Evidence map›Paper›PMID 42160333›Full record

ArticlePLoS medicine2026

Brain morphology in Anorexia Nervosa and its subtypes: A multi-cohort study of individual participant data.

Fabio Bernardoni, Dominic Arold, Luis Schoppik, Klaas Bahnsen, Ruiyang Ge, Clara Moreau, Lasse Bang, Federico D'Agata, Giovanni Abbate-Daga, Christian K Tamnes and 26 more

Abstract readMulticenter Study
In one paragraph

Article in PLoS medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

36 authors.

Fabio BernardoniTranslational Developmental Neuroscience Section, Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany.ORCID https://orcid.org/0000-0002-5112-405X
Dominic AroldTranslational Developmental Neuroscience Section, Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany.ORCID https://orcid.org/0000-0001-8029-8270
Luis SchoppikTranslational Developmental Neuroscience Section, Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany.ORCID https://orcid.org/0009-0006-7869-7962
Klaas BahnsenTranslational Developmental Neuroscience Section, Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany.ORCID https://orcid.org/0000-0002-5413-0359
Ruiyang GeDjavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, British Columbia, Canada.
Clara MoreauCentre de recherche CHU Sainte Justine, Department of Psychiatry and Addictology, University of Montreal, Montreal, Québec, Canada.ORCID https://orcid.org/0000-0001-6217-731X
Lasse BangDepartment of Child Health and Development, Norwegian Institute of Public Health, Oslo, Norway.ORCID https://orcid.org/0000-0002-3548-5234
Federico D'AgataDepartment of Neurosciences 'Rita Levi Montalcini', University of Turin, Turin, Italy.ORCID https://orcid.org/0000-0001-9432-0248
Giovanni Abbate-DagaDepartment of Neurosciences 'Rita Levi Montalcini', University of Turin, Turin, Italy.ORCID https://orcid.org/0000-0002-5826-5664
Christian K TamnesPROMENTA Research Center, Department of Psychology, University of Oslo, Oslo, Norway.ORCID https://orcid.org/0000-0002-9191-6764
Iain CampbellCentre for Research in Eating and Weight Disorders, Institute of Psychitry, Psychology and Neuroscience, King's College London, London, United Kingdom.
Owen O'DalyDepartment of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom.ORCID https://orcid.org/0000-0001-5690-1252
Ulrike SchmidtDepartment of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom.
Guido FrankDepartment of Psychiatry, University of California San Diego, La Jolla, California, United States of America.ORCID https://orcid.org/0000-0002-6590-3441
Stefanie HorndaschDepartment of Child and Adolescent Psychiatry, Bielefeld University, Medical School and University Medical Center OWL, Protestant Hospital of the Bethel Foundation, Bielefeld, Germany.ORCID https://orcid.org/0000-0002-7512-3262
Andreas HessInstitute of Experimental and Clinical Pharmacology and Toxicology, Emil Fischer Center, University of Erlangen-Nuremberg, Erlangen, Germany.ORCID https://orcid.org/0000-0001-5227-3068
Arnd DörflerDepartment of Neuroradiology, University of Erlangen-Nuremberg, Erlangen, Germany.
Hans-Christoph FriederichCentre for Psychosocial Medicine, Department of General Internal Medicine and Psychosomatics, University Hospital Heidelberg, Heidelberg, Germany.ORCID https://orcid.org/0000-0003-4344-8959
Joe SimonCentre for Psychosocial Medicine, Department of General Internal Medicine and Psychosomatics, University Hospital Heidelberg, Heidelberg, Germany.ORCID https://orcid.org/0000-0001-7407-1344
Angela FavaroPadova Neuroscience Center, Department of Neurosciences, University of Padova, Padova, Italy.ORCID https://orcid.org/0000-0002-6540-5194
Luca LavagninoDepartment of Psychiatry and Behavioral Sciences, University of Texas Health Science Center, Houston, Texas, United States of America.ORCID https://orcid.org/0000-0003-1377-6871
Christina E WierengaDepartment of Psychiatry, University of California San Diego, La Jolla, California, United States of America.
Amanda Bischoff-GretheDepartment of Psychiatry, University of California San Diego, La Jolla, California, United States of America.ORCID https://orcid.org/0000-0001-5525-3994
Amy E MilesCampbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Ontario, Canada.
Allan KaplanCampbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Ontario, Canada.
Aristotle VoineskosCampbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Ontario, Canada.
Paul A M SmeetsUMC Utrecht Brain Center, Utrecht University, Utrecht, the Netherlands.ORCID https://orcid.org/0000-0002-8695-9612
Annemarie A van ElburgAltrecht Eating Disorders Rintveld, Altrecht Mental Health Institute, Zeist, the Netherlands.
Unna DannerAltrecht Eating Disorders Rintveld, Altrecht Mental Health Institute, Zeist, the Netherlands.ORCID https://orcid.org/0000-0001-7038-5717
Sophia I ThomopoulosImaging Genetics Center, Stevens Institute for Neuroimaging and Informatics, Keck USC School of Medicine, Marina del Rey, California, United States of America.
Laura BernerDepartment of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America.ORCID https://orcid.org/0000-0002-1430-8028
Neda JahanshadImaging Genetics Center, Stevens Institute for Neuroimaging and Informatics, Keck USC School of Medicine, Marina del Rey, California, United States of America.
Sophia FrangouDjavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, British Columbia, Canada.
Joseph A KingTranslational Developmental Neuroscience Section, Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany.
Paul ThompsonImaging Genetics Center, Stevens Institute for Neuroimaging and Informatics, Keck USC School of Medicine, Marina del Rey, California, United States of America.
Stefan EhrlichTranslational Developmental Neuroscience Section, Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany.ORCID https://orcid.org/0000-0003-2132-4445

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundIn a recent coordinated meta-analysis of neuroimaging data, we reported gray matter (GM) alterations in acutely underweight patients with anorexia nervosa (AN). Here, we extend these findings by examining individual variation in brain structure within AN, individual-level differentiation between AN and healthy controls (HC), and differences between AN subtypes, with potential relevance for understanding clinical heterogeneity. METHODS AND

findingsWe analyzed individual-level data from 11 international sites in the ENIGMA Eating Disorders Working Group, including 570 female participants with AN and 739 HC. We examined cortical thickness, cortical surface area and subcortical volumes in AN versus HC using three complementary approaches: (i) group-level differences in a mega-analysis correcting for age effects, (ii) frequencies of extreme deviations (infra-/supranormal; z < -1.96/z > 1.96) based on normative reference models by the CentileBrain Initiative, and (iii) individual-level classification performance using machine learning. The same analytic framework was applied to compare AN restricting versus binge-eating/purging subtype, additionally correcting for BMI effects. Mega-analyses reinforced previous meta-analytic findings of pronounced and widespread GM deficits in AN compared to HC. Normative modelling revealed that the frequency of infranormal z-scores (23/68 cortical thickness, 13/14 subcortical volume metrics) and supranormal z-scores (35/68 cortical thickness, 17/68 cortical surface area metrics) was significantly higher in AN than expected based on reference data. Individuals with AN could be reliably differentiated from HC using machine-learning classifiers (ROC-AUC = 0.75-0.81). In contrast, neither group-level differences nor frequency of extreme z-scores differed between AN subtypes, and individuals with different subtypes could not be reliably differentiated from each other. Importantly, the observational design cannot distinguish neurobiological differences related to AN from the effects of starvation or low BMI in the AN versus HC analyses. The lack of differences between subtypes does not exclude brain structural differences between AN subtypes that might be detectable with other modalities or analytic approaches.

conclusionUsing a mega-analytic approach, we confirm widespread GM deficits in AN, show that these alterations are (in some patients) extreme, and demonstrate that they enable robust classification with superior performance compared to most MRI-based psychiatric classification studies. The absence of differences between AN subtypes may reflect shared neurobiology, though other imaging modalities may reveal distinctions beyond brain structure.

Indexed as

Anorexia NervosaBrainAdolescentAdultCohort StudiesFemaleGray MatterHumansMagnetic Resonance ImagingNeuroimagingYoung Adult

Identifiers

PMID42160333
PMCPMC13215615

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