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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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Murray-Smith H, Barker S, Barkhof F, Barnes J, Brown TM, Captur G, R E Cartlidge M, Cash DM, Coath W, Davis D, Dickson JC, Groves J, Hughes AD, James SN, Keshavan A, Keuss SE, King-Robson J, Lu K, Malone IB, Nicholas JM, Rapala A, Scott CJ, Street R, Sudre CH, Thomas DL, Wong A, Wray S, Zetterberg H, Chaturvedi N, Fox NC, Crutch SJ, Richards M, Schott JM. Updating the study protocol: Insight 46 - a longitudinal neuroscience sub-study of the MRC National Survey of Health and Development - phases 2 and 3. BMC Neurol 2024; 24:40. [PMID: 38263061 PMCID: PMC10804658 DOI: 10.1186/s12883-023-03465-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Accepted: 11/13/2023] [Indexed: 01/25/2024] Open
Abstract
BACKGROUND Although age is the biggest known risk factor for dementia, there remains uncertainty about other factors over the life course that contribute to a person's risk for cognitive decline later in life. Furthermore, the pathological processes leading to dementia are not fully understood. The main goals of Insight 46-a multi-phase longitudinal observational study-are to collect detailed cognitive, neurological, physical, cardiovascular, and sensory data; to combine those data with genetic and life-course information collected from the MRC National Survey of Health and Development (NSHD; 1946 British birth cohort); and thereby contribute to a better understanding of healthy ageing and dementia. METHODS/DESIGN Phase 1 of Insight 46 (2015-2018) involved the recruitment of 502 members of the NSHD (median age = 70.7 years; 49% female) and has been described in detail by Lane and Parker et al. 2017. The present paper describes phase 2 (2018-2021) and phase 3 (2021-ongoing). Of the 502 phase 1 study members who were invited to a phase 2 research visit, 413 were willing to return for a clinic visit in London and 29 participated in a remote research assessment due to COVID-19 restrictions. Phase 3 aims to recruit 250 study members who previously participated in both phases 1 and 2 of Insight 46 (providing a third data time point) and 500 additional members of the NSHD who have not previously participated in Insight 46. DISCUSSION The NSHD is the oldest and longest continuously running British birth cohort. Members of the NSHD are now at a critical point in their lives for us to investigate successful ageing and key age-related brain morbidities. Data collected from Insight 46 have the potential to greatly contribute to and impact the field of healthy ageing and dementia by combining unique life course data with longitudinal multiparametric clinical, imaging, and biomarker measurements. Further protocol enhancements are planned, including in-home sleep measurements and the engagement of participants through remote online cognitive testing. Data collected are and will continue to be made available to the scientific community.
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Affiliation(s)
- Heidi Murray-Smith
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK.
| | - Suzie Barker
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK
| | - Frederik Barkhof
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Center, Amsterdam, The Netherlands
- Centre for Medical Image Computing, University College London, London, UK
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, London, UK
| | - Josephine Barnes
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK
| | - Thomas M Brown
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK
| | - Gabriella Captur
- MRC Unit for Lifelong Health and Ageing at UCL, Department of Population Science & Experimental Medicine, UCL Institute of Cardiovascular Science, University College London, London, UK
| | - Molly R E Cartlidge
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK
| | - David M Cash
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK
- Centre for Medical Image Computing, University College London, London, UK
| | - William Coath
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK
| | - Daniel Davis
- MRC Unit for Lifelong Health and Ageing at UCL, Department of Population Science & Experimental Medicine, UCL Institute of Cardiovascular Science, University College London, London, UK
| | - John C Dickson
- Institute of Nuclear Medicine, University College London Hospitals, London, UK
| | - James Groves
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK
| | - Alun D Hughes
- MRC Unit for Lifelong Health and Ageing at UCL, Department of Population Science & Experimental Medicine, UCL Institute of Cardiovascular Science, University College London, London, UK
| | - Sarah-Naomi James
- MRC Unit for Lifelong Health and Ageing at UCL, Department of Population Science & Experimental Medicine, UCL Institute of Cardiovascular Science, University College London, London, UK
| | - Ashvini Keshavan
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK
| | - Sarah E Keuss
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK
| | - Josh King-Robson
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK
| | - Kirsty Lu
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK
| | - Ian B Malone
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK
| | - Jennifer M Nicholas
- Department of Medical Statistics, London School of Hygiene and Tropical Medicine, London, UK
| | - Alicja Rapala
- MRC Unit for Lifelong Health and Ageing at UCL, Department of Population Science & Experimental Medicine, UCL Institute of Cardiovascular Science, University College London, London, UK
| | - Catherine J Scott
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK
- Institute of Nuclear Medicine, University College London Hospitals, London, UK
| | - Rebecca Street
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK
| | - Carole H Sudre
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK
- Centre for Medical Image Computing, University College London, London, UK
- MRC Unit for Lifelong Health and Ageing at UCL, Department of Population Science & Experimental Medicine, UCL Institute of Cardiovascular Science, University College London, London, UK
| | - David L Thomas
- Neuroradiological Academic Unit, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Andrew Wong
- MRC Unit for Lifelong Health and Ageing at UCL, Department of Population Science & Experimental Medicine, UCL Institute of Cardiovascular Science, University College London, London, UK
| | - Selina Wray
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, London, UK
| | - Henrik Zetterberg
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, London, UK
- UK Dementia Research Institute, University College London, London, UK
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy at University of Gothenburg, Mölndal, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
- Hong, Kong Center for Neurodegenerative Diseases, Clear Water Bay, Hong Kong, China
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, USA
| | - Nishi Chaturvedi
- MRC Unit for Lifelong Health and Ageing at UCL, Department of Population Science & Experimental Medicine, UCL Institute of Cardiovascular Science, University College London, London, UK
| | - Nick C Fox
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK
| | - Sebastian J Crutch
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK
| | - Marcus Richards
- MRC Unit for Lifelong Health and Ageing at UCL, Department of Population Science & Experimental Medicine, UCL Institute of Cardiovascular Science, University College London, London, UK
| | - Jonathan M Schott
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, 1St Floor, 8-11 Queen Square, London, UK
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