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Subramaniapillai S, Schindler LS, Redmond P, Bastin ME, Wardlaw JM, Valdés Hernández M, Maniega SM, Aribisala B, Westlye LT, Coath W, Groves J, Cash DM, Barnes J, James SN, Sudre CH, Barkhof F, Richards M, Corley J, Russ TC, Cox SR, Schott JM, Cole JH, de Lange AMG. Sex-Dependent Effects of Cardiometabolic Health and APOE4 on Brain Age: A Longitudinal Cohort Study. Neurology 2024; 103:e209744. [PMID: 39173100 PMCID: PMC11379441 DOI: 10.1212/wnl.0000000000209744] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Accepted: 06/17/2024] [Indexed: 08/24/2024] Open
Abstract
BACKGROUND AND OBJECTIVES The aging population is growing faster than all other demographic strata. With older age comes a greater risk of health conditions such as obesity and high blood pressure (BP). These cardiometabolic risk factors (CMRs) exhibit prominent sex differences in midlife and aging, yet their influence on brain health in females vs males is largely unexplored. In this study, we investigated sex differences in relationships between BP, body mass index (BMI), and brain age over time and tested for interactions with APOE ε4 genotype (APOE4), a known genetic risk factor of Alzheimer disease. METHODS The sample included participants from 2 United Kingdom-based longitudinal birth cohorts, the Lothian Birth Cohort (1936) and Insight 46 (1946). Participants with MRI data from at least 1 time point were included to evaluate sex differences in associations between CMRs and brain age. The open-access software package brainageR 2.1 was used to estimate brain age for each participant. Linear mixed-effects models were used to assess the relationships between brain age, BMI, BP, and APOE4 status (i.e., carrier vs noncarrier) in males and females over time. RESULTS The combined sample comprised 1,120 participants (48% female) with a mean age (SD) of 73 (0.72) years in the Lothian Birth Cohort and 71 (0.68) years in Insight 46 at the time point 1 assessment. Approximately 30% of participants were APOE4 carriers. Higher systolic and diastolic BP was significantly associated with older brain age in females only (β = 0.43-0.56, p < 0.05). Among males, higher BMI was associated with older brain age across time points and APOE4 groups (β = 0.72-0.77, p < 0.05). In females, higher BMI was linked to older brain age among APOE4 noncarriers (β = 0.68-0.99, p < 0.05), whereas higher BMI was linked to younger brain age among carriers, particularly at the last time point (β = -1.75, p < 0.05). DISCUSSION This study indicates sex-dependent and time-dependent relationships between CMRs, APOE4 status, and brain age. Our findings highlight the necessity of sex-stratified analyses to elucidate the role of CMRs in individual aging trajectories, providing a basis for developing personalized preventive interventions.
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Affiliation(s)
- Sivaniya Subramaniapillai
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - Louise S Schindler
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - Paul Redmond
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - Mark E Bastin
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - Joanna M Wardlaw
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - Maria Valdés Hernández
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - Susana Muñoz Maniega
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - Benjamin Aribisala
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - Lars T Westlye
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - William Coath
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - James Groves
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - David M Cash
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - Josephine Barnes
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - Sarah-Naomi James
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - Carole H Sudre
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - Frederik Barkhof
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - Marcus Richards
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - Janie Corley
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - Tom C Russ
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - Simon R Cox
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - Jonathan M Schott
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - James H Cole
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
| | - Ann-Marie G de Lange
- From the Department of Clinical Neuroscience (S.S., L.S.S., A.-M.G.d.L.), Lausanne University Hospital and University of Lausanne, Switzerland; Department of Psychology (P.R., M.E.B., J.M.W., M.V.H., S.M.M., B.A., J.C., T.C.R., S.R.C.), University of Edinburgh, United Kingdom; Department of Psychology (L.T.W.), University of Oslo, Norway; Dementia Research Centre (W.C., J.G., D.M.C., J.B., S.-N.J., C.H.S., J.M.S.), Centre for Medical Image Computing (C.H.S., F.B., J.H.C.), and MRC Unit for Lifelong Health and Ageing (M.R., S.-N.J., C.H.S.), University College London, United Kingdom
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Schindler LS, Subramaniapillai S, Ambikairajah A, Barth C, Crestol A, Voldsbekk I, Beck D, Gurholt TP, Topiwala A, Suri S, Ebmeier KP, Andreassen OA, Draganski B, Westlye LT, de Lange AMG. Cardiometabolic health across menopausal years is linked to white matter hyperintensities up to a decade later. Front Glob Womens Health 2023; 4:1320640. [PMID: 38213741 PMCID: PMC10783171 DOI: 10.3389/fgwh.2023.1320640] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Accepted: 12/06/2023] [Indexed: 01/13/2024] Open
Abstract
Introduction The menopause transition is associated with several cardiometabolic risk factors. Poor cardiometabolic health is further linked to microvascular brain lesions, which can be detected as white matter hyperintensities (WMHs) using T2-FLAIR magnetic resonance imaging (MRI) scans. Females show higher risk for WMHs post-menopause, but it remains unclear whether changes in cardiometabolic risk factors underlie menopause-related increase in brain pathology. Methods In this study, we assessed whether cross-sectional measures of cardiometabolic health, including body mass index (BMI) and waist-to-hip ratio (WHR), blood lipids, blood pressure, and long-term blood glucose (HbA1c), as well as longitudinal changes in BMI and WHR, differed according to menopausal status at baseline in 9,882 UK Biobank females (age range 40-70 years, n premenopausal = 3,529, n postmenopausal = 6,353). Furthermore, we examined whether these cardiometabolic factors were associated with WMH outcomes at the follow-up assessment, on average 8.78 years after baseline. Results Postmenopausal females showed higher levels of baseline blood lipids (HDL β = 0.14, p < 0.001, LDL β = 0.20, p < 0.001, triglycerides β = 0.12, p < 0.001) and HbA1c (β = 0.24, p < 0.001) compared to premenopausal women, beyond the effects of age. Over time, BMI increased more in the premenopausal compared to the postmenopausal group (β = -0.08, p < 0.001), while WHR increased to a similar extent in both groups (β = -0.03, p = 0.102). The change in WHR was however driven by increased waist circumference only in the premenopausal group. While the group level changes in BMI and WHR were in general small, these findings point to distinct anthropometric changes in pre- and postmenopausal females over time. Higher baseline measures of BMI, WHR, triglycerides, blood pressure, and HbA1c, as well as longitudinal increases in BMI and WHR, were associated with larger WMH volumes (β range = 0.03-0.13, p ≤ 0.002). HDL showed a significant inverse relationship with WMH volume (β = -0.27, p < 0.001). Discussion Our findings emphasise the importance of monitoring cardiometabolic risk factors in females from midlife through the menopause transition and into the postmenopausal phase, to ensure improved cerebrovascular outcomes in later years.
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Affiliation(s)
- Louise S. Schindler
- LREN, Centre for Research in Neurosciences, Department of Clinical Neurosciences, Lausanne University Hospital (CHUV) and University of Lausanne, Lausanne, Switzerland
- Department of Psychology, University of Oslo, Oslo, Norway
- Department of Psychiatry, University of Oxford, Oxford, United Kingdom
| | - Sivaniya Subramaniapillai
- LREN, Centre for Research in Neurosciences, Department of Clinical Neurosciences, Lausanne University Hospital (CHUV) and University of Lausanne, Lausanne, Switzerland
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Ananthan Ambikairajah
- Discipline of Psychology, Faculty of Health, University of Canberra, Canberra, Australia
- National Centre for Epidemiology and Population Health, Australian National University, Canberra, Australia
| | - Claudia Barth
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital & Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Arielle Crestol
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital & Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Irene Voldsbekk
- Department of Psychology, University of Oslo, Oslo, Norway
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital & Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Dani Beck
- Department of Psychology, University of Oslo, Oslo, Norway
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital & Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Tiril P. Gurholt
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital & Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Anya Topiwala
- Nuffield Department Population Health, Big Data Institute, University of Oxford, Oxford, United Kingdom
| | - Sana Suri
- Department of Psychiatry, University of Oxford, Oxford, United Kingdom
- Wellcome Centre for Integrative Neuroimaging, University of Oxford, Oxford, United Kingdom
| | - Klaus P. Ebmeier
- Department of Psychiatry, University of Oxford, Oxford, United Kingdom
| | - Ole A. Andreassen
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital & Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- KG Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo, Norway
| | - Bogdan Draganski
- LREN, Centre for Research in Neurosciences, Department of Clinical Neurosciences, Lausanne University Hospital (CHUV) and University of Lausanne, Lausanne, Switzerland
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Lars T. Westlye
- Department of Psychology, University of Oslo, Oslo, Norway
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital & Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- KG Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo, Norway
| | - Ann-Marie G. de Lange
- LREN, Centre for Research in Neurosciences, Department of Clinical Neurosciences, Lausanne University Hospital (CHUV) and University of Lausanne, Lausanne, Switzerland
- Department of Psychology, University of Oslo, Oslo, Norway
- Department of Psychiatry, University of Oxford, Oxford, United Kingdom
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