Computational neuroscience approach to biomarkers and treatments for mental disorders

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Computational neuroscience approach to biomarkers and treatments for mental disorders is …
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P356DOI10.1111/PCN.12502
P698PubMed publication ID28032396

P2093author name stringKiyoto Kasai
Noriaki Yahata
Mitsuo Kawato
P2860cites workDSM-5Q3064664
Medicine. Brain disorders? PreciselyQ48199146
Neural markers of negative symptom outcomes in distributed working memory brain activity of antipsychotic-naive schizophrenia patients.Q48288493
Gray matter volume in major depressive disorder: a meta-analysis of voxel-based morphometry studies.Q48298700
Reward feedback alterations in unmedicated schizophrenia patients: relevance for delusions.Q48299239
Identifying major depressive disorder using Hurst exponent of resting-state brain networks.Q48415974
Classification of schizophrenia patients and healthy controls from structural MRI scans in two large independent samples.Q48565958
High-resolution echo-planar fMRI of human visual cortex at 3.0 tesla.Q48685749
Upregulation of emotion areas through neurofeedback with a focus on positive mood.Q48924336
Mental health: On the spectrum.Q50712381
Why has it taken so long for biological psychiatry to develop clinical tests and what to do about it?Q50747047
Expected value and prediction error abnormalities in depression and schizophrenia.Q51580010
Single-dose serotonergic stimulation shows widespread effects on functional brain connectivity.Q51603705
Midbrain activation during Pavlovian conditioning and delusional symptoms in schizophrenia.Q51825628
Cortical pruning and the development of schizophrenia: a computer model.Q52118308
Advances in Independent Component AnalysisQ57918563
Clinical applications of the functional connectomeQ24289410
Identification of risk loci with shared effects on five major psychiatric disorders: a genome-wide analysisQ24597718
Computational psychiatryQ24630331
Intrinsic functional connectivity as a tool for human connectomics: theory, properties, and optimizationQ24646179
The global signal and observed anticorrelated resting state brain networksQ24648484
Genetics and genomics of psychiatric diseaseQ26781213
A review of white matter microstructure alterations of pathways of the reward circuit in depressionQ26796353
From estimating activation locality to predicting disorder: A review of pattern recognition for neuroimaging-based psychiatric diagnosticsQ26800879
Metabolic alterations associated with schizophrenia: a critical evaluation of proton magnetic resonance spectroscopy studiesQ26865740
A small number of abnormal brain connections predicts adult autism spectrum disorderQ27320157
Biomarkers in schizophrenia: A focus on blood based diagnostics and theranosticsQ28068871
Diffusion tensor imaging in first degree relatives of schizophrenia and bipolar disorder patientsQ28081581
COINS Data Exchange: An open platform for compiling, curating, and disseminating neuroimaging dataQ28607242
Making data sharing work: the FCP/INDI experienceQ28657479
A review of feature reduction techniques in neuroimagingQ28658984
Spurious but systematic correlations in functional connectivity MRI networks arise from subject motionQ29619898
Deep neural network with weight sparsity control and pre-training extracts hierarchical features and enhances classification performance: Evidence from whole-brain resting-state functional connectivity patterns of schizophrenia.Q30366937
Functional connectivity magnetic resonance imaging classification of autism.Q30423582
Comparison of anterior cingulate vs. insular cortex as targets for real-time fMRI regulation during pain stimulationQ30427741
Use of neuroanatomical pattern classification to identify subjects in at-risk mental states of psychosis and predict disease transitionQ30432820
Functional connectivity classification of autism identifies highly predictive brain features but falls short of biomarker standardsQ30487640
Methods to detect, characterize, and remove motion artifact in resting state fMRI.Q30558543
ADHD-200 Global Competition: diagnosing ADHD using personal characteristic data can outperform resting state fMRI measurementsQ30573132
An fMRI study of Stroop word-color interference: evidence for cingulate subregions subserving multiple distributed attentional systemsQ30577830
Proton magnetic resonance spectroscopy as a probe into the pathophysiology of autism spectrum disorders (ASD): a review.Q30593705
Self responses along cingulate cortex reveal quantitative neural phenotype for high-functioning autismQ30658733
A systematic review and meta-analysis of proton magnetic resonance spectroscopy and mismatch negativity in bipolar disorder.Q30662946
The Function Biomedical Informatics Research Network Data RepositoryQ30679446
Salience network-based classification and prediction of symptom severity in children with autismQ37634051
Widespread reductions in cortical thickness following severe early-life deprivation: a neurodevelopmental pathway to attention-deficit/hyperactivity disorderQ37672668
Is schizophrenia on the autism spectrum?Q37809593
Diffusion tensor imaging in attention deficit/hyperactivity disorder: a systematic review and meta-analysisQ37981412
Using Support Vector Machine to identify imaging biomarkers of neurological and psychiatric disease: a critical review.Q37981419
Application of functional near-infrared spectroscopy in psychiatry.Q38098320
Systematic review and voxel-based meta-analysis of diffusion tensor imaging studies in bipolar disorderQ38117959
Global burden of disease attributable to mental and substance use disorders: findings from the Global Burden of Disease Study 2010.Q38133045
In search of biomarkers in psychiatry: EEG-based measures of brain functionQ38165911
Reinforcement learning and dopamine in schizophrenia: dimensions of symptoms or specific features of a disease group?Q38175977
Alterations in the serotonin system in schizophrenia: a systematic review and meta-analysis of postmortem and molecular imaging studiesQ38223822
Social neuroscience in psychiatry: unravelling the neural mechanisms of social dysfunction.Q38261819
New approaches to psychiatric diagnostic classificationQ38274354
Molecular imaging of striatal dopamine transporters in major depression--a meta-analysisQ38286569
A systematic review of molecular imaging (PET and SPECT) in autism spectrum disorder: current state and future research opportunities.Q38356687
Increased cooperative behavior across remitted bipolar I disorder and major depression: Insights utilizing a behavioral economic trust gameQ38792868
Positron emission tomography and nanotechnology: A dynamic duo for cancer theranosticsQ38926681
Predicting the future relapse of alcohol-dependent patients from structural and functional brain imagesQ38956863
Early identification of posttraumatic stress following military deployment: Application of machine learning methods to a prospective study of Danish soldiersQ39278461
Brain surface anatomy in adults with autism: the relationship between surface area, cortical thickness, and autistic symptomsQ39468294
Multivariate classification of autism spectrum disorder using frequency-specific resting-state functional connectivity--A multi-center studyQ40764199
Combining clinical variables to optimize prediction of antidepressant treatment outcomesQ40794290
Parallel distributed processing and the emergence of schizophrenic symptomsQ40885511
A computational approach to prefrontal cortex, cognitive control and schizophrenia: recent developments and current challengesQ40923062
Kernel Principal Component Analysis for dimensionality reduction in fMRI-based diagnosis of ADHD.Q41296348
Classification of schizophrenia and bipolar patients using static and dynamic resting-state fMRI brain connectivityQ42119238
Toward new approaches to psychotic disorders: the NIMH Research Domain Criteria projectQ42399695
Neural bases for impaired social cognition in schizophrenia and autism spectrum disordersQ42550743
Studying brain organization via spontaneous fMRI signalQ42551299
Classification of schizophrenia patients based on resting-state functional network connectivityQ42556787
Discriminant analysis of functional connectivity patterns on Grassmann manifoldQ44628035
To trust or not to trust: the dynamics of social interaction in psychosisQ44672825
When optimism hurts: inflated predictions in psychiatric neuroimagingQ45155559
A computational model of the functional role of the ventral-striatal D2 receptor in the expression of previously acquired behaviorsQ45273748
Changes in cortical thickness during the course of illness in schizophrenia.Q45927962
Resting state functional magnetic resonance imaging and neural network classified autism and control.Q45956221
Aberrant functional connectivity for diagnosis of major depressive disorder: a discriminant analysis.Q45957710
Can structural MRI aid in clinical classification? A machine learning study in two independent samples of patients with schizophrenia, bipolar disorder and healthy subjects.Q45958693
Discriminative analysis of resting-state functional connectivity patterns of schizophrenia using low dimensional embedding of fMRI.Q45963322
The application of machine learning techniques as an adjunct to clinical decision making in alcohol dependence treatment.Q45964902
Reducing interscanner variability of activation in a multicenter fMRI study: controlling for signal-to-fluctuation-noise-ratio (SFNR) differencesQ46299239
Social Interaction Behavior in ADHD in Adults in a Virtual Trust GameQ46760601
Neural Correlates of Response to Pharmacotherapy in Obsessive-Compulsive Disorder: Individualized Cortical Morphology-Based Structural CovarianceQ48106467
Cortical Thickness in Individuals at High Familial Risk of Mood Disorders as They Develop Major Depressive DisorderQ48147031
Automatic denoising of functional MRI data: combining independent component analysis and hierarchical fusion of classifiersQ30726032
Resting-state fMRI: a window into human brain plasticityQ30762232
Altered white matter connectivity as a neural substrate for social impairment in Autism Spectrum Disorder.Q30872464
Computer aided diagnosis of schizophrenia on resting state fMRI data by ensembles of ELM.Q30950081
Reinforcement learning in depression: A review of computational research.Q30952473
Neurofeedback, Self-Regulation, and Brain Imaging: Clinical Science and Fad in the Service of Mental DisordersQ30960814
Regional deficits in brain volume in schizophrenia: a meta-analysis of voxel-based morphometry studiesQ31023592
The self-regulating brain and neurofeedback: Experimental science and clinical promise.Q31034058
Cortical thickness in bipolar disorder: a systematic reviewQ31043344
Single subject prediction of brain disorders in neuroimaging: Promises and pitfallsQ31063019
Towards a neuroanatomy of autism: a systematic review and meta-analysis of structural magnetic resonance imaging studiesQ31123776
Computational psychiatry as a bridge from neuroscience to clinical applicationsQ33724477
Biosensor approach to psychopathology classificationQ33727965
Attributed graph distance measure for automatic detection of attention deficit hyperactive disordered subjectsQ33759633
Real-time neurofeedback using functional MRI could improve down-regulation of amygdala activity during emotional stimulation: a proof-of-concept studyQ33810769
Disease prediction based on functional connectomes using a scalable and spatially-informed support vector machine.Q33811758
Psychosis as a state of aberrant salience: a framework linking biology, phenomenology, and pharmacology in schizophreniaQ33963430
Cooperation and heterogeneity of the autistic mindQ34009536
Resting-state functional connectivity abnormalities in first-onset unmedicated depressionQ34095696
From reinforcement learning models to psychiatric and neurological disordersQ34161002
The autism brain imaging data exchange: towards a large-scale evaluation of the intrinsic brain architecture in autismQ34171055
The Human Connectome Project: a data acquisition perspective.Q34172421
Grey matter differences in bipolar disorder: a meta-analysis of voxel-based morphometry studies.Q34196913
Down-regulation of amygdala activation with real-time fMRI neurofeedback in a healthy female sampleQ34201693
Neuroeconomic Approaches to Mental DisordersQ34211167
Neural mechanisms of belief inference during cooperative gamesQ34257654
Sequenced treatment alternatives to relieve depression (STAR*D): rationale and designQ34310720
Changes in community structure of resting state functional connectivity in unipolar depressionQ34390722
Quantitative forecasting of PTSD from early trauma responses: a Machine Learning applicationQ34615776
Combining classification with fMRI-derived complex network measures for potential neurodiagnosticsQ34720870
Toward the future of psychiatric diagnosis: the seven pillars of RDoCQ34721927
Predictors of treatment response in young people at ultra-high risk for psychosis who received long-chain omega-3 fatty acidsQ35034786
Prediction of individual brain maturity using fMRI.Q35102356
Predicting long-term outcome of Internet-delivered cognitive behavior therapy for social anxiety disorder using fMRI and support vector machine learningQ35161407
Sparse estimation automatically selects voxels relevant for the decoding of fMRI activity patternsQ35170398
Functional MRI neurofeedback training on connectivity between two regions induces long-lasting changes in intrinsic functional networkQ35227016
Negative symptoms and the failure to represent the expected reward value of actions: behavioral and computational modeling evidence.Q35521832
Fully Connected Cascade Artificial Neural Network Architecture for Attention Deficit Hyperactivity Disorder Classification From Functional Magnetic Resonance Imaging Data.Q35541060
The dual pathway model of AD/HD: an elaboration of neuro-developmental characteristicsQ35587433
Anticorrelations in resting state networks without global signal regressionQ35592878
Gender differences in brain functional connectivity densityQ35649133
Altered resting state complexity in schizophreniaQ35663157
Predicting the Naturalistic Course of Major Depressive Disorder Using Clinical and Multimodal Neuroimaging Information: A Multivariate Pattern Recognition StudyQ35666041
Diagnostic classification of intrinsic functional connectivity highlights somatosensory, default mode, and visual regions in autismQ35757927
Whole brain resting state functional connectivity abnormalities in schizophreniaQ36087115
Nodal centrality of functional network in the differentiation of schizophreniaQ36113784
Disintegration of Sensorimotor Brain Networks in SchizophreniaQ36148506
Identify schizophrenia using resting-state functional connectivity: an exploratory research and analysisQ36292941
The NITRC image repositoryQ36296500
Machine learning approaches for integrating clinical and imaging features in late-life depression classification and response predictionQ36383001
Predicting Methylphenidate Response in ADHD Using Machine Learning ApproachesQ36588674
Functional connectivity-based signatures of schizophrenia revealed by multiclass pattern analysis of resting-state fMRI from schizophrenic patients and their healthy siblingsQ36624576
Etiologic subtypes of attention-deficit/hyperactivity disorder: brain imaging, molecular genetic and environmental factors and the dopamine hypothesisQ36743619
Substantia nigra/ventral tegmental reward prediction error disruption in psychosisQ36929284
A clinical risk stratification tool for predicting treatment resistance in major depressive disorderQ36948219
Convergent and divergent functional connectivity patterns in schizophrenia and depressionQ36976526
Mapping anhedonia onto reinforcement learning: a behavioural meta-analysisQ36982911
Negative symptoms of schizophrenia are associated with abnormal effort-cost computationsQ36990176
Patients with schizophrenia have a reduced neural response to both unpredictable and predictable primary reinforcersQ37096565
Resting state functional connectivity of five neural networks in bipolar disorder and schizophreniaQ37110200
Decreased small-world functional network connectivity and clustering across resting state networks in schizophrenia: an fMRI classification tutorialQ37136959
Multisite functional connectivity MRI classification of autism: ABIDE resultsQ37196559
Modulation of functionally localized right insular cortex activity using real-time fMRI-based neurofeedbackQ37223821
A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysisQ37229908
Discriminative analysis of non-linear brain connectivity in schizophrenia: an fMRI StudyQ37246015
Disrupted prediction-error signal in psychosis: evidence for an associative account of delusionsQ37338753
Glia and immune cell signaling in bipolar disorder: insights from neuropharmacology and molecular imaging to clinical applicationQ37526428
P433issue4
P921main subjectbiomarkerQ864574
computational neuroscienceQ8037925
P304page(s)215-237
P577publication date2016-12-29
P1433published inPsychiatry and Clinical NeurosciencesQ15760564
P1476titleComputational neuroscience approach to biomarkers and treatments for mental disorders
P478volume71

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cites work (P2860)
Q60960850A prediction model of working memory across health and psychiatric disease using whole-brain functional connectivity
Q48018873Advances in fMRI Real-Time Neurofeedback
Q90528957Caudothalamic dysfunction in drug-free suicidally depressed patients: an MEG study
Q90781276Clinical-learning versus machine-learning for transdiagnostic prediction of psychosis onset in individuals at-risk
Q92402943Current Status of Neurofeedback for Post-traumatic Stress Disorder: A Systematic Review and the Possibility of Decoded Neurofeedback
Q114672523Diagnostic of autism spectrum disorder based on structural brain MRI images using, grid search optimization, and convolutional neural networks
Q59131907Diminished positive affect and traumatic stress: A biobehavioral review and commentary on trauma affective neuroscience
Q55028716Executive Function Deficits in Seriously Ill Children-Emerging Challenges and Possibilities for Clinical Care.
Q58778289Extracting orthogonal subject- and condition-specific signatures from fMRI data using whole-brain effective connectivity
Q64103486Harmonization of resting-state functional MRI data across multiple imaging sites via the separation of site differences into sampling bias and measurement bias
Q55331089Neuromarkers for Mental Disorders: Harnessing Population Neuroscience.
Q90761159Precision and personalized assessment, diagnosis and treatment in psychiatry
Q90883746Recommendations and future directions for supervised machine learning in psychiatry
Q42271275Resting-State Functional Connectivity-Based Biomarkers and Functional MRI-Based Neurofeedback for Psychiatric Disorders: A Challenge for Developing Theranostic Biomarkers.
Q89687104The Translational Potential of Neuroimaging Genomic Analyses To Diagnosis And Treatment In The Mental Disorders
Q61449628What Can Computational Models Contribute to Neuroimaging Data Analytics?

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