ArticleBrain sciences2023
Machine Learning Prediction of Estimated Risk for Bipolar Disorders Using Hippocampal Subfield and Amygdala Nuclei Volumes.
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Article in Brain sciences, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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9citing papers in PubMed
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Who cites it
9 citing papers in PubMed.
- Functional Outcome Prediction in Young Adults With Mental Health Symptoms Using Machine Learning and Large Language Models: Longitudinal Observational Study.JMIR mental health · 2026Observational
- Blocking the Reflection: Milestones and Hurdles for Digital Twins in Mental Health.Pharmacopsychiatry · 2026Review
- A hybrid SMOTE and Gaussian mixture model based optimized XGBoost framework for bipolar disorder detection.Scientific reports · 2026Article
- [Long-term courses of bipolar disorders].Der Nervenarzt · 2025Review
- The Role of Temperament Traits in Bipolar Disorder: Neuroimaging Study.Depression and anxiety · 2025Article
- Putative Risk Biomarkers of Bipolar Disorder in At-risk Youth.Neuroscience bulletin · 2024Review
- The German research consortium for the study of bipolar disorder (BipoLife): a quality assurance protocol for MR neuroimaging data.International journal of bipolar disorders · 2024Article
- On the Road to Individualizing Pharmacotherapy for Adolescents and Adults with Schizophrenia - Results from an Expert Consensus Following the Delphi Method.Neuropsychiatric disease and treatment · 2024Article
- In vivo structural analyses of amygdala subregions in relation to stressful life events: A systematic review.Neuroscience applied · 2024Review
Corrections and comments
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Authors and funding
35 authors.
Fabian HuthDepartment of Psychiatry and Psychotherapy, Carl Gustav Carus University Hospital, Technische Universität Dresden, 01062 Dresden, Germany.
Leonardo TozziDepartment of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Stanford, CA 94305, USA.ORCID 0000-0002-9429-6476
Michael MarxenDepartment of Psychiatry and Psychotherapy, Carl Gustav Carus University Hospital, Technische Universität Dresden, 01062 Dresden, Germany.ORCID 0000-0001-8870-0041
Philipp RiedelDepartment of Psychiatry and Psychotherapy, Carl Gustav Carus University Hospital, Technische Universität Dresden, 01062 Dresden, Germany.
Kyra BröckelDepartment of Psychiatry and Psychotherapy, Carl Gustav Carus University Hospital, Technische Universität Dresden, 01062 Dresden, Germany.
Julia MartiniDepartment of Psychiatry and Psychotherapy, Carl Gustav Carus University Hospital, Technische Universität Dresden, 01062 Dresden, Germany.
Christina BerndtDepartment of Psychiatry and Psychotherapy, Carl Gustav Carus University Hospital, Technische Universität Dresden, 01062 Dresden, Germany.
Cathrin SauerDepartment of Psychiatry and Psychotherapy, Carl Gustav Carus University Hospital, Technische Universität Dresden, 01062 Dresden, Germany.
Christoph VogelbacherCore-Facility Brainimaging, Faculty of Medicine, University of Marburg, 35037 Marburg, Germany.ORCID 0000-0002-3191-1400
Andreas JansenCore-Facility Brainimaging, Faculty of Medicine, University of Marburg, 35037 Marburg, Germany.
Tilo KircherCenter for Mind, Brain and Behavior (CMBB), University of Marburg and University Giessen, 35039 Marburg, Germany.ORCID 0000-0002-2514-2625
Irina FalkenbergCenter for Mind, Brain and Behavior (CMBB), University of Marburg and University Giessen, 35039 Marburg, Germany.ORCID 0000-0003-3699-0803
Florian Thomas-OdenthalCenter for Mind, Brain and Behavior (CMBB), University of Marburg and University Giessen, 35039 Marburg, Germany.
Martin LambertDepartment of Psychiatry and Psychotherapy, University Medical Center Hamburg-Eppendorf, 20251 Hamburg, Germany.
Vivien KraftDepartment of Psychiatry and Psychotherapy, University Medical Center Hamburg-Eppendorf, 20251 Hamburg, Germany.ORCID 0000-0002-5815-1026
Gregor LeichtDepartment of Psychiatry and Psychotherapy, University Medical Center Hamburg-Eppendorf, 20251 Hamburg, Germany.ORCID 0000-0002-5104-9336
Christoph MulertCenter for Mind, Brain and Behavior (CMBB), University of Marburg and University Giessen, 35039 Marburg, Germany.
Andreas J FallgatterDepartment of Psychiatry, Tuebingen Center for Mental Health, University of Tuebingen, 72074 Tuebingen, Germany.
Thomas EthoferDepartment of Psychiatry, Tuebingen Center for Mental Health, University of Tuebingen, 72074 Tuebingen, Germany.
Anne RauDepartment of Psychiatry, Tuebingen Center for Mental Health, University of Tuebingen, 72074 Tuebingen, Germany.
Karolina LeopoldDepartment of Psychiatry, Psychotherapy and Psychosomatic Medicine, Vivantes Hospital Am Urban and Vivantes Hospital Im Friedrichshain, Charité-Universitätsmedizin, 10117 Berlin, Germany.
Andreas BechdolfDepartment of Psychiatry, Psychotherapy and Psychosomatic Medicine, Vivantes Hospital Am Urban and Vivantes Hospital Im Friedrichshain, Charité-Universitätsmedizin, 10117 Berlin, Germany.
Andreas ReifDepartment of Psychiatry, Psychosomatic Medicine and Psychotherapy, Goethe University Frankfurt, University Hospital, 60323 Frankfurt, Germany.
Silke MaturaDepartment of Psychiatry, Psychosomatic Medicine and Psychotherapy, Goethe University Frankfurt, University Hospital, 60323 Frankfurt, Germany.
Silvia BiereDepartment of Psychiatry, Psychosomatic Medicine and Psychotherapy, Goethe University Frankfurt, University Hospital, 60323 Frankfurt, Germany.
Felix BermpohlDepartment of Psychiatry and Psychotherapy, Charité Campus Mitte, Charité University Medicine, 10117 Berlin, Germany.
Jana FiebigDepartment of Psychiatry and Psychotherapy, Charité Campus Mitte, Charité University Medicine, 10117 Berlin, Germany.
Thomas StammDepartment of Psychiatry and Psychotherapy, Charité Campus Mitte, Charité University Medicine, 10117 Berlin, Germany.
Christoph U CorrellDepartment of Child and Adolescent Psychiatry, Charité Universitätsmedizin Berlin, 10117 Berlin, Germany.ORCID 0000-0002-7254-5646
Georg JuckelDepartment of Psychiatry, Psychotherapy and Preventive Medicine, LWL University Hospital, Ruhr-University, 44791 Bochum, Germany.
Vera FlasbeckDepartment of Psychiatry, Psychotherapy and Preventive Medicine, LWL University Hospital, Ruhr-University, 44791 Bochum, Germany.ORCID 0000-0001-6405-4567
Philipp RitterDepartment of Psychiatry and Psychotherapy, Carl Gustav Carus University Hospital, Technische Universität Dresden, 01062 Dresden, Germany.ORCID 0000-0003-4286-5830
Michael BauerDepartment of Psychiatry and Psychotherapy, Carl Gustav Carus University Hospital, Technische Universität Dresden, 01062 Dresden, Germany.
Andrea PfennigDepartment of Psychiatry and Psychotherapy, Carl Gustav Carus University Hospital, Technische Universität Dresden, 01062 Dresden, Germany.
Pavol MikolasDepartment of Psychiatry and Psychotherapy, Carl Gustav Carus University Hospital, Technische Universität Dresden, 01062 Dresden, Germany.ORCID 0000-0002-3974-7115
Funding
Deutsche Forschungsgemeinschaft 178833530Deutsche Forschungsgemeinschaft 402170461Federal Ministry of Education and Research 01EE1404AFederal Ministry of Education and Research 01EE1404EFederal Ministry of Education and Research 01EE1404F
Abstract
The pathophysiology of bipolar disorder (BD) remains mostly unclear. Yet, a valid biomarker is necessary to improve upon the early detection of this serious disorder. Patients with manifest BD display reduced volumes of the hippocampal subfields and amygdala nuclei. In this pre-registered analysis, we used structural MRI (
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amygdala nucleibipolar riskhippocampal subfieldsmachine learningMRI
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