Mega-analysis of association between obesity and cortical morphology in bipolar disorders: ENIGMA study in 2832 participants

Obesity is highly prevalent and disabling, especially in individuals with severe mental illness including bipolar disorders (BD). The brain is a target organ for both obesity and BD. Yet, we do not understand how cortical brain alterations in BD and obesity interact. We obtained body mass index (BMI...

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Veröffentlicht in:Psychological medicine 2023-10, Vol.53 (14), p.6743-6753
Hauptverfasser: McWhinney, Sean R., Abé, Christoph, Alda, Martin, Benedetti, Francesco, Bøen, Erlend, del Mar Bonnin, Caterina, Borgers, Tiana, Brosch, Katharina, Canales-Rodríguez, Erick J., Cannon, Dara M., Dannlowski, Udo, Diaz-Zuluaga, Ana M., Dietze, Lorielle M.F., Elvsåshagen, Torbjørn, Eyler, Lisa T., Fullerton, Janice M., Goikolea, Jose M., Goltermann, Janik, Grotegerd, Dominik, Haarman, Bartholomeus C. M., Hahn, Tim, Howells, Fleur M., Ingvar, Martin, Jahanshad, Neda, Kircher, Tilo T. J., Krug, Axel, Kuplicki, Rayus T., Landén, Mikael, Lemke, Hannah, Liberg, Benny, Lopez-Jaramillo, Carlos, Malt, Ulrik F., Martyn, Fiona M., Mazza, Elena, McDonald, Colm, McPhilemy, Genevieve, Meier, Sandra, Meinert, Susanne, Meller, Tina, Melloni, Elisa M. T., Mitchell, Philip B., Nabulsi, Leila, Nenadic, Igor, Opel, Nils, Ophoff, Roel A., Overs, Bronwyn J., Pfarr, Julia-Katharina, Pineda-Zapata, Julian A., Pomarol-Clotet, Edith, Raduà, Joaquim, Repple, Jonathan, Richter, Maike, Ringwald, Kai G., Roberts, Gloria, Ross, Alex, Salvador, Raymond, Savitz, Jonathan, Schmitt, Simon, Schofield, Peter R., Sim, Kang, Stein, Dan J., Stein, Frederike, Temmingh, Henk S., Thiel, Katharina, Thomopoulos, Sophia I., van Haren, Neeltje E. M., Vargas, Cristian, Vieta, Eduard, Vreeker, Annabel, Waltemate, Lena, Yatham, Lakshmi N., Ching, Christopher R. K., Andreassen, Ole A., Thompson, Paul M., Hajek, Tomas
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container_end_page 6753
container_issue 14
container_start_page 6743
container_title Psychological medicine
container_volume 53
creator McWhinney, Sean R.
Abé, Christoph
Alda, Martin
Benedetti, Francesco
Bøen, Erlend
del Mar Bonnin, Caterina
Borgers, Tiana
Brosch, Katharina
Canales-Rodríguez, Erick J.
Cannon, Dara M.
Dannlowski, Udo
Diaz-Zuluaga, Ana M.
Dietze, Lorielle M.F.
Elvsåshagen, Torbjørn
Eyler, Lisa T.
Fullerton, Janice M.
Goikolea, Jose M.
Goltermann, Janik
Grotegerd, Dominik
Haarman, Bartholomeus C. M.
Hahn, Tim
Howells, Fleur M.
Ingvar, Martin
Jahanshad, Neda
Kircher, Tilo T. J.
Krug, Axel
Kuplicki, Rayus T.
Landén, Mikael
Lemke, Hannah
Liberg, Benny
Lopez-Jaramillo, Carlos
Malt, Ulrik F.
Martyn, Fiona M.
Mazza, Elena
McDonald, Colm
McPhilemy, Genevieve
Meier, Sandra
Meinert, Susanne
Meller, Tina
Melloni, Elisa M. T.
Mitchell, Philip B.
Nabulsi, Leila
Nenadic, Igor
Opel, Nils
Ophoff, Roel A.
Overs, Bronwyn J.
Pfarr, Julia-Katharina
Pineda-Zapata, Julian A.
Pomarol-Clotet, Edith
Raduà, Joaquim
Repple, Jonathan
Richter, Maike
Ringwald, Kai G.
Roberts, Gloria
Ross, Alex
Salvador, Raymond
Savitz, Jonathan
Schmitt, Simon
Schofield, Peter R.
Sim, Kang
Stein, Dan J.
Stein, Frederike
Temmingh, Henk S.
Thiel, Katharina
Thomopoulos, Sophia I.
van Haren, Neeltje E. M.
Vargas, Cristian
Vieta, Eduard
Vreeker, Annabel
Waltemate, Lena
Yatham, Lakshmi N.
Ching, Christopher R. K.
Andreassen, Ole A.
Thompson, Paul M.
Hajek, Tomas
description Obesity is highly prevalent and disabling, especially in individuals with severe mental illness including bipolar disorders (BD). The brain is a target organ for both obesity and BD. Yet, we do not understand how cortical brain alterations in BD and obesity interact. We obtained body mass index (BMI) and MRI-derived regional cortical thickness, surface area from 1231 BD and 1601 control individuals from 13 countries within the ENIGMA-BD Working Group. We jointly modeled the statistical effects of BD and BMI on brain structure using mixed effects and tested for interaction and mediation. We also investigated the impact of medications on the BMI-related associations. BMI and BD additively impacted the structure of many of the same brain regions. Both BMI and BD were negatively associated with cortical thickness, but not surface area. In most regions the number of jointly used psychiatric medication classes remained associated with lower cortical thickness when controlling for BMI. In a single region, fusiform gyrus, about a third of the negative association between number of jointly used psychiatric medications and cortical thickness was mediated by association between the number of medications and higher BMI. We confirmed consistent associations between higher BMI and lower cortical thickness, but not surface area, across the cerebral mantle, in regions which were also associated with BD. Higher BMI in people with BD indicated more pronounced brain alterations. BMI is important for understanding the neuroanatomical changes in BD and the effects of psychiatric medications on the brain.
doi_str_mv 10.1017/S0033291723000223
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T. ; Mitchell, Philip B. ; Nabulsi, Leila ; Nenadic, Igor ; Opel, Nils ; Ophoff, Roel A. ; Overs, Bronwyn J. ; Pfarr, Julia-Katharina ; Pineda-Zapata, Julian A. ; Pomarol-Clotet, Edith ; Raduà, Joaquim ; Repple, Jonathan ; Richter, Maike ; Ringwald, Kai G. ; Roberts, Gloria ; Ross, Alex ; Salvador, Raymond ; Savitz, Jonathan ; Schmitt, Simon ; Schofield, Peter R. ; Sim, Kang ; Stein, Dan J. ; Stein, Frederike ; Temmingh, Henk S. ; Thiel, Katharina ; Thomopoulos, Sophia I. ; van Haren, Neeltje E. M. ; Vargas, Cristian ; Vieta, Eduard ; Vreeker, Annabel ; Waltemate, Lena ; Yatham, Lakshmi N. ; Ching, Christopher R. K. ; Andreassen, Ole A. ; Thompson, Paul M. ; Hajek, Tomas ; ENIGMA Bipolar Disorder Working Group ; for the ENIGMA Bipolar Disorder Working Group</creatorcontrib><description>Obesity is highly prevalent and disabling, especially in individuals with severe mental illness including bipolar disorders (BD). The brain is a target organ for both obesity and BD. Yet, we do not understand how cortical brain alterations in BD and obesity interact. We obtained body mass index (BMI) and MRI-derived regional cortical thickness, surface area from 1231 BD and 1601 control individuals from 13 countries within the ENIGMA-BD Working Group. We jointly modeled the statistical effects of BD and BMI on brain structure using mixed effects and tested for interaction and mediation. We also investigated the impact of medications on the BMI-related associations. BMI and BD additively impacted the structure of many of the same brain regions. Both BMI and BD were negatively associated with cortical thickness, but not surface area. In most regions the number of jointly used psychiatric medication classes remained associated with lower cortical thickness when controlling for BMI. In a single region, fusiform gyrus, about a third of the negative association between number of jointly used psychiatric medications and cortical thickness was mediated by association between the number of medications and higher BMI. We confirmed consistent associations between higher BMI and lower cortical thickness, but not surface area, across the cerebral mantle, in regions which were also associated with BD. Higher BMI in people with BD indicated more pronounced brain alterations. 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Published by Cambridge University Press</rights><rights>Copyright © The Author(s), 2023. Published by Cambridge University Press. This work is licensed under the Creative Commons Attribution License This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted re-use, distribution and reproduction, provided the original article is properly cited. (the “License”). 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M.</creatorcontrib><creatorcontrib>Vargas, Cristian</creatorcontrib><creatorcontrib>Vieta, Eduard</creatorcontrib><creatorcontrib>Vreeker, Annabel</creatorcontrib><creatorcontrib>Waltemate, Lena</creatorcontrib><creatorcontrib>Yatham, Lakshmi N.</creatorcontrib><creatorcontrib>Ching, Christopher R. K.</creatorcontrib><creatorcontrib>Andreassen, Ole A.</creatorcontrib><creatorcontrib>Thompson, Paul M.</creatorcontrib><creatorcontrib>Hajek, Tomas</creatorcontrib><creatorcontrib>ENIGMA Bipolar Disorder Working Group</creatorcontrib><creatorcontrib>for the ENIGMA Bipolar Disorder Working Group</creatorcontrib><title>Mega-analysis of association between obesity and cortical morphology in bipolar disorders: ENIGMA study in 2832 participants</title><title>Psychological medicine</title><addtitle>Psychol. Med</addtitle><description>Obesity is highly prevalent and disabling, especially in individuals with severe mental illness including bipolar disorders (BD). The brain is a target organ for both obesity and BD. Yet, we do not understand how cortical brain alterations in BD and obesity interact. We obtained body mass index (BMI) and MRI-derived regional cortical thickness, surface area from 1231 BD and 1601 control individuals from 13 countries within the ENIGMA-BD Working Group. We jointly modeled the statistical effects of BD and BMI on brain structure using mixed effects and tested for interaction and mediation. We also investigated the impact of medications on the BMI-related associations. BMI and BD additively impacted the structure of many of the same brain regions. Both BMI and BD were negatively associated with cortical thickness, but not surface area. In most regions the number of jointly used psychiatric medication classes remained associated with lower cortical thickness when controlling for BMI. In a single region, fusiform gyrus, about a third of the negative association between number of jointly used psychiatric medications and cortical thickness was mediated by association between the number of medications and higher BMI. We confirmed consistent associations between higher BMI and lower cortical thickness, but not surface area, across the cerebral mantle, in regions which were also associated with BD. Higher BMI in people with BD indicated more pronounced brain alterations. BMI is important for understanding the neuroanatomical changes in BD and the effects of psychiatric medications on the brain.</description><subject>Adult</subject><subject>Anatomy</subject><subject>Antipsychotics</subject><subject>Bipolar disorder</subject><subject>Bipolar Disorder - diagnostic imaging</subject><subject>Bipolar Disorder - pathology</subject><subject>Body Mass Index</subject><subject>Brain architecture</subject><subject>Brain structure</subject><subject>Cerebral Cortex - diagnostic imaging</subject><subject>Cerebral Cortex - pathology</subject><subject>Cognitive ability</subject><subject>Drug abuse</subject><subject>Drugs</subject><subject>Female</subject><subject>Humans</subject><subject>Magnetic Resonance Imaging</subject><subject>Male</subject><subject>Mathematical models</subject><subject>Medical imaging</subject><subject>Mental disorders</subject><subject>Middle Aged</subject><subject>Morphology</subject><subject>Neuroimaging</subject><subject>Obesity</subject><subject>Obesity - pathology</subject><subject>Original</subject><subject>Original Article</subject><subject>Overweight</subject><subject>Post traumatic stress disorder</subject><subject>Psychiatry</subject><subject>Psychotropic drugs</subject><subject>Psykiatri</subject><subject>Surface area</subject><subject>Working groups</subject><issn>0033-2917</issn><issn>1469-8978</issn><issn>1469-8978</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>IKXGN</sourceid><sourceid>EIF</sourceid><sourceid>7QJ</sourceid><sourceid>8G5</sourceid><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><sourceid>GNUQQ</sourceid><sourceid>GUQSH</sourceid><sourceid>M2O</sourceid><sourceid>3HK</sourceid><sourceid>D8T</sourceid><recordid>eNp9kktv1DAUhSMEokPhB7BBltiwCfgZ22xQVZVSqYUFsLYc5yZ1SeJgJ1Qj8eNxmGmhINjYls93zvXjFsVTgl8STOSrjxgzRjWRlGGMKWX3ig3hlS6Vlup-sVnlctUPikcpXWFMGOH0YXHAKpWxim-K7xfQ2dKOtt8mn1BokU0pOG9nH0ZUw3wNMKJQQ_LzFtmxQS7E2TvboyHE6TL0odsin1E_hd5G1PgUYgMxvUYn789OL45QmpfmJ0IVo2iyq91PdpzT4-JBa_sET_bzYfH57cmn43fl-YfTs-Oj89IJyeZSEKBY15KC0kLzGjATtYW6cUJIVYvKaQKN5kJqYVUmGyWEay13LRcs04dFuctN1zAttZmiH2zcmmC92W99ySswnEuuyH_5bplM3uqWlWdUSKwz_2bHZ3iAxsE4R9vfsd1VRn9puvDNEFxhrIjMCWiX4KJPsx_NGKLNshI0j1riFXmxLxLD1wXSbAafHPS9HSEsyVCpMM8vLKqMPv8DvQpLzH-cKaWIUIoylSlyUzOkFKG9PTDBZu0v81d_Zc-z329667hpqAywfagd6uibDn7V_nfsDz_52r8</recordid><startdate>20231001</startdate><enddate>20231001</enddate><creator>McWhinney, Sean R.</creator><creator>Abé, Christoph</creator><creator>Alda, Martin</creator><creator>Benedetti, Francesco</creator><creator>Bøen, Erlend</creator><creator>del Mar Bonnin, Caterina</creator><creator>Borgers, Tiana</creator><creator>Brosch, Katharina</creator><creator>Canales-Rodríguez, Erick J.</creator><creator>Cannon, Dara M.</creator><creator>Dannlowski, Udo</creator><creator>Diaz-Zuluaga, Ana M.</creator><creator>Dietze, Lorielle M.F.</creator><creator>Elvsåshagen, Torbjørn</creator><creator>Eyler, Lisa T.</creator><creator>Fullerton, Janice M.</creator><creator>Goikolea, Jose M.</creator><creator>Goltermann, Janik</creator><creator>Grotegerd, Dominik</creator><creator>Haarman, Bartholomeus C. 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M. ; Hahn, Tim ; Howells, Fleur M. ; Ingvar, Martin ; Jahanshad, Neda ; Kircher, Tilo T. J. ; Krug, Axel ; Kuplicki, Rayus T. ; Landén, Mikael ; Lemke, Hannah ; Liberg, Benny ; Lopez-Jaramillo, Carlos ; Malt, Ulrik F. ; Martyn, Fiona M. ; Mazza, Elena ; McDonald, Colm ; McPhilemy, Genevieve ; Meier, Sandra ; Meinert, Susanne ; Meller, Tina ; Melloni, Elisa M. T. ; Mitchell, Philip B. ; Nabulsi, Leila ; Nenadic, Igor ; Opel, Nils ; Ophoff, Roel A. ; Overs, Bronwyn J. ; Pfarr, Julia-Katharina ; Pineda-Zapata, Julian A. ; Pomarol-Clotet, Edith ; Raduà, Joaquim ; Repple, Jonathan ; Richter, Maike ; Ringwald, Kai G. ; Roberts, Gloria ; Ross, Alex ; Salvador, Raymond ; Savitz, Jonathan ; Schmitt, Simon ; Schofield, Peter R. ; Sim, Kang ; Stein, Dan J. ; Stein, Frederike ; Temmingh, Henk S. ; Thiel, Katharina ; Thomopoulos, Sophia I. ; van Haren, Neeltje E. M. ; Vargas, Cristian ; Vieta, Eduard ; Vreeker, Annabel ; Waltemate, Lena ; Yatham, Lakshmi N. ; Ching, Christopher R. K. ; Andreassen, Ole A. ; Thompson, Paul M. ; Hajek, Tomas</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c573t-51e209b72e89594be035baebdc5578b56c91ed945795a809bd855cfa4cf453e03</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Adult</topic><topic>Anatomy</topic><topic>Antipsychotics</topic><topic>Bipolar disorder</topic><topic>Bipolar Disorder - diagnostic imaging</topic><topic>Bipolar Disorder - pathology</topic><topic>Body Mass Index</topic><topic>Brain architecture</topic><topic>Brain structure</topic><topic>Cerebral Cortex - diagnostic imaging</topic><topic>Cerebral Cortex - pathology</topic><topic>Cognitive ability</topic><topic>Drug abuse</topic><topic>Drugs</topic><topic>Female</topic><topic>Humans</topic><topic>Magnetic Resonance Imaging</topic><topic>Male</topic><topic>Mathematical models</topic><topic>Medical imaging</topic><topic>Mental disorders</topic><topic>Middle Aged</topic><topic>Morphology</topic><topic>Neuroimaging</topic><topic>Obesity</topic><topic>Obesity - pathology</topic><topic>Original</topic><topic>Original Article</topic><topic>Overweight</topic><topic>Post traumatic stress disorder</topic><topic>Psychiatry</topic><topic>Psychotropic drugs</topic><topic>Psykiatri</topic><topic>Surface area</topic><topic>Working groups</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>McWhinney, Sean R.</creatorcontrib><creatorcontrib>Abé, Christoph</creatorcontrib><creatorcontrib>Alda, Martin</creatorcontrib><creatorcontrib>Benedetti, Francesco</creatorcontrib><creatorcontrib>Bøen, Erlend</creatorcontrib><creatorcontrib>del Mar Bonnin, Caterina</creatorcontrib><creatorcontrib>Borgers, Tiana</creatorcontrib><creatorcontrib>Brosch, Katharina</creatorcontrib><creatorcontrib>Canales-Rodríguez, Erick J.</creatorcontrib><creatorcontrib>Cannon, Dara M.</creatorcontrib><creatorcontrib>Dannlowski, Udo</creatorcontrib><creatorcontrib>Diaz-Zuluaga, Ana M.</creatorcontrib><creatorcontrib>Dietze, Lorielle M.F.</creatorcontrib><creatorcontrib>Elvsåshagen, Torbjørn</creatorcontrib><creatorcontrib>Eyler, Lisa T.</creatorcontrib><creatorcontrib>Fullerton, Janice M.</creatorcontrib><creatorcontrib>Goikolea, Jose M.</creatorcontrib><creatorcontrib>Goltermann, Janik</creatorcontrib><creatorcontrib>Grotegerd, Dominik</creatorcontrib><creatorcontrib>Haarman, Bartholomeus C. 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K.</creatorcontrib><creatorcontrib>Andreassen, Ole A.</creatorcontrib><creatorcontrib>Thompson, Paul M.</creatorcontrib><creatorcontrib>Hajek, Tomas</creatorcontrib><creatorcontrib>ENIGMA Bipolar Disorder Working Group</creatorcontrib><creatorcontrib>for the ENIGMA Bipolar Disorder Working Group</creatorcontrib><collection>Cambridge Journals Open Access</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Social Sciences Premium Collection</collection><collection>ProQuest Central (Corporate)</collection><collection>Applied Social Sciences Index &amp; Abstracts (ASSIA)</collection><collection>Calcium &amp; Calcified Tissue Abstracts</collection><collection>Chemoreception Abstracts</collection><collection>Nursing &amp; Allied Health Database</collection><collection>Neurosciences Abstracts</collection><collection>Health &amp; Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Psychology Database (Alumni)</collection><collection>Technology Research Database</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>Research Library (Alumni Edition)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>Social Science Premium Collection</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Engineering Research Database</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>Research Library Prep</collection><collection>Sociology Collection</collection><collection>ProQuest Health &amp; Medical Complete (Alumni)</collection><collection>Nursing &amp; Allied Health Database (Alumni Edition)</collection><collection>Health &amp; Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Psychology Database</collection><collection>Research Library</collection><collection>Sociology Database</collection><collection>Research Library (Corporate)</collection><collection>Nursing &amp; Allied Health Premium</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>ProQuest One Psychology</collection><collection>ProQuest Central Basic</collection><collection>MEDLINE - Academic</collection><collection>NORA - Norwegian Open Research Archives</collection><collection>PubMed Central (Full Participant titles)</collection><collection>SwePub</collection><collection>SwePub Articles</collection><collection>SWEPUB Göteborgs universitet</collection><collection>SWEPUB Freely available online</collection><collection>SwePub Articles full text</collection><jtitle>Psychological medicine</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>McWhinney, Sean R.</au><au>Abé, Christoph</au><au>Alda, Martin</au><au>Benedetti, Francesco</au><au>Bøen, Erlend</au><au>del Mar Bonnin, Caterina</au><au>Borgers, Tiana</au><au>Brosch, Katharina</au><au>Canales-Rodríguez, Erick J.</au><au>Cannon, Dara M.</au><au>Dannlowski, Udo</au><au>Diaz-Zuluaga, Ana M.</au><au>Dietze, Lorielle M.F.</au><au>Elvsåshagen, Torbjørn</au><au>Eyler, Lisa T.</au><au>Fullerton, Janice M.</au><au>Goikolea, Jose M.</au><au>Goltermann, Janik</au><au>Grotegerd, Dominik</au><au>Haarman, Bartholomeus C. M.</au><au>Hahn, Tim</au><au>Howells, Fleur M.</au><au>Ingvar, Martin</au><au>Jahanshad, Neda</au><au>Kircher, Tilo T. J.</au><au>Krug, Axel</au><au>Kuplicki, Rayus T.</au><au>Landén, Mikael</au><au>Lemke, Hannah</au><au>Liberg, Benny</au><au>Lopez-Jaramillo, Carlos</au><au>Malt, Ulrik F.</au><au>Martyn, Fiona M.</au><au>Mazza, Elena</au><au>McDonald, Colm</au><au>McPhilemy, Genevieve</au><au>Meier, Sandra</au><au>Meinert, Susanne</au><au>Meller, Tina</au><au>Melloni, Elisa M. T.</au><au>Mitchell, Philip B.</au><au>Nabulsi, Leila</au><au>Nenadic, Igor</au><au>Opel, Nils</au><au>Ophoff, Roel A.</au><au>Overs, Bronwyn J.</au><au>Pfarr, Julia-Katharina</au><au>Pineda-Zapata, Julian A.</au><au>Pomarol-Clotet, Edith</au><au>Raduà, Joaquim</au><au>Repple, Jonathan</au><au>Richter, Maike</au><au>Ringwald, Kai G.</au><au>Roberts, Gloria</au><au>Ross, Alex</au><au>Salvador, Raymond</au><au>Savitz, Jonathan</au><au>Schmitt, Simon</au><au>Schofield, Peter R.</au><au>Sim, Kang</au><au>Stein, Dan J.</au><au>Stein, Frederike</au><au>Temmingh, Henk S.</au><au>Thiel, Katharina</au><au>Thomopoulos, Sophia I.</au><au>van Haren, Neeltje E. M.</au><au>Vargas, Cristian</au><au>Vieta, Eduard</au><au>Vreeker, Annabel</au><au>Waltemate, Lena</au><au>Yatham, Lakshmi N.</au><au>Ching, Christopher R. K.</au><au>Andreassen, Ole A.</au><au>Thompson, Paul M.</au><au>Hajek, Tomas</au><aucorp>ENIGMA Bipolar Disorder Working Group</aucorp><aucorp>for the ENIGMA Bipolar Disorder Working Group</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Mega-analysis of association between obesity and cortical morphology in bipolar disorders: ENIGMA study in 2832 participants</atitle><jtitle>Psychological medicine</jtitle><addtitle>Psychol. Med</addtitle><date>2023-10-01</date><risdate>2023</risdate><volume>53</volume><issue>14</issue><spage>6743</spage><epage>6753</epage><pages>6743-6753</pages><issn>0033-2917</issn><issn>1469-8978</issn><eissn>1469-8978</eissn><abstract>Obesity is highly prevalent and disabling, especially in individuals with severe mental illness including bipolar disorders (BD). The brain is a target organ for both obesity and BD. Yet, we do not understand how cortical brain alterations in BD and obesity interact. We obtained body mass index (BMI) and MRI-derived regional cortical thickness, surface area from 1231 BD and 1601 control individuals from 13 countries within the ENIGMA-BD Working Group. We jointly modeled the statistical effects of BD and BMI on brain structure using mixed effects and tested for interaction and mediation. We also investigated the impact of medications on the BMI-related associations. BMI and BD additively impacted the structure of many of the same brain regions. Both BMI and BD were negatively associated with cortical thickness, but not surface area. In most regions the number of jointly used psychiatric medication classes remained associated with lower cortical thickness when controlling for BMI. In a single region, fusiform gyrus, about a third of the negative association between number of jointly used psychiatric medications and cortical thickness was mediated by association between the number of medications and higher BMI. We confirmed consistent associations between higher BMI and lower cortical thickness, but not surface area, across the cerebral mantle, in regions which were also associated with BD. Higher BMI in people with BD indicated more pronounced brain alterations. BMI is important for understanding the neuroanatomical changes in BD and the effects of psychiatric medications on the brain.</abstract><cop>Cambridge, UK</cop><pub>Cambridge University Press</pub><pmid>36846964</pmid><doi>10.1017/S0033291723000223</doi><tpages>11</tpages><oa>free_for_read</oa></addata></record>
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subjects Adult
Anatomy
Antipsychotics
Bipolar disorder
Bipolar Disorder - diagnostic imaging
Bipolar Disorder - pathology
Body Mass Index
Brain architecture
Brain structure
Cerebral Cortex - diagnostic imaging
Cerebral Cortex - pathology
Cognitive ability
Drug abuse
Drugs
Female
Humans
Magnetic Resonance Imaging
Male
Mathematical models
Medical imaging
Mental disorders
Middle Aged
Morphology
Neuroimaging
Obesity
Obesity - pathology
Original
Original Article
Overweight
Post traumatic stress disorder
Psychiatry
Psychotropic drugs
Psykiatri
Surface area
Working groups
title Mega-analysis of association between obesity and cortical morphology in bipolar disorders: ENIGMA study in 2832 participants
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