Evidence map›Paper›PMID 38336840›Full record

ArticleMolecular psychiatry2024

Connectome architecture shapes large-scale cortical alterations in schizophrenia: a worldwide ENIGMA study.

Foivos Georgiadis, Sara Larivière, David Glahn, L Elliot Hong, Peter Kochunov, Bryan Mowry, Carmel Loughland, Christos Pantelis, Frans A Henskens, Melissa J Green and 67 more

Open access · hybridAbstract read
In one paragraph

Article in Molecular psychiatry, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 31 papers.

0numbers the graph read from it
0cells of the map it votes in
31citing papers in PubMed
14.4field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

31 citing papers in PubMed, 43 citations in OpenAlex.

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  18. Ten years of using the APACS test: a multistudy cross-diagnostic analysis of pragmatic profiles and their relationship with Theory of Mind.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2025
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

77 authors at 20 institutions in 13 countries.

Foivos GeorgiadisDepartment of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric Hospital University of Zurich, Zurich, Switzerland. foivos.georgiadis@uzh.ch.ORCID http://orcid.org/0000-0001-8784-9653
Sara LarivièreMcGill University, Montreal Neurological Institute, Montreal, QC, Canada.
David GlahnDepartment of Psychiatry, Harvard Medical School, Boston, MA, USA.
L Elliot HongMaryland Psychiatric Research Center, Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD, US.
Peter KochunovMaryland Psychiatric Research Center, Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD, US.
Bryan MowryQueensland Brain Institute, The University of Queensland, St Lucia, QLD, Australia.ORCID http://orcid.org/0000-0002-4115-5645
Carmel LoughlandSchool of Medicine and Public Health, University of Newcastle, Newcastle, NSW, USA.
Christos PantelisMelbourne Neuropsychiatry Centre, Department of Psychiatry, The University of Melbourne, Carlton South, VIC, Australia.ORCID http://orcid.org/0000-0002-9565-0238
Frans A HenskensSchool of Medicine and Public Health, University of Newcastle, Newcastle, NSW, Australia.ORCID http://orcid.org/0000-0003-2358-5630
Melissa J GreenSchool of Clinical Medicine, Discipline of Psychiatry and Mental Health, UNSW Sydney, Sydney, NSW, Australia.ORCID http://orcid.org/0000-0002-9361-4874
Murray J CairnsSchool of Biomedical Science and Pharmacy, University of Newcastle, Newcastle, NSW, Australia.ORCID http://orcid.org/0000-0003-2490-2538
Patricia T MichieSchool of Psychological Sciences, University of Newcastle, Newcastle, NSW, Australia.ORCID http://orcid.org/0000-0002-4169-8519
Paul E RasserSchool of Medicine and Public Health, College of Health, Medicine, and Wellbeing, The University of Newcastle, Callaghan, NSW, Australia.
Stanley CattsFaculty of Medicine, University of Queensland, St Lucia, QLD, Australia.
Paul TooneySchool of Biomedical Science and Pharmacy, University of Newcastle, Newcastle, NSW, Australia.ORCID http://orcid.org/0000-0003-3745-4367
Rodney J ScottSchool of Biomedical Science and Pharmacy, University of Newcastle, Newcastle, NSW, Australia.ORCID http://orcid.org/0000-0001-7724-3404
Ulrich SchallHunter Medical Research Institute, Newcastle, NSW, Australia.
Vaughan CarrSchool of Clinical Medicine, Discipline of Psychiatry, UNSW Sydney, Sydney, NSW, Australia.ORCID http://orcid.org/0000-0002-8907-5804
Yann QuidéSchool of Clinical Medicine, Discipline of Psychiatry and Mental Health, UNSW Sydney, Sydney, NSW, Australia.ORCID http://orcid.org/0000-0002-8569-7139
Axel KrugUniversity Hospital Bonn, Department of Psychiatry and Psychotherapy, Venusberg-Campus 1, 53127, Bonn, Germany.ORCID http://orcid.org/0000-0002-0564-2497
Frederike SteinDepartment of Psychiatry, University of Marburg, Rudolf Bultmann Str. 8, 35039, Marburg, Germany.
Igor NenadićDepartment. of Psychiatry and Psychotherapy, Philipps-University Marburg, Marburg, Germany.ORCID http://orcid.org/0000-0002-0749-7473
Katharina BroschDepartment of Psychiatry, University of Marburg, Rudolf Bultmann Str. 8, 35039, Marburg, Germany.ORCID http://orcid.org/0000-0002-0526-8095
Tilo KircherDepartment of Psychiatry, University of Marburg, Rudolf Bultmann Str. 8, 35039, Marburg, Germany.ORCID http://orcid.org/0000-0002-2514-2625
Raquel GurUniversity of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
Ruben GurUniversity of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.ORCID http://orcid.org/0000-0002-4082-8502
Theodore D SatterthwaiteUniversity of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.ORCID http://orcid.org/0000-0001-7072-9399
Andriana KarukFIDMAG Germanes Hospitalàries Research Foundation & CIBERSAM, ISCIII, Barcelona, Spain.ORCID http://orcid.org/0000-0002-2876-7268
Edith Pomarol-ClotetFIDMAG Germanes Hospitalàries Research Foundation & CIBERSAM, ISCIII, Barcelona, Spain.
Joaquim RaduaInstitut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.
Paola Fuentes-ClaramonteFIDMAG Germanes Hospitalàries Research Foundation & CIBERSAM, ISCIII, Barcelona, Spain.
Raymond SalvadorFIDMAG Germanes Hospitalàries Research Foundation & CIBERSAM, ISCIII, Barcelona, Spain.
Gianfranco SpallettaSanta Lucia Foundation IRCCS, Santa Lucia, Rome, Italy.
Aristotle VoineskosSchool of Biomedical Science and Pharmacy, University of Newcastle, Newcastle, NSW, Australia.ORCID http://orcid.org/0000-0003-0156-0395
Kang SimWest Region, Institute of Mental Health, Singapore, Singapore.ORCID http://orcid.org/0000-0003-3209-9626
Benedicto Crespo-FacorroHospital Universitario Virgen del Rocío, IBiS-CSIC, Universidad de Sevilla, Seville, Spain.
Diana Tordesillas GutiérrezDepartment of Radiology, Marqués de Valdecilla University Hospital, Valdecilla Biomedical Research Institute IDIVAL, Santander, Spain.
Stefan EhrlichDivision of Psychological & Social Medicine and Developmental Neurosciences, Technischen Universität Dresden, Faculty of Medicine, University Hospital C.G. Carus, Dresden, Germany.
Nicolas CrossleyDepartment of Psychiatry, Pontificia Universidad Católica de Chile, Santiago, Chile.
Dominik GrotegerdInstitute for Translational Psychiatry, University of Münster, Münster, Germany.ORCID http://orcid.org/0000-0001-8718-0128
Jonathan ReppleInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Rebekka LencerInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Udo DannlowskiInstitute for Translational Psychiatry, University of Münster, Münster, Germany.ORCID http://orcid.org/0000-0002-0623-3759
Vince CalhounTri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory, Atlanta, GA, USA.ORCID http://orcid.org/0000-0001-9058-0747
Kelly Rootes-MurdyTri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory, Atlanta, GA, USA.
Caroline DemroUniversity of Minnesota Department of Psychology, Minneapolis, MN, USA.ORCID http://orcid.org/0000-0003-0620-9713
Ian S RamsayUniversity of Minnesota Department of Psychiatry & Behavioral Sciences, Minneapolis, MN, USA.ORCID http://orcid.org/0000-0002-5823-012X
Scott R SponheimMinneapolis VA Health Care System, Minneapolis, MN, USA.ORCID http://orcid.org/0000-0002-2782-0856
Andre SchmidtUniversity of Basel, Department of Psychiatry, Basel, Switzerland.ORCID http://orcid.org/0000-0001-6055-8397
Stefan BorgwardtDepartment of Psychiatry, University of Lübeck, Lübeck, Germany.ORCID http://orcid.org/0000-0002-5792-3987
Alexander TomyshevMental Health Research Center, Moscow, Russian Federation.
Irina LebedevaMental Health Research Center, Moscow, Russian Federation.
Cyril HöschlNational Institute of Mental Health, Topolova 748, 250 67, Klecany, Czech Republic.ORCID http://orcid.org/0000-0002-3613-0099
Filip SpanielNational Institute of Mental Health, Topolova 748, 250 67, Klecany, Czech Republic.ORCID http://orcid.org/0000-0003-3479-696X
Adrian PredaDepartment of Psychiatry and Human Behavior, University of California Irvine, Irvine, CA, USA.ORCID http://orcid.org/0000-0003-3373-2438
Dana NguyenDepartment of Pediatric Neurology, University of California Irvine, Irvine, CA, USA.
Anne UhlmannDepartment of child and adolescent psychiatry, TU Dresden, Dresden, Germany.
Dan J SteinDepartment of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa.ORCID http://orcid.org/0000-0001-7218-7810
Fleur HowellsDepartment of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa.ORCID http://orcid.org/0000-0001-9759-2556
Henk S TemminghDepartment of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa.
Ana M Diaz ZuluagaResearch Group in Psychiatry, Department of Psychiatry, School of Medicine, Universidad de Antioquia, Medellin, Colombia.
Carlos López JaramilloResearch Group in Psychiatry, Department of Psychiatry, School of Medicine, Universidad de Antioquia, Medellin, Colombia.
Felice IasevoliUniversity of Naples, Department of Neuroscience, Naples, Italy.ORCID http://orcid.org/0000-0002-7051-5013
Ellen JiDepartment of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric Hospital University of Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0003-1527-8868
Stephanie HomanDepartment of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric Hospital University of Zurich, Zurich, Switzerland.
Wolfgang OmlorDepartment of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric Hospital University of Zurich, Zurich, Switzerland.
Philipp HomanDepartment of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric Hospital University of Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0001-9034-148X
Stefan KaiserDivision of Adult Psychiatry, Department of Psychiatry, Geneva University Hospitals, Geneva, Switzerland.
Erich SeifritzDepartment of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric Hospital University of Zurich, Zurich, Switzerland.
Bratislav MisicMcGill University, Montreal Neurological Institute, Montreal, QC, Canada.ORCID http://orcid.org/0000-0003-0307-2862
Sofie L ValkForschungszentrum Jülich, Jülich, Germany.ORCID http://orcid.org/0000-0003-2998-6849
Paul ThompsonImaging Genetics Center, Stevens Institute for Neuroimaging and Informatics, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
Theo G M van ErpDepartment of Psychiatry and Human Behavior, University of California Irvine, Irvine, CA, USA.ORCID http://orcid.org/0000-0002-2465-2797
Jessica A TurnerDepartment of Psychiatry and Behavioral Health, the Ohio State University, Columbus, OH, USA.ORCID http://orcid.org/0000-0003-0076-8434
ENIGMA Schizophrenia Consortium
Boris Bernhardt *McGill University, Montreal Neurological Institute, Montreal, QC, Canada.
Matthias Kirschner *Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric Hospital University of Zurich, Zurich, Switzerland. matthias.kirschner@hcuge.ch.
University of Newcastle Australia · AUUniversity of Zurich · CHHospital Mare de Déu de la Mercè · ESPhilipps University of Marburg · DEUniversity of Münster · DEMontreal Neurological Institute and Hospital · CAUniversity of California, Irvine · USUniversity of Cape Town · ZAUniversity of Minnesota · USUniversity of Pennsylvania · USUNSW Sydney · AUGeorgia Institute of Technology · USHunter Medical Research Institute · AUMental Health Research Center of Russian Academy of Medical Sciences · RUNational Institute of Mental Health · CZTechnische Universität Dresden · DEThe University of Queensland · AUUniversidad de Antioquia · COUniversity of Maryland, Baltimore · USConsorci Institut D'Investigacions Biomediques August Pi I Sunyer · ES

Funding

SOLAR-Eclipse Computational Tools for Imaging GeneticsR01EB015611 · NIBIB · UNIVERSITY OF TEXAS HLTH SCI CTR HOUSTON · PI KOCHUNOV, PETER V. · 2012 to 2024
$5.0M
ENIGMA-COINSTAC-APOE2 Functional and structural connectome protective mechanisms for Alzheimer’s disease and mood disorders: Request for supplemental funds for NIH R01:1R01MH121246R01MH121246 · NIMH · OHIO STATE UNIVERSITY · PI CALHOUN, VINCE D, TURNER, JESS · 2019 to 2023
$5.0M
Male/Female differences in psychosis and mood disorders:Dynamic imaging-genomic models for characterizing and predicting psychosis and mood dR01MH118695 · NIMH · GEORGIA STATE UNIVERSITY · PI ADALI, TULAY, CALHOUN, VINCE D · 2019 to 2023
$3.8M
Towards Multisystem-Brain Successful Aging in Schizophrenia SpectrumR01MH116948 · NIMH · UNIVERSITY OF TEXAS HLTH SCI CTR HOUSTON · PI HONG, L ELLIOT ELLIOT · 2018 to 2022
$3.7M
Lifespan Vascular Biology on White MatterRF1NS114628 · NINDS · UNIVERSITY OF MARYLAND BALTIMORE · PI HONG, L ELLIOT ELLIOT, KOCHUNOV, PETER V. · 2020 to 2020
$3.1M
Perceptual Mechanisms of Visual Hallucinations and Illusions in PsychosisR01MH112583 · NIMH · UNIVERSITY OF MINNESOTA · PI SPONHEIM, SCOTT R · 2017 to 2021
$2.4M
The Vascular Axis in Schizophrenia Brain-Body AgingR01MH133812 · NIMH · UNIVERSITY OF TEXAS HLTH SCI CTR HOUSTON · PI L Elliot Elliot Hong · 2024 to 2026
$2.2M
Redefine Trans-Neuropsychiatric Disorder Brain Patterns through Big-Data and Machine LearningRF1MH123163 · NIMH · UNIVERSITY OF MARYLAND BALTIMORE · PI KOCHUNOV, PETER V., THOMPSON, PAUL M · 2021 to 2021
$1.2M
Lifespan Vascular Biology on White MatterR01NS114628 · NINDS · UNIVERSITY OF MARYLAND BALTIMORE · PI HONG, L ELLIOT ELLIOT, KOCHUNOV, PETER V. · 2024 to 2024
$770k
Hybrid GPU/CPU Computing Resource to Support Connectomic and GenomicsS10OD023696 · OD · UNIVERSITY OF MARYLAND BALTIMORE · PI KOCHUNOV, PETER V. · 2018 to 2018
$593k
High-resolution Functional Imaging of Hippocampal Subfields in SchizophreniaR21MH097196 · NIMH · UNIVERSITY OF CALIFORNIA-IRVINE · PI VAN ERP, THEODORUS G.M. · 2012 to 2013
$335k
Quantitative Modeling of Visual Perception Endophenotypes in SchizophreniaI01CX000227 · VA · MINNEAPOLIS VA MEDICAL CENTER · PI SPONHEIM, SCOTT R · 2011 to 2018
–
CSRD VA I01 CX000227NIBIB NIH HHS R01 EB015611NIH HHS S10 OD023696NIMH NIH HHS R01 MH112583NIMH NIH HHS R01 MH116948NIMH NIH HHS R01 MH118695NIMH NIH HHS R01 MH121246NIMH NIH HHS R01 MH133812NIMH NIH HHS R21 MH097196NIMH NIH HHS RF1 MH123163NINDS NIH HHS R01 NS114628NINDS NIH HHS RF1 NS114628
6 · The paper itself

Abstract

Schizophrenia is a prototypical network disorder with widespread brain-morphological alterations, yet it remains unclear whether these distributed alterations robustly reflect the underlying network layout. We tested whether large-scale structural alterations in schizophrenia relate to normative structural and functional connectome architecture, and systematically evaluated robustness and generalizability of these network-level alterations. Leveraging anatomical MRI scans from 2439 adults with schizophrenia and 2867 healthy controls from 26 ENIGMA sites and normative data from the Human Connectome Project (n = 207), we evaluated structural alterations of schizophrenia against two network susceptibility models: (i) hub vulnerability, which examines associations between regional network centrality and magnitude of disease-related alterations; (ii) epicenter mapping, which identifies regions whose typical connectivity profile most closely resembles the disease-related morphological alterations. To assess generalizability and specificity, we contextualized the influence of site, disease stages, and individual clinical factors and compared network associations of schizophrenia with that found in affective disorders. Our findings show schizophrenia-related cortical thinning is spatially associated with functional and structural hubs, suggesting that highly interconnected regions are more vulnerable to morphological alterations. Predominantly temporo-paralimbic and frontal regions emerged as epicenters with connectivity profiles linked to schizophrenia's alteration patterns. Findings were robust across sites, disease stages, and related to individual symptoms. Moreover, transdiagnostic comparisons revealed overlapping epicenters in schizophrenia and bipolar, but not major depressive disorder, suggestive of a pathophysiological continuity within the schizophrenia-bipolar-spectrum. In sum, cortical alterations over the course of schizophrenia robustly follow brain network architecture, emphasizing marked hub susceptibility and temporo-frontal epicenters at both the level of the group and the individual. Subtle variations of epicenters across disease stages suggest interacting pathological processes, while associations with patient-specific symptoms support additional inter-individual variability of hub vulnerability and epicenters in schizophrenia. Our work outlines potential pathways to better understand macroscale structural alterations, and inter- individual variability in schizophrenia.

Indexed as

ConnectomeMagnetic Resonance ImagingSchizophreniaAdultBrainCerebral CortexFemaleHumansMaleMiddle AgedNerve NetNeural PathwaysYoung Adult

Identifiers

PMID38336840
PMCPMC11371638
OpenAlexW4391680182

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.