Evidence map›Paper›PMID 42094152›Full record

ArticlemedRxiv : the preprint server for health sciences2026

Individualized cortical gradient and network topology reveal symptom-linked disruptions and neurobiological subtypes in schizophrenia.

Bin Wan, Sara Larivière, Clara A Moreau, Varun Warrier, Richard A I Bethlehem, Yun-Shuang Fan, Yuankai He, Ingrid Agartz, Stener Nerland, Erik G Jönsson and 101 more

Abstract readPreprint
In one paragraph

Article in medRxiv : the preprint server for health sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

111 authors.

Bin WanDepartment of Psychiatry, University Hospitals of Genève, Thonex, Switzerland.ORCID 0000-0001-9077-3354
Sara LarivièreDepartment of Nuclear Medicine and Radiobiology, Universite de Sherbrooke, Montreal, Canada.
Clara A MoreauSainte Justine Hospital Azrieli Research Center, Department of Psychiatry and Addictology, University of Montréal, Montréal, QC, Canada.
Varun WarrierDepartment of Psychiatry, University of Cambridge, Cambridge, UK.
Richard A I BethlehemDepartment of Psychology, University of Cambridge, Cambridge, UK.
Yun-Shuang FanMax Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.
Yuankai HeDepartment of Psychiatry, University of Cambridge, Cambridge, UK.
Ingrid AgartzDivision of Mental Health and Addiction, Institute of Clinical Medicine, University of Oslo, Oslo, Norway.
Stener NerlandDivision of Mental Health and Substance Abuse, Diakonhjemmet Hospital, Oslo, Norway.
Erik G JönssonCentre for Psychiatric Research, Department of Clinical Neuroscience, Karolinska Institutet & Stockholm Health Care Sciences, Stockholm Region, Stockholm, Sweden.
Derin CobiaRotman Research Institute, Baycrest Academy for Research and Education, Toronto, Canada.
Lei WangRotman Research Institute, Baycrest Academy for Research and Education, Toronto, Canada.
Benedicto Crespo FacorroInstituto de Biomedicina de Sevilla (IBiS) HUVR/CSIC, CIBERSAM, University of Seville, Seville, Spain.
Rafael Romero-GarciaInstituto de Biomedicina de Sevilla (IBiS) HUVR/CSIC, CIBERSAM, University of Seville, Seville, Spain.
Patricia SeguraInstituto de Biomedicina de Sevilla (IBiS) HUVR/CSIC, CIBERSAM, University of Seville, Seville, Spain.
Nerisa BanajLaboratory of Neuropsychiatry, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy.
Daniela VecchioLaboratory of Neuropsychiatry, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy.
Tamsyn Van RheenenDepartment of Psychiatry, University of Melbourne, Melbourne, Australia.
Philip James SumnerCentre for Mental Health and Brain Sciences, Swinburne University of Technology, Hawthorn, Australia.
Elysha RinginDepartment of Psychiatry, University of Melbourne, Melbourne, Australia.
Susan RossellCentre for Mental Health and Brain Sciences, Swinburne University of Technology, Hawthorn, Australia.
Sean CarruthersCentre for Mental Health and Brain Sciences, Swinburne University of Technology, Hawthorn, Australia.
Philip J SumnerCentre for Mental Health and Brain Sciences, Swinburne University of Technology, Hawthorn, Australia.
Will WoodsCentre for Mental Health and Brain Sciences, Swinburne University of Technology, Hawthorn, Australia.
Matthew HughesCentre for Mental Health and Brain Sciences, Swinburne University of Technology, Hawthorn, Australia.
Gary DonohoeSchool of Psychology, Centre for Neuroimaging, Cognition and Genomics (NICOG), & Galway Neuroscience Centre, University of Galway, Galway, Ireland.
Emma CorleySchool of Psychology, Centre for Neuroimaging, Cognition and Genomics (NICOG), & Galway Neuroscience Centre, University of Galway, Galway, Ireland.
Ulrich SchallHunter Medical Research Institute, Newcastle, Australia.
Frans HenskensHunter Medical Research Institute, Newcastle, Australia.
Rodney ScottHunter Medical Research Institute, Newcastle, Australia.
Patricia MichieHunter Medical Research Institute, Newcastle, Australia.
Carmel LoughlandHunter Medical Research Institute, Newcastle, Australia.
Paul RasserHunter Medical Research Institute, Newcastle, Australia.
Murray CairnsHunter Medical Research Institute, Newcastle, Australia.
Bryan MowryFaculty of Health, Medicine and Behavioural Sciences, University of Queensland, Brisbane, Australia.
Stanley CattsFaculty of Health, Medicine and Behavioural Sciences, University of Queensland, Brisbane, Australia.
Christos PantelisDepartment of Psychiatry, University of Melbourne, Carlton South, VIC, Australia.
Aristotle VoineskosCampbell Family Mental Health Research Institute, CAMH, Toronto, Canada.
Erin DickieCampbell Family Mental Health Research Institute, CAMH, Toronto, Canada.
Henk TemminghNeuroscience Institute, University of Cape Town, Cape Town, South Africa.
Freda SchefflerNeuroscience Institute, University of Cape Town, Cape Town, South Africa.
Oliver GruberSection for Experimental Psychopathology and Neuroimaging, Department of General Psychiatry, Heidelberg University, Heidelberg, Baden-Württemberg, Germany.
Rosanne PicotinSection for Experimental Psychopathology and Neuroimaging, Department of General Psychiatry, Heidelberg University, Heidelberg, Baden-Württemberg, Germany.
Vince D CalhounThe Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, GA, USA.
Kyle M JensenThe Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, GA, USA.
Filip ŠpanielNational Institute of Mental Health, Klecany, Czech Republic.
David TomecekNational Institute of Mental Health, Klecany, Czech Republic.
Raymond SalvadorFIDMAG Germanes Hospitalàries Research Foundation, Barcelona, Spain.
Andriana KarukFIDMAG Germanes Hospitalàries Research Foundation, Barcelona, Spain.
Raymond SalvadorFIDMAG Germanes Hospitalàries Research Foundation, Barcelona, Spain.
Edith Pomarol-ClotetFIDMAG Germanes Hospitalàries Research Foundation, Barcelona, Spain.
Tilo KircherDepartment of Psychiatry, Marburg University, Marburg, Germany.
Lea TeutenbergDepartment of Psychiatry, Marburg University, Marburg, Germany.
Frederike SteinDepartment of Psychiatry, Marburg University, Marburg, Germany.
Udo DannlowskiInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Dominik GrotegerdInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Tiana BorgersInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Tim HahnInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Rebekka LencerInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Carlos López-JaramilloResearch Group in Psychiatry, Department of Psychiatry, School of Medicine, Universidad de Antioquia, Medellin, Colombia.
Melissa GreenSchool of Clinical Medicine, Discipline of Psychiatry and Mental Health, UNSW Sydney, Sydney, NSW, Australia.
Yann QuideSchool of Clinical Medicine, Discipline of Psychiatry and Mental Health, UNSW Sydney, Sydney, NSW, Australia.
Vaughan CarrSchool of Clinical Medicine, Discipline of Psychiatry and Mental Health, UNSW Sydney, Sydney, NSW, Australia.
Stefan EhrlichTranslational Developmental Neuroscience Section, Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, TU Dresden, Deresden, Germany.
Peter KochunovMaryland Psychiatric Research Center, Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD, USA.
Christian SorgDepartment of Diagnostic and Interventional Neuroradiology, School of Medicine and Health, TUM Klinikum Rechts der Isar, Technical Universtiy of Munich, Munich, Germany.
Melissa ThalhammerDepartment of Psychiatry, School of Medicine and Health, TUM Klinikum Rechts der Isar, Technical Universtiy of Munich, Munich, Germany.
David GlahnDepartment of Psychiatry, Boston Children's Hospital, Harvard Medical School, Harvard University, Boston, MA, USA.
Amanda RodrigueDepartment of Psychiatry, Boston Children's Hospital, Harvard Medical School, Harvard University, Boston, MA, USA.
Kang SimWest Region, Institute of Mental Health, Singapore, Singapore.
Ali Saffet GonulEge University Hospital, Psychiatry Department, Izmir, Turkiye.
Aslihan Uyar DemirEge University Hospital, Psychiatry Department, Izmir, Turkiye.
Nicolas CrossleyDepartment of Psychiatry, Pontificia Universidad Católica de Chile, Chile.
Alfonso Gonzalez-ValderramaSchool of Medicine, Finis Terrae University, Chile; and Early Intervention Service (PROITP), Dr José Horwitz Barak Psychiatric Institute, Santiago, Chile.
Philipp 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.
Giacomo CecereDepartment of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric Hospital University of Zurich, Zurich, Switzerland.
Felice IasevoliDepartment of Neuroscience, University of Naples "Federico II", Naples, Italy.
Giuseppe PontilloDepartment of Advanced Biomedical Sciences, University of Naples "Federico II", Naples, Italy.
Raquel GurPerelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Ruben C GurPerelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Kosha RuparelPerelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Theodore D SatterthwaitePerelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Scott SponheimDepartment of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, USA.
Caroline DemroDepartment of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, USA.
Young Chul ChungDepartment of Psychiatry, Jeonbuk National University, Medical School, Jeonju, Korea.
Soyolsaikhan OdkhuuDepartment of Psychiatry, Jeonbuk National University, Medical School, Jeonju, Korea.
Albert YangDigital Medicine and Smart Healthcare Research Center, National Yang Ming Chiao Tung University, Taipei, Taiwan.
I-Jou ChiDigital Medicine and Smart Healthcare Research Center, National Yang Ming Chiao Tung University, Taipei, Taiwan.
Ole AndreassenCentre for Precision Psychiatry, Division of Mental Health and Addiction, Oslo University Hospital & University of Oslo, Oslo, Norway.
Lars T WestlyeCentre for Precision Psychiatry, Division of Mental Health and Addiction, Oslo University Hospital & University of Oslo, Oslo, Norway.
Unn K H HaukvikAdult Psychiatry Department, Division of Mental Health and Addiction, Institute of Clinical Medicine, University of Oslo, Oslo, Norway.
Nadine ParkerCentre for Precision Psychiatry, Division of Mental Health and Addiction, Oslo University Hospital & University of Oslo, Oslo, Norway.
Jakub KopalCentre for Precision Psychiatry, Division of Mental Health and Addiction, Oslo University Hospital & University of Oslo, Oslo, Norway.
Dag AlnaesCentre for Precision Psychiatry, Division of Mental Health and Addiction, Oslo University Hospital & University of Oslo, Oslo, Norway.
Jaroslav RokickiCentre for Research and Education in Forensic Psychiatry (SIFER), Oslo University Hospital, Oslo, Norway.
Carl M SellgrenDepartment of Physiology and Pharmacology, Karolinska Institutet, Stockholm, Sweden.
Maria LeeCentre for Psychiatric Research, Department of Clinical Neuroscience, Karolinska Institutet & Stockholm Health Care Sciences, Stockholm Region, Stockholm, Sweden.
Stefan BorgwardtDepartment of Psychiatry and Psychotherapy, Center of Brain, Behavior and Metabolism (CBBM), University of Lübeck, Lübeck, Germany.
Mihai AvramDepartment of Psychiatry and Psychotherapy, Center of Brain, Behavior and Metabolism (CBBM), University of Lübeck, Lübeck, Germany.
Taeyoung LeeDepartment of Psychiatry, Kyungpook National University, Daegu, South Korea.
Hang Joon JoDepartment of Physiology, College of Medicine, Hanyang University, Seoul, South Korea.
Irina LebedevaMental Health Research Center, Moscow, Russian Federation.
Alexander TomyshevMental Health Research Center, Moscow, Russian Federation.
Stefan KaiserDepartment of Psychiatry, University Hospitals of Genève, Thonex, Switzerland.
Paul M ThompsonImaging Genetics Center, Stevens Institute for Neuroimaging & 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.
Jessica A TurnerDepartment of Psychiatry and Behavioral Health, the Ohio State University, Columbus, OH, USA.
Boris C BernhardtMcConnell Brain Imaging Centre, Montréal Neurological Institute-Hospital, McGill University, Montréal, QC, Canada.
Sofie L ValkMax Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.
Matthias KirschnerDepartment of Psychiatry, University Hospitals of Genève, Thonex, Switzerland.

Funding

HARVARD CLINICAL AND TRANSLATIONAL SCIENCE CENTER (UL1)UL1RR025758 · NCRR · HARVARD MEDICAL SCHOOL · PI NADLER, LEE MARSHALL · 2008 to 2011
$91.4M
FUNCTION BIRNU24RR021992 · NCRR · UNIVERSITY OF CALIFORNIA-IRVINE · PI POTKIN, STEVEN G · 2006 to 2010
$25.0M
MORPHOMETRY BIOMEDICAL INFORMATICS RESEARCH NETWORKU24RR021382 · NCRR · MASSACHUSETTS GENERAL HOSPITAL · PI ROSEN, BRUCE R · 2004 to 2008
$24.1M
ULTRAHIGH FIELD TECHNOLOGY FOR FUNCTIONAL IMAGINGP41RR014075 · NCRR · MASSACHUSETTS GENERAL HOSPITAL · PI HAMALAINEN, MATTI · 1999 to 2011
$16.4M
Transcranial Direct Current Stimulation for Treatment of Auditory Verbal HalluciP20GM103472 · NIGMS · THE MIND RESEARCH NETWORK · PI CALHOUN, VINCE D · 2012 to 2017
$14.3M
STRUCTURE, FUNCTION AND COGNITION IN SCHIZOPHRENIAP50MH071616 · NIMH · WASHINGTON UNIVERSITY · PI BARCH, DEANNA · 2004 to 2008
$11.2M
NEURAL MECHANISMS OF SCHIZOPHRENIAP20RR021938 · NCRR · THE MIND RESEARCH NETWORK · PI CALHOUN, VINCE D · 2008 to 2011
$9.4M
TRAINING PROGRAM IN THE NEUROSCIENCE OF HUMAN COGNITIONT32NS047987 · NINDS · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Rodrigo M Braga, Christina Maria Zelano · 2006 to 2026
$5.6M
Informed Data-Driven Fusion of Behavior, Brain Function, and GenesR01EB005846 · NIBIB · THE MIND RESEARCH NETWORK · PI CALHOUN, VINCE D · 2005 to 2016
$5.5M
NEUROMORPHOMETRY IN SCHIZOPHRENIA BY COMPUTER ALGORITHMR01MH056584 · NIMH · WASHINGTON UNIVERSITY · PI CSERNANSKY, JOHN G · 1998 to 2011
$4.2M
Neurodegenerative and Neurodevelopmental Subcortical Shape DiffeomorphometryR01EB020062 · NIBIB · JOHNS HOPKINS UNIVERSITY · PI MILLER, MICHAEL I, MOSTOFSKY, STEWART H · 2016 to 2019
$2.8M
SchizConnect: Large-Scale Schizophrenia Neuroimaging Data Mediation & FederationU01MH097435 · NIMH · NORTHWESTERN UNIVERSITY AT CHICAGO · PI AMBITE, JOSE LUIS, POTKIN, STEVEN G · 2013 to 2016
$2.0M
NCRR NIH HHS P20 RR021938NCRR NIH HHS P41 RR014075NCRR NIH HHS U24 RR021382NCRR NIH HHS U24 RR021992NCRR NIH HHS UL1 RR025758NIBIB NIH HHS R01 EB005846NIBIB NIH HHS R01 EB020062NIGMS NIH HHS P20 GM103472NIMH NIH HHS P50 MH071616NIMH NIH HHS R01 MH056584NIMH NIH HHS R01 MH084803NIMH NIH HHS RC1 MH089257NIMH NIH HHS U01 MH097435NINDS NIH HHS T32 NS047987
6 · The paper itself

Abstract

Schizophrenia is often conceptualized as a brain network disorder, yet the organizational principles and heterogeneity underlying widespread cortical abnormalities remain poorly understood. Leveraging multisite MRI data from 3,958 individuals diagnosed with schizophrenia and 5,489 neurotypical individuals, we studied the cortical organization and its subtyping by analyzing individualized cortical network similarity. We used eigenvector decompositions to study spatial patterning of the gradients and graph theory to study small-world topology. Individuals with schizophrenia showed widespread alterations of gradient loadings, which followed inferior-superior and frontal-temporal axes. Alterations in small-world topology were localized in key network hubs, including the insula and anterior cingulate cortex. Brain-symptom association analyses identified a latent dimension linking disorganization symptoms to topological alterations. Finally, clustering cortical alterations identified two robust subtypes, characterized by divergent anterior cingulate (S1) versus temporoparietal (S2) thickness differences aligned with the intrinsic gradient-topology patterns. Both subtypes were present early in the illness and stable across disease stages and age groups. These findings reveal systematic disruptions of cortical organization in schizophrenia, providing a network-level framework for macroscale brain organization and inter-individual heterogeneity.

Indexed as

Cortical gradientsCortical thicknessSchizophreniaSmall-world topologyStructural covariance networkSubtype

Identifiers

PMID42094152
PMCPMC13142580

What Socratic holds

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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 Socratic graph.