Current Approaches in Computational Psychiatry for the Data-Driven Identification of Brain-Based Subtypes

The efficacy of psychotherapies and pharmacotherapies for mental disorders in adults: an umbrella review and meta‐analytic evaluation of recent meta‐analyses

(2022) Falk Leichsenring et al.   World Psychiatry

Two neuroanatomical subtypes of males with autism spectrum disorder revealed using semi-supervised machine learning

(2022) Guanlu Liu et al.   Molecular Autism

Reproducible brain-wide association studies require thousands of individuals

(2022) Scott Marek et al.   NATURE

Brain-behavior correlations: Two paths toward reliability

(2022) Caterina Gratton et al.   NEURON

Characterizing Heterogeneity in Neuroimaging, Cognition, Clinical Symptoms, and Genetics Among Patients With Late-Life Depression

(2022) Junhao Wen et al.   JAMA Psychiatry

Probing the clinical and brain structural boundaries of bipolar and major depressive disorder

(2021) Tao Yang et al.   Translational Psychiatry

Neural Biomarkers Distinguish Severe From Mild Autism Spectrum Disorder Among High-Functioning Individuals

(2021) Di Chen et al.   Frontiers in Human Neuroscience

Characterizing neuroanatomic heterogeneity in people with and without ADHD based on subcortical brain volumes

(2021) Ting Li et al.   JOURNAL OF CHILD PSYCHOLOGY AND PSYCHIATRY

The PRISMA 2020 statement: an updated guideline for reporting systematic reviews

(2021) Matthew J. Page et al.   Systematic Reviews

Unique neurocircuitry activation profiles during fear conditioning and extinction among women with posttraumatic stress disorder

(2021) Rachel Ahrenholtz et al.   JOURNAL OF PSYCHIATRIC RESEARCH

Tri-Clustering Dynamic Functional Network Connectivity Identifies Significant Schizophrenia Effects Across Multiple States in Distinct Subgroups of Individuals

(2021) Md Abdur Rahaman et al.   Brain Connectivity

Validation strategies for subtypes in psychiatry: A systematic review of research on autism spectrum disorder

(2021) Joost A. Agelink van Rentergem et al.   CLINICAL PSYCHOLOGY REVIEW

Dissecting the heterogeneous subcortical brain volume of autism spectrum disorder using community detection

(2021) Ting Li et al.   Autism Research

Multi-scale semi-supervised clustering of brain images: Deriving disease subtypes

(2021) Junhao Wen et al.   MEDICAL IMAGE ANALYSIS

Systematic Review of Functional MRI Applications for Psychiatric Disease Subtyping

(2021) Lucas Miranda et al.   Frontiers in Psychiatry

Two distinct neuroanatomical subtypes of schizophrenia revealed using machine learning

(2020) Ganesh B Chand et al.   BRAIN

Transdiagnostic subtyping of males with developmental disorders using cortical characteristics

(2020) Takashi Itahashi et al.   NeuroImage-Clinical

Defining data-driven subgroups of obsessive–compulsive disorder with different treatment responses based on resting-state functional connectivity

(2020) Seoyeon Kwak et al.   Translational Psychiatry

External validation of prognostic models: what, why, how, when and where?

(2020) Chava L Ramspek et al.   Clinical Kidney Journal

NOise reduction with DIstribution Corrected (NORDIC) PCA in dMRI with complex-valued parameter-free locally low-rank processing

(2020) Steen Moeller et al.   NEUROIMAGE

Evaluating the evidence for biotypes of depression: Methodological replication and extension of

(2019) Richard Dinga et al.   NeuroImage-Clinical

Computational approaches and machine learning for individual-level treatment predictions

(2019) Martin P. Paulus et al.   PSYCHOPHARMACOLOGY

The Heterogeneity Problem: Approaches to Identify Psychiatric Subtypes

(2019) Eric Feczko et al.   TRENDS IN COGNITIVE SCIENCES

Effects of Resampling in Determining the Number of Clusters in a Data Set

(2019) Rainer Dangl et al.   JOURNAL OF CLASSIFICATION

Conceptualizing mental disorders as deviations from normative functioning

(2019) Andre F. Marquand et al.   MOLECULAR PSYCHIATRY

Ten simple rules for predictive modeling of individual differences in neuroimaging

(2019) Dustin Scheinost et al.   NEUROIMAGE

Harnessing reliability for neuroscience research

(2019) Xi-Nian Zuo et al.   Nature Human Behaviour

From pattern classification to stratification: towards conceptualizing the heterogeneity of Autism Spectrum Disorder

(2019) Thomas Wolfers et al.   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS

Correction of respiratory artifacts in MRI head motion estimates

(2019) Damien A. Fair et al.   NEUROIMAGE

Imaging-Based Subtyping for Psychiatric Syndromes

(2019) Elena I. Ivleva et al.   NEUROIMAGING CLINICS OF NORTH AMERICA

Morphological Profiling of Schizophrenia: Cluster Analysis of MRI-Based Cortical Thickness Data

(2019) Yunzhi Pan et al.   SCHIZOPHRENIA BULLETIN

Machine Learning Approaches for Clinical Psychology and Psychiatry

(2018) Dominic B. Dwyer et al.   Annual Review of Clinical Psychology

The conception of the ABCD study: From substance use to a broad NIH collaboration

(2018) Nora D. Volkow et al.   Developmental Cognitive Neuroscience

Parsing brain structural heterogeneity in males with autism spectrum disorder reveals distinct clinical subtypes

(2018) Heng Chen et al.   HUMAN BRAIN MAPPING

Translational machine learning for psychiatric neuroimaging

(2018) Martin Walter et al.   PROGRESS IN NEURO-PSYCHOPHARMACOLOGY & BIOLOGICAL PSYCHIATRY

Building better biomarkers: brain models in translational neuroimaging

(2017) Choong-Wan Woo et al.   NATURE NEUROSCIENCE

HYDRA: Revealing heterogeneity of imaging and genetic patterns through a multiple max-margin discriminative analysis framework

(2017) Erdem Varol et al.   NEUROIMAGE

Multi-echo fMRI: A review of applications in fMRI denoising and analysis of BOLD signals

(2017) Prantik Kundu et al.   NEUROIMAGE

Precision Functional Mapping of Individual Human Brains

(2017) Evan M. Gordon et al.   NEURON

Precision Medicine in Alcohol Dependence: A Controlled Trial Testing Pharmacotherapy Response Among Reward and Relief Drinking Phenotypes

(2017) Karl Mann et al.   NEUROPSYCHOPHARMACOLOGY

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

(2017) Nicolas Honnorat et al.   SCHIZOPHRENIA RESEARCH

The Healthy Brain Network Serial Scanning Initiative: a resource for evaluating inter-individual differences and their reliabilities across scan conditions and sessions

(2017) David O’Connor et al.   GigaScience

Understanding Heterogeneity in Clinical Cohorts Using Normative Models: Beyond Case-Control Studies

(2016) Andre F. Marquand et al.   BIOLOGICAL PSYCHIATRY

Resting-state connectivity biomarkers define neurophysiological subtypes of depression

(2016) Andrew T Drysdale et al.   NATURE MEDICINE

Improving effect size estimation and statistical power with multi-echo fMRI and its impact on understanding the neural systems supporting mentalizing

(2016) Michael V. Lombardo et al.   NEUROIMAGE

Why Most Clinical Research Is Not Useful

(2016) John P. A. Ioannidis   PLOS MEDICINE

A Genome-wide Association Study of Autism Using the Simons Simplex Collection: Does Reducing Phenotypic Heterogeneity in Autism Increase Genetic Homogeneity?

(2015) Pauline Chaste et al.   BIOLOGICAL PSYCHIATRY

Functional System and Areal Organization of a Highly Sampled Individual Human Brain

(2015) Timothy O. Laumann et al.   NEURON

Newcastle-Ottawa Scale: comparing reviewers’ to authors’ assessments

(2014) Carson Ka-Lok Lo et al.   BMC Medical Research Methodology

Understanding brain networks and brain organization

(2014) Luiz Pessoa   Physics of Life Reviews

Human symptoms–disease network

(2014) XueZhong Zhou et al.   Nature Communications

Toward the future of psychiatric diagnosis: the seven pillars of RDoC

(2013) Bruce N Cuthbert et al.   BMC Medicine

A novel conceptual framework for psychiatry: vertically and horizontally integrated approaches to redundancy and pleiotropism that co-exist with a classification of symptom clusters based on DSM-5

(2013) J Licinio et al.   MOLECULAR PSYCHIATRY

An extensive comparative study of cluster validity indices

(2012) Olatz Arbelaitz et al.   PATTERN RECOGNITION

Differentiating BOLD and non-BOLD signals in fMRI time series using multi-echo EPI

(2011) Prantik Kundu et al.   NEUROIMAGE

Research Domain Criteria (RDoC): Toward a New Classification Framework for Research on Mental Disorders

(2010) Thomas Insel et al.   AMERICAN JOURNAL OF PSYCHIATRY

Data clustering: 50 years beyond K-means

(2009) Anil K. Jain   PATTERN RECOGNITION LETTERS

Clustering high-dimensional data

(2009) Hans-Peter Kriegel et al.   ACM Transactions on Knowledge Discovery from Data