Evidence map›Paper›PMID 40665512›Full record

ArticleEuropean psychiatry : the journal of the Association of European Psychiatrists2025

Human development, inequality, and their associations with brain structure across 29 countries.

Vicente Medel, Luz M Alliende, Richard Bethlehem, Jakob Seidlitz, Grace Ringlein, Celso Arango, Aurina Arnatkevičiūtė, Laila Asmal, Mark Bellgrove, Vivek Benegal and 70 more

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In one paragraph

Article in European psychiatry : the journal of the Association of European Psychiatrists, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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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

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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

2 citing papers in PubMed.

  1. Global Socioeconomic Context and Brain Ageing in Epilepsy: an ENIGMA-Epilepsy study.medRxiv : the preprint server for health sciences · 2026
    Article
  2. Article
4 · The record

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5 · Who and what money

Authors and funding

80 authors.

Vicente MedelLatin American Brain Health Institute (BrainLat), https://ror.org/0326knt82Universidad Adolfo Ibáñez, Santiago, Chile.
Luz M AlliendeDepartment of Psychology, https://ror.org/000e0be47Northwestern University, Evanston, IL, USA.ORCID https://orcid.org/0000-0002-7648-9215
Richard BethlehemAutism Research Centre, Department of Psychiatry, https://ror.org/013meh722University of Cambridge, CambridgeUK.
Jakob SeidlitzDepartment of Psychiatry, https://ror.org/00b30xv10University of Pennsylvania, Philadelphia, PA, USA.
Grace RingleinDepartment of Biostatistics, https://ror.org/00za53h95Johns Hopkins Bloomberg School of Public Health, Baltimore, MDUSA.
Celso ArangoDepartment of Child and Adolescent Psychiatry, Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón, Instituto de Investigación Sanitaria Gregorio Marañón (IISGM), Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, School of Medicine, Universidad Complutense, Madrid, Spain.ORCID https://orcid.org/0000-0003-3382-4754
Aurina ArnatkevičiūtėThe Turner Institute for Brain and Mental Health, School of Psychological Sciences, https://ror.org/02bfwt286Monash University, Melbourne, Australia.ORCID https://orcid.org/0000-0003-4098-7084
Laila AsmalDepartment of Psychiatry, Faculty of Medicine and Health Sciences, https://ror.org/05bk57929Stellenbosch University, Cape Town, South Africa.
Mark BellgroveThe Turner Institute for Brain and Mental Health, School of Psychological Sciences, https://ror.org/02bfwt286Monash University, Melbourne, Australia.
Vivek BenegalCentre for Addiction Medicine, https://ror.org/0405n5e57National Institute of Mental Health and Neurosciences (NIMHANS), Bengaluru, Karnataka, India.
Miquel BernardoBarcelona Clinic Schizophrenia Unit, Hospital Clínic de Barcelona, Departament de Medicina, Institut de Neurociències (UBNeuro), https://ror.org/02a2kzf50Universitat de Barcelona (UB), Institut d'Investigacions Biomèdiques, August Pi i Sunyer (IDIBAPS), Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III (ISCIII), Barcelona, Spain.ORCID https://orcid.org/0000-0001-8748-6717
Pablo BillekeLaboratorio de Neurociencia Social y Neuromodulación, Centro de Investigación en Complejidad Social (neuroCICS), Facultad de Gobierno, https://ror.org/05y33vv83Universidad del Desarrollo, Santiago, Chile.
Jorge Bosch-BayardMcGill Centre for Integrative Neuroscience, Ludmer Centre for Neuroinformatics and Mental Health, Montreal Neurological Institute, Montreal, Quebec, Canada.ORCID https://orcid.org/0000-0001-7168-5551
Rodrigo BressanInterdisciplinary Laboratory in Clinical Neuroscience (LiNC), Department of Psychiatry, Federal University of São Paulo, São Paulo, Brazil.
Geraldo BusattoDepartamento e Instituto de Psiquiatria, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil.ORCID https://orcid.org/0000-0003-4749-4602
Mariana CastroGrupo de Investigación en Neurociencias Aplicadas a las Alteraciones de la Conducta (INAAC), Fleni-CONICET Neurosciences Institute (INEU), Ciudad Autónoma de Buenos Aires, Argentina.ORCID https://orcid.org/0000-0001-6717-2817
Tiffany Chaim-AvanciniLaboratory of Psychiatric Neuroimaging (LIM-21), Departamento e Instituto de Psiquiatria, Hospital das Clinicas Faculdade de Medicina Universidade de Sao Paulo (HCFMUSP), Faculdade de Medicina, Universidade de São Paulo, São Paulo, Brazil.
Monise CostanziLaboratory of Molecular Psychiatry, Centro de Pesquisa Clínica, https://ror.org/010we4y38Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil.
Leticia CzepielewskiLaboratory of Molecular Psychiatry, Centro de Pesquisa Clínica, https://ror.org/010we4y38Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil.
Paola DazzanDepartment of Psychological Medicine, Institute of Psychiatry, Psychology and Neuroscience, https://ror.org/0220mzb33King's College London, London, UK.
Camilo de la Fuente-SandovalLaboratory of Experimental Psychiatry, Direction of Research, https://ror.org/01c5r7j06Instituto Nacional de Neurología y Neurocirugía, Mexico City, Mexico.ORCID https://orcid.org/0000-0003-0773-1642
Covadonga M Diaz-CanejaDepartment of Child and Adolescent Psychiatry, Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón, Instituto de Investigación Sanitaria Gregorio Marañón (IISGM), Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, School of Medicine, Universidad Complutense, Madrid, Spain.ORCID https://orcid.org/0000-0001-8538-3175
Marta Di FortiSocial, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, https://ror.org/0220mzb33King's College London, London SE5 8AF, UK.
Ana Maria Diaz-ZuluagaDepartment of Psychiatry, Faculty of Medicine, https://ror.org/03bp5hc83University of Antioquia, Medellín, Colombia.
Stefan Du PlessisDepartment of Psychiatry, Faculty of Medicine and Health Sciences, https://ror.org/05bk57929Stellenbosch University, Cape Town, South Africa.
Fabio DuranLaboratory of Psychiatric Neuroimaging (LIM-21), Departamento e Instituto de Psiquiatria, Hospital das Clinicas Faculdade de Medicina Universidade de Sao Paulo (HCFMUSP), Faculdade de Medicina, Universidade de São Paulo, São Paulo, Brazil.ORCID https://orcid.org/0000-0002-7603-6152
Sol FittipaldiLatin American Brain Health Institute (BrainLat), https://ror.org/0326knt82Universidad Adolfo Ibáñez, Santiago, Chile.
Alex FornitoThe Turner Institute for Brain and Mental Health, School of Psychological Sciences, https://ror.org/02bfwt286Monash University, Melbourne, Australia.ORCID https://orcid.org/0000-0001-9134-480X
Nelson FreimerCenter for Neurobehavioral Genetics, Jane and Terry Semel Institute for Neuroscience and Human Behavior Los Angeles, https://ror.org/046rm7j60University of California Los Angeles (UCLA), Los Angeles, USA.
Ary GadelhaInterdisciplinary Laboratory in Clinical Neuroscience (LiNC), Department of Psychiatry, Federal University of São Paulo, São Paulo, Brazil.ORCID https://orcid.org/0000-0002-0993-8017
Clarissa GamaLaboratory of Molecular Psychiatry, Centro de Pesquisa Clínica, https://ror.org/010we4y38Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil.ORCID https://orcid.org/0000-0003-2235-9690
Ranjini GaraniIntegrated Program in Neuroscience, https://ror.org/01pxwe438McGill University, Montreal, Quebec, Canada.
Clemente Garcia-RizoBarcelona Clinic Schizophrenia Unit, Hospital Clínic de Barcelona, Departament de Medicina, Institut de Neurociències (UBNeuro), https://ror.org/02a2kzf50Universitat de Barcelona (UB), Institut d'Investigacions Biomèdiques, August Pi i Sunyer (IDIBAPS), Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III (ISCIII), Barcelona, Spain.ORCID https://orcid.org/0000-0002-4855-1608
Cecilia Gonzalez CampoConsejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Ciudad Autónoma de Buenos Aires, Argentina.
Alfonso Gonzalez-ValderramaEarly Intervention Program, Instituto Psiquiátrico Dr. J. Horwitz Barak, Santiago, Chile.
Salvador Guinjoanhttps://ror.org/05e6pjy56Laureate Institute for Brain Research, Tulsa, OK, USA.ORCID https://orcid.org/0000-0002-1958-4259
Bharath HollaDepartment of Integrative Medicine, https://ror.org/0405n5e57NIMHANS, Bengaluru, Karnataka, India.
Agustin IbañezLatin American Brain Health Institute (BrainLat), https://ror.org/0326knt82Universidad Adolfo Ibáñez, Santiago, Chile.
Daniza IvanovicLaboratorio de Neurociencia Social y Neuromodulación, Centro de Investigación en Complejidad Social (neuroCICS), Facultad de Gobierno, https://ror.org/05y33vv83Universidad del Desarrollo, Santiago, Chile.
Andrea JackowskiDepartment of Psychiatry, https://ror.org/02k5swt12Universidade Federal de São Paulo, São Paulo, Brazil.ORCID https://orcid.org/0000-0001-8842-5406
Pablo Leon-OrtizLaboratory of Experimental Psychiatry, Direction of Research, https://ror.org/01c5r7j06Instituto Nacional de Neurología y Neurocirugía, Mexico City, Mexico.
Christine LochnerSouth African Medical Research Council (SA MRC) Unit on Risk and Resilience in Mental Disorders, Department of Psychiatry, https://ror.org/05bk57929Stellenbosch University, Stellenbosch, South Africa.ORCID https://orcid.org/0000-0002-4766-3704
Carlos Lopez-JaramilloDepartment of Psychiatry, Faculty of Medicine, https://ror.org/03bp5hc83University of Antioquia, Medellín, Colombia.
Hilmar LuckhoffDepartment of Psychiatry, Faculty of Medicine and Health Sciences, https://ror.org/05bk57929Stellenbosch University, Cape Town, South Africa.
Raffael MassudaDepartment of Psychiatry, https://ror.org/05syd6y78Universidade Federal do Paraná (UFPR), Curitiba, Brazil.
Philip McGuireDepartment of Psychiatry, https://ror.org/052gg0110University of Oxford, Oxford, UK.
Jun MiyataDepartment of Psychiatry, Aichi Medical University, Aichi, Japan.ORCID https://orcid.org/0000-0003-1803-1975
Romina MizrahiIntegrated Program in Neuroscience, https://ror.org/01pxwe438McGill University, Montreal, Quebec, Canada.
Robin MurrayDepartment of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, https://ror.org/0220mzb33King's College, London, UK.
Aysegul OzerdemDepartment of Psychiatry and Psychology, Mayo Clinic, Rochester, USA.ORCID https://orcid.org/0000-0002-9455-5896
Pedro PanInterdisciplinary Laboratory in Clinical Neuroscience (LiNC), Department of Psychiatry, Federal University of São Paulo, São Paulo, Brazil.
Mara ParelladaDepartment of Child and Adolescent Psychiatry, Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón, Instituto de Investigación Sanitaria Gregorio Marañón (IISGM), Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Instituto de Salud Carlos III, School of Medicine, Universidad Complutense, Madrid, Spain.
Lebogang PhahladiraDepartment of Psychiatry, Faculty of Medicine and Health Sciences, https://ror.org/05bk57929Stellenbosch University, Cape Town, South Africa.
Juan P Ramirez-MahalufDepartment of Psychiatry, School of Medicine, https://ror.org/04teye511Pontificia Universidad Católica de Chile, Santiago, Chile.
Ramiro ReckziegelLaboratory of Molecular Psychiatry, Centro de Pesquisa Clínica, https://ror.org/010we4y38Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil.
Tiago Reis MarquesDepartment of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, https://ror.org/0220mzb33King's College, London, UK.ORCID https://orcid.org/0000-0003-0602-7661
Francisco Reyes-MadrigalLaboratory of Experimental Psychiatry, Direction of Research, https://ror.org/01c5r7j06Instituto Nacional de Neurología y Neurocirugía, Mexico City, Mexico.ORCID https://orcid.org/0000-0003-0772-4119
Annerine RoosSouth African Medical Research Council (SA MRC) Unit on Risk and Resilience in Mental Disorders, Department of Psychiatry and Neuroscience Institute, https://ror.org/03p74gp79University of Cape Town, Cape Town, South Africa.
Pedro RosaLaboratory of Psychiatric Neuroimaging (LIM-21), Departamento e Instituto de Psiquiatria, Hospital das Clinicas Faculdade de Medicina Universidade de Sao Paulo (HCFMUSP), Faculdade de Medicina, Universidade de São Paulo, São Paulo, Brazil.
Giovanni SalumDepartment of Psychiatry, Universidade Federal do Rio Grande do Sul (UFRGS), Hospital de Clnicas de Porto Alegre, Porto Alegre, Brazil.
Freda SchefflerDepartment of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa.ORCID https://orcid.org/0000-0002-8898-8599
Gunter SchumannCentre for Population Neuroscience and Stratified Medicine (PONS), Institute for Science and Technology for Brain-inspired Intelligence, Fudan University, Shanghai, China.
Mauricio SerpaDepartamento e Instituto de Psiquiatria, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil.ORCID https://orcid.org/0000-0001-9384-5587
Dan J SteinSouth African Medical Research Council (SA MRC) Unit on Risk and Resilience in Mental Disorders, Department of Psychiatry and Neuroscience Institute, https://ror.org/03p74gp79University of Cape Town, Cape Town, South Africa.ORCID https://orcid.org/0000-0001-7218-7810
Angeles TepperDepartment of Psychiatry, School of Medicine, https://ror.org/04teye511Pontificia Universidad Católica de Chile, Santiago, Chile.
Jeggan TiegoThe Turner Institute for Brain and Mental Health, School of Psychological Sciences, https://ror.org/02bfwt286Monash University, Melbourne, Australia.ORCID https://orcid.org/0000-0001-7835-6398
Tsukasa UenoDepartment of Psychiatry, Graduate School of Medicine, https://ror.org/02kpeqv85Kyoto University, Kyoto, Japan.
Juan UndurragaDepartment of Neurology and Psychiatry, Faculty of Medicine, Clínica Alemana Universidad del Desarrollo, Vitacura, Santiago, Chile.ORCID https://orcid.org/0000-0001-6958-2369
Eduardo A UndurragaEscuela de Gobierno, Pontificia Universidad Católica de Chile, Santiago, Chile.ORCID https://orcid.org/0000-0002-4425-1253
Pedro Valdes-SosaThe Clinical Hospital of Chengdu Brain Science Institute, University of Electronic Science and Technology of China, Chengdu, China.ORCID https://orcid.org/0000-0001-5485-2661
Isabel ValliDepartment of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, https://ror.org/0220mzb33King's College, London, UK.
Mirta VillarrealGrupo de Investigación en Neurociencias Aplicadas a las Alteraciones de la Conducta (INAAC), Fleni-CONICET Neurosciences Institute (INEU), Ciudad Autónoma de Buenos Aires, Argentina.ORCID https://orcid.org/0000-0003-1757-4281
Toby T Winton-BrownDepartment of Neuroscience, Central Clinical School, Monash University, Melbourne, Victoria, Australia.
Nefize YalinCentre for Affective Disorders, Department of Psychological Medicine, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK.
Francisco ZamoranoUnidad de Imágenes Cuantitativas Avanzadas, Departamento de Imágenes, Clínica Alemana de Santiago, Universidad del Desarrollo, Santiago, Chile.
Marcus ZanettiLaboratory of Psychiatric Neuroimaging (LIM-21), Departamento e Instituto de Psiquiatria, Hospital das Clinicas Faculdade de Medicina Universidade de Sao Paulo (HCFMUSP), Faculdade de Medicina, Universidade de São Paulo, São Paulo, Brazil.ORCID https://orcid.org/0000-0001-7132-8933
cVEDA
Anderson M WinklerDepartment of Human Genetics, University of Texas Rio Grande Valley, Brownsville, USA.
Sara Evans-LackoCare Policy and Evaluation Centre, London School of Economics and Political Science, London, UK.ORCID https://orcid.org/0000-0003-4691-2630
Nicolas A CrossleyDepartment of Psychiatry, Faculty of Medicine, https://ror.org/03bp5hc83University of Antioquia, Medellín, Colombia.ORCID https://orcid.org/0000-0002-3060-656X

Funding

ProNET: Psychosis-Risk Outcomes NetworkU01MH124639 · NIMH · YALE UNIVERSITY · PI CARRIE E BEARDEN, JOHN M KANE · 2020 to 2026
$81.2M
TDP-43 Loss-of-Function: Biology to BiomarkersP01AG019724 · NIA · UNIVERSITY OF PENNSYLVANIA · PI Jennifer Merrilees · 2002 to 2026
$67.2M
Randomized controlled trial of enhanced coordinated specialty care (CSC 2.0)P50MH115846 · NIMH · MCLEAN HOSPITAL · PI Dost Ongur · 2019 to 2026
$16.9M
An automated machine learning approach to language changes in Alzheimer’s disease and frontotemporal dementia across Latino and English-speaking populationsR01AG075775 · NIA · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI MARIA LUISA GORNO TEMPINI, Adolfo Martin Garcia · 2023 to 2026
$7.2M
US-South American Initiative for Genetic-Neural-Behavioral Interactions in Human Neurodegenerative ResearchR01AG057234 · NIA · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI Claudia Duran-Aniotz, Agustin M. Ibanez · 2019 to 2026
$6.1M
NIA NIH HHS P01 AG019724NIA NIH HHS R01 AG057234NIA NIH HHS R01 AG075775NIMH NIH HHS P50 MH115846NIMH NIH HHS U01 MH124639
6 · The paper itself

Abstract

backgroundThe macro-social and environmental conditions in which people live, such as the level of a country's development or inequality, are associated with brain-related disorders. However, the relationship between these systemic environmental factors and the brain remains unclear. We aimed to determine the association between the level of development and inequality of a country and the brain structure of healthy adults.

methodsWe conducted a cross-sectional study pooling brain imaging (T1-based) data from 145 magnetic resonance imaging (MRI) studies in 7,962 healthy adults (4,110 women) in 29 different countries. We used a meta-regression approach to relate the brain structure to the country's level of development and inequality.

resultsHigher human development was consistently associated with larger hippocampi and more expanded global cortical surface area, particularly in frontal areas. Increased inequality was most consistently associated with smaller hippocampal volume and thinner cortical thickness across the brain.

conclusionsOur results suggest that the macro-economic conditions of a country are reflected in its inhabitants' brains and may explain the different incidence of brain disorders across the world. The observed variability of brain structure in health across countries should be considered when developing tools in the field of personalized or precision medicine that are intended to be used across the world.

Indexed as

BrainCerebral CortexHippocampusHuman DevelopmentSocioeconomic FactorsAdultCross-Sectional StudiesFemaleHumansMagnetic Resonance ImagingMaleMiddle Agedbrain structureinequalitymeta-regressionMRIsocial determinants of health

Identifiers

PMID40665512
PMCPMC12344469

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