects of mirtazapine and venlafaxine on brain activation: an open randomized controlled fMRI study

scientific article published on 21 September 2010

Disease prediction in the at-risk mental state for psychosis using neuroanatomical biomarkers: results from the FePsy study

scientific article

Distinguishing prodromal from first-episode psychosis using neuroanatomical single-subject pattern recognition

scientific article published on 11 September 2012

Early recognition and disease prediction in the at-risk mental states for psychosis using neurocognitive pattern classification

scientific article

Effects of sedative drug use on the dopamine system: a systematic review and meta-analysis of in vivo neuroimaging studies

scientific article published on 27 August 2018

European college of neuropsychopharmacology network on the prevention of mental disorders and mental health promotion (ECNP PMD-MHP)

scientific article published on 09 October 2019

F160. CLASSIFYING SCHIZOPHRENIA BY PATTERNS OF BOLD FLUCTUATIONS USING MULTIVARIATE PATTERN RECOGNITION ANALYSIS.

scientific article

F182. SYMPTOM-RELATED STRUCTURAL BRAIN PATTERN IN PATIENTS WITH SCHIZOPHRENIA-A PARTIAL LEAST SQUARE ANALYSIS.

scientific article published in April 2018

F185. BRAIN STRUCTURAL PATTERNS DIFFERENTIATE EARLY- AND LATE-ONSET CANNABIS USE IN PSYCHOTIC PATIENTS: PRELIMINARY RESULTS FROM THE PRONIA STUDY.

scientific article

F240. MULTI-MODAL PREDICTION OF GLOBAL FUNCTION FROM NEUROCOGNITIVE AND NEUROIMAGING MEASURES: OUTCOMES FROM THE PRONIA STUDY.

scientific article published in April 2018

F65. AN INVESTIGATION OF TRANSDIAGNOSTIC PSYCHOSIS SUBGROUPS WITH PROGNOSTIC AND GENETIC VALIDATION

F70. COMPUTERIZED SOCIAL COGNITIVE TRAINING (SCT) IMPROVES COGNITION AND RESTORES FUNCTIONAL CONNECTIVITY IN RECENT ONSET PSYCHOSIS: AN INTERIM REPORT.

scientific article published in April 2018

GREY MATTER REDUCTION IN FIRST-EPISODE PSYCHOSIS: RELATIONSHIP TO DIAGNOSIS

article by Diana Tordesillas-Gutierrez et al published April 2010 in Schizophrenia Research

General psychopathology links burden of recent life events and psychotic symptoms in a network approach

scientific article published on 15 December 2020

Genetics, cognition, and neurobiology of schizotypal personality: a review of the overlap with schizophrenia

scientific article

Grey matter volume differences in non-affective psychosis and the effects of age of onset on grey matter volumes: A voxelwise study

scientific article published on 14 February 2015

Harmonization of large MRI datasets for the analysis of brain imaging patterns throughout the lifespan

scientific article published on 09 December 2019

Heterogeneity of structural brain changes in subtypes of schizophrenia revealed using magnetic resonance imaging pattern analysis

scientific article

Identifying multimodal signatures underlying the somatic comorbidity of psychosis: the COMMITMENT roadmap

scientific article published on 15 October 2020

Impaired recovery in affective disorders and schizophrenia: sharing a common pathophysiology?

scientific article published on 01 December 2018

Importance of Variable Selection in Multimodal Prediction Models in Patients at Clinical High Risk for Psychosis and Recent Onset Depression-Reply

scientific article published on 01 March 2019

Individualized Diagnostic and Prognostic Models for Patients With Psychosis Risk Syndromes: A Meta-analytic View on the State of the Art

scientific article published on 20 February 2020

Individualized differential diagnosis of schizophrenia and mood disorders using neuroanatomical biomarkers

scientific article

Interaction of childhood stress with hippocampus and prefrontal cortex volume reduction in major depression

scientific article published in February 2010

MRI signatures of brain age and disease over the lifespan based on a deep brain network and 14 468 individuals worldwide

scientific article published on 27 June 2020

Machine Learning Approaches for Clinical Psychology and Psychiatry

scientific article published on 29 January 2018

Modeling Social Sensory Processing During Social Computerized Cognitive Training for Psychosis Spectrum: The Resting-State Approach

scientific article published on 19 November 2020

Multi-outcome meta-analysis (MOMA) of cognitive remediation in schizophrenia: Revisiting the relevance of human coaching and elucidating interplay between multiple outcomes

scientific article published on 23 September 2019

Multimodal Machine Learning Workflows for Prediction of Psychosis in Patients With Clinical High-Risk Syndromes and Recent-Onset Depression

scientific article published on 02 December 2020

Multisite Machine Learning Analysis Provides a Robust Structural Imaging Signature of Schizophrenia Detectable Across Diverse Patient Populations and Within Individuals.

scientific article published on 24 November 2017

Multisite prediction of 4-week and 52-week treatment outcomes in patients with first-episode psychosis: a machine learning approach

scientific article

Multivariate classification of schizophrenia and its familial risk based on load-dependent attentional control brain functional connectivity

scientific article published on 03 October 2019

Multivariate patterns of brain-cognition associations relating to vulnerability and clinical outcome in the at-risk mental states for psychosis

scientific article published on 30 August 2011

Neuroanatomical Predictors of Functional Outcome in Individuals at Ultra-High Risk for Psychosis.

scientific article published in July 2016

Neuroanatomical abnormalities that predate the onset of psychosis: a multicenter study

scientific article published in May 2011

Neuroanatomical correlates of different vulnerability states for psychosis and their clinical outcomes

scientific article published in September 2009

Neuroanatomical correlates of executive dysfunction in the at-risk mental state for psychosis

scientific article

Neuroanatomical heterogeneity of schizophrenia revealed by semi-supervised machine learning methods

scientific article published on 20 December 2017

Neurocognitive and neuroanatomical maturation in the clinical high-risk states for psychosis: A pattern recognition study

scientific article published on 03 December 2018

Neuronal correlates of emotional processing in patients with major depression

scientific article

O9.4. PREDICTING SCHIZOPHRENIA: IDENTIFICATION OF MULTIMODAL MARKERS OF DISEASE THROUGH A MACHINE LEARNING APPROACH.

scientific article published in April 2018

Orbitofrontal volume reductions during emotion recognition in patients with major depression

scientific article

Predicting Response to Repetitive Transcranial Magnetic Stimulation in Patients With Schizophrenia Using Structural Magnetic Resonance Imaging: A Multisite Machine Learning Analysis

scientific article

Predicting sporadic Alzheimer's disease progression via inherited Alzheimer's disease-informed machine-learning

scientific article published on 11 February 2020

Prediction Models of Functional Outcomes for Individuals in the Clinical High-Risk State for Psychosis or With Recent-Onset Depression

scientific article published on 01 November 2018

Prediction of outcome in the psychosis prodrome using neuroanatomical pattern classification

scientific article published on 26 March 2015

Prevention of Psychosis: Advances in Detection, Prognosis, and Intervention

scientific article published on 11 March 2020

Präzisionspsychiatrie und der Beitrag von Brain Imaging und anderen Biomarkern

scientific article published on 01 November 2020

Reply to: Sample Size, Model Robustness, and Classification Accuracy in Diagnostic Multivariate Neuroimaging Analyses

scientific article published on 7 February 2018

S13. DO PATIENTS WITH RECENT-ONSET DEPRESSION DIFFER CLINICALLY AND NEUROBIOLOGICALLY FROM DEPRESSED PATIENTS WITH A CLINICAL HIGH-RISK STATE FOR PSYCHOSIS?

scientific article

S157. NEURAL CORRELATES OF SMOOTH PURSUIT EYE MOVEMENTS IN POSITIVE AND NEGATIVE SCHIZOTYPY.

scientific article

Sex Matters: A Multivariate Pattern Analysis of Sex- and Gender-Related Neuroanatomical Differences in Cis- and Transgender Individuals Using Structural Magnetic Resonance Imaging

scientific article published on 01 March 2020

Specific Substantial Dysconnectivity in Schizophrenia: A Transdiagnostic Multimodal Meta-analysis of Resting-State Functional and Structural Magnetic Resonance Imaging Studies

scientific article published on 11 December 2018

Structural correlates of psychopathological symptom dimensions in schizophrenia: A voxel-based morphometric study

T102. AN INVESTIGATION OF SCHIZOPHRENIA-BIPOLAR SUBGROUPS WITH GENETIC AND PROGNOSTIC VALIDATION.

scientific article published in April 2018

T137. CLASSIFICATION OF RECENT-ONSET PSYCHOSIS BASED ON RESTING-STATE FUNCTIONAL CONNECTIVITY AND THE RELATIONSHIP TO NEUROCOGNITIVE IMPAIRMENT.

scientific article published in April 2018

T179. DO INDIVIDUALS IN A CLINICAL HIGH-RISK STATE FOR PSYCHOSIS DIFFER FROM HEALTHY CONTROLS IN THEIR CORTICAL FOLDING PATTERNS?

scientific article published in April 2018

T18. MULTIVARIATE BRAIN ANATOMICAL DIFFERENCES IN POSITIVE AND NEGATIVE SCHIZOTYPY: PRELIMINARY RESULTS FROM THE TYPIA STUDY.

scientific article

T239. SINGLE-SUBJECT PREDICTION OF FUNCTIONAL OUTCOMES IN CLINICAL HIGH RISK SUBJECTS USING CLINICAL DATA.

scientific article

T4. IDENTIFICATION OF NEUROANATOMICAL SURROGATE MARKERS OF CHILDHOOD TRAUMA.

scientific article published in April 2018

T77. DIAGNOSTIC AND NEUROCOGNITIVE CORRELATES OF SCHIZOTYPY WITHIN AND ACROSS THE PRONIA STUDY GROUPS.

scientific article

T85. PRELIMINARY ANALYSES OF THE NEUROCOGNITIVE DATABASE OF PRONIA USING UNIVARIATE STATISTICS: CLINICAL GROUP DIFFERENCES.

scientific article published in April 2018

The Psychopathology and Neuroanatomical Markers of Depression in Early Psychosis

scientific article published on 07 July 2020

The network structure of schizotypy in the general population

scientific article published on 23 October 2019

Traces of Trauma: A Multivariate Pattern Analysis of Childhood Trauma, Brain Structure, and Clinical Phenotypes

scientific article published on 26 May 2020

Transcranial direct current stimulation in children and adolescents: a comprehensive review

scientific article published on 12 May 2016

Translational machine learning for psychiatric neuroimaging

scientific article published on 02 October 2018

Two distinct neuroanatomical subtypes of schizophrenia revealed using machine learning

scientific article published on 01 March 2020

Use of neuroanatomical pattern classification to identify subjects in at-risk mental states of psychosis and predict disease transition

scientific article

Use of neuroanatomical pattern regression to predict the structural brain dynamics of vulnerability and transition to psychosis.

scientific article

Using neuroimaging to help predict the onset of psychosis

scientific article published on 31 March 2016

Validation of the Bullying Scale for Adults - Results of the PRONIA-study

scientific article published on 11 May 2020

Variation within the Huntington's disease gene influences normal brain structure

scientific article (publication date: 2012)

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