Brain structural abnormalities in obesity: relation to age, genetic risk, and common psychiatric disorders : Evidence through univariate and multivariate mega-analysis including 6420 participants from the ENIGMA MDD working group

Zugehörigkeit
Interdisciplinary Centre for Clinical Research (IZKF), University of Münster, Münster, Germany
Opel, Nils;
Zugehörigkeit
Neuroscience Research Australia, Randwick, Australia
Thalamuthu, Anbupalam;
Zugehörigkeit
Department of Psychiatry, Amsterdam UMC/Vrije Universiteit, Amsterdam, Netherlands
Milaneschi, Yuri;
Zugehörigkeit
Department of Psychiatry, University of Münster, Münster, Germany
Grotegerd, Dominik;
ORCID
0000-0001-5164-8227
Zugehörigkeit
Faculty of Mathematics and Computer Science, University of Münster, Münster, Germany
Flint, Claas;
Zugehörigkeit
Department of Psychiatry, University of Münster, Münster, Germany
Leenings, Ramona;
Zugehörigkeit
Department of Psychiatry, University of Münster, Münster, Germany
Goltermann, Janik;
Zugehörigkeit
Department of Psychiatry, University of Münster, Münster, Germany
Richter, Maike;
Zugehörigkeit
Department of Psychiatry, University of Münster, Münster, Germany
Hahn, Tim;
Zugehörigkeit
IT Department, University of Muenster, Münster, Germany
Woditsch, Georg;
Zugehörigkeit
Institute of Epidemiology and Social Medicine, University of Münster, Münster, Germany
Berger, Klaus;
Zugehörigkeit
Institute of Epidemiology and Social Medicine, University of Münster, Münster, Germany
Hermesdorf, Marco;
ORCID
0000-0002-0198-4588
Zugehörigkeit
Division of Psychiatry, University of Edinburgh, Edinburgh, UK
McIntosh, Andrew;
ORCID
0000-0002-4505-8869
Zugehörigkeit
Division of Psychiatry, University of Edinburgh, Edinburgh, UK
Whalley, Heather C.;
ORCID
0000-0002-1135-4141
Zugehörigkeit
Division of Psychiatry, University of Edinburgh, Edinburgh, UK
Harris, Mathew A.;
Zugehörigkeit
Addictions and Mental Health Strategic Clinical Network Calgary, Calgary, Canada
MacMaster, Frank P.;
ORCID
0000-0002-9403-6121
Zugehörigkeit
Division of Mind and Brain Research, Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
Walter, Henrik;
Zugehörigkeit
Division of Mind and Brain Research, Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
Veer, Ilya M.;
Zugehörigkeit
Department of Psychiatry and Psychotherapy, Otto von Guericke University Magdeburg, Magdeburg, Germany
Frodl, Thomas;
Zugehörigkeit
Department of Psychiatry, Trinity College Dublin, Dublin, Ireland
Carballedo, Angela;
Zugehörigkeit
Department of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany
Krug, Axel;
Zugehörigkeit
Department of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany
Nenadic, Igor;
Zugehörigkeit
Department of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany
Kircher, Tilo;
Zugehörigkeit
Department of Biomedical Sciences of Cells and Systems, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
Aleman, Andre;
Zugehörigkeit
Department of Biomedical Sciences of Cells and Systems, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
Groenewold, Nynke A.;
ORCID
0000-0001-7218-7810
Zugehörigkeit
SA MRC Unit on Risk & Resilience, Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
Stein, Dan J.;
Zugehörigkeit
UT Center of Excellence on Mood Disorders, Department of Psychiatry and Behavioral Sciences, University of Texas Health Science Center at Houston, Houston, USA
Soares, Jair C.;
Zugehörigkeit
UT Center of Excellence on Mood Disorders, Department of Psychiatry and Behavioral Sciences, University of Texas Health Science Center at Houston, Houston, USA
Zunta-Soares, Giovana B.;
Zugehörigkeit
Department of Psychiatry, University of Texas Health Science Center at Houston, Houston, USA
Mwangi, Benson;
ORCID
0000-0002-0540-8027
Zugehörigkeit
Department of Psychiatry, University of Texas Health Science Center at Houston, Houston, USA
Wu, Mon-Ju;
GND
136361374
Zugehörigkeit
Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany
Walter, Martin;
GND
1284122034
Zugehörigkeit
Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany
Li, Meng;
Zugehörigkeit
Melbourne Neuropsychiatry Centre, Department of Psychiatry, The University of Melbourne & Melbourne Health, Parkville, Australia
Harrison, Ben J.;
ORCID
0000-0003-1431-3852
Zugehörigkeit
Centre for Youth Mental Health, The University of Melbourne, Parkville, Australia
Davey, Christopher G.;
Zugehörigkeit
Department of Psychiatry and Behavioral Sciences, School of Medicine, University of Minnesota, Minneapolis, USA
Cullen, Kathryn R.;
Zugehörigkeit
Department of Psychology, University of Minnesota, Minneapolis, USA
Klimes-Dougan, Bonnie;
ORCID
0000-0003-2429-0391
Zugehörigkeit
Department of Psychiatry and Behavioral Sciences, School of Medicine, University of Minnesota, Minneapolis, USA
Mueller, Bryon A.;
Zugehörigkeit
Max Planck Institute of Psychiatry, Munich, Germany
Sämann, Philipp G.;
Zugehörigkeit
Department of Psychiatry, Amsterdam UMC/Vrije Universiteit, Amsterdam, Netherlands
Penninx, Brenda;
ORCID
0000-0001-7183-8933
Zugehörigkeit
Department of Psychiatry, Amsterdam UMC/Vrije Universiteit, Amsterdam, Netherlands
Nawijn, Laura;
Zugehörigkeit
Department of Psychiatry, Amsterdam UMC/Vrije Universiteit, Amsterdam, Netherlands
Veltman, Dick J.;
Zugehörigkeit
FSSBI “Scientific Research Institute of Physiology & Basic Medicine”, Laboratory of Affective, Cognitive & Translational Neuroscience, Novosibirsk, Russia
Aftanas, Lyubomir;
ORCID
0000-0002-5146-0096
Zugehörigkeit
FSSBI “Scientific Research Institute of Physiology & Basic Medicine”, Laboratory of Affective, Cognitive & Translational Neuroscience, Novosibirsk, Russia
Brak, Ivan V.;
Zugehörigkeit
FSSBI “Scientific Research Institute of Physiology & Basic Medicine”, Laboratory of Affective, Cognitive & Translational Neuroscience, Novosibirsk, Russia
Filimonova, Elena A.;
ORCID
0000-0002-4961-296X
Zugehörigkeit
Novosibirsk State University, Laboratory of Experimental & Translational Neuroscience, Novosibirsk, Russia
Osipov, Evgeniy A.;
Zugehörigkeit
Department of Radiology and Nuclear Medicine, Academic Medical Center, University of Amsterdam, Amsterdam, Netherlands
Reneman, Liesbeth;
Zugehörigkeit
Department of Radiology and Nuclear Medicine, Academic Medical Center, University of Amsterdam, Amsterdam, Netherlands
Schrantee, Anouk;
ORCID
0000-0003-3684-4208
Zugehörigkeit
German Center for Neurodegenerative Diseases (DZNE), Greifswald/Rostock, site Greifswald, Greifswald, Germany
Grabe, Hans J.;
Zugehörigkeit
German Center for Neurodegenerative Diseases (DZNE), Greifswald/Rostock, site Greifswald, Greifswald, Germany
Van der Auwera, Sandra;
ORCID
0000-0003-4383-5043
Zugehörigkeit
German Center for Neurodegenerative Diseases (DZNE), Greifswald/Rostock, site Greifswald, Greifswald, Germany
Wittfeld, Katharina;
Zugehörigkeit
Institute of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
Hosten, Norbert;
Zugehörigkeit
German Center for Cardiovascular Research (DZHK), Partner Site Greifswald, Greifswald, Germany
Völzke, Henry;
ORCID
0000-0003-3209-9626
Zugehörigkeit
Yoo Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
Sim, Kang;
Zugehörigkeit
Department of Psychology, Stanford University, Stanford, USA
Gotlib, Ian H.;
Zugehörigkeit
Center for Depression, Anxiety, and Stress Research, McLean Hospital, Harvard Medical School, Belmont, USA
Sacchet, Matthew D.;
Zugehörigkeit
Sunshine Coast Mind and Neuroscience Thompson Institute, University of the Sunshine Coast, Sippy Downs, Australia
Lagopoulos, Jim;
ORCID
0000-0002-9149-8726
Zugehörigkeit
Brain and Mind Centre, University of Sydney, Camperdown, Australia
Hatton, Sean N.;
Zugehörigkeit
Brain and Mind Centre, University of Sydney, Camperdown, Australia
Hickie, Ian;
Zugehörigkeit
Melbourne Neuropsychiatry Centre, Department of Psychiatry, The University of Melbourne, Parkville, Australia
Pozzi, Elena;
Zugehörigkeit
Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, USA
Thompson, Paul M.;
ORCID
0000-0003-4401-8950
Zugehörigkeit
Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, USA
Jahanshad, Neda;
Zugehörigkeit
Centre for Youth Mental Health, The University of Melbourne, Parkville, Australia
Schmaal, Lianne;
Zugehörigkeit
The Florey Institute of Neuroscience and Mental Health, The University of Melbourne, Parkville, Australia
Baune, Bernhard T.;
Zugehörigkeit
Department of Psychiatry, University of Münster, Münster, Germany
Dannlowski, Udo

Emerging evidence suggests that obesity impacts brain physiology at multiple levels. Here we aimed to clarify the relationship between obesity and brain structure using structural MRI ( n  = 6420) and genetic data ( n  = 3907) from the ENIGMA Major Depressive Disorder (MDD) working group. Obesity (BMI > 30) was significantly associated with cortical and subcortical abnormalities in both mass-univariate and multivariate pattern recognition analyses independent of MDD diagnosis. The most pronounced effects were found for associations between obesity and lower temporo-frontal cortical thickness (maximum Cohen´s d (left fusiform gyrus) = −0.33). The observed regional distribution and effect size of cortical thickness reductions in obesity revealed considerable similarities with corresponding patterns of lower cortical thickness in previously published studies of neuropsychiatric disorders. A higher polygenic risk score for obesity significantly correlated with lower occipital surface area. In addition, a significant age-by-obesity interaction on cortical thickness emerged driven by lower thickness in older participants. Our findings suggest a neurobiological interaction between obesity and brain structure under physiological and pathological brain conditions.

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