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Gongol B, Marin TL, Jeppson JD, Mayagoitia K, Shin S, Sanchez N, Kirsch WM, Vinters HV, Wilson CG, Ghribi O, Soriano S. Cellular hormetic response to 27-hydroxycholesterol promotes neuroprotection through AICD induction of MAST4 abundance and kinase activity. Sci Rep 2017; 7:13898. [PMID: 29066835 PMCID: PMC5654999 DOI: 10.1038/s41598-017-13933-9] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2017] [Accepted: 10/03/2017] [Indexed: 01/10/2023] Open
Abstract
The function of the amyloid precursor protein (APP) in brain health remains unclear. This study elucidated a novel cytoprotective signaling pathway initiated by the APP transcriptionally active intracellular domain (AICD) in response to 27-hydroxycholesterol (27OHC), an oxidized cholesterol metabolite associated with neurodegeneration. The cellular response to 27OHC was hormetic, such that low, but not high, doses promoted AICD transactivation of microtubule associated serine/threonine kinase family member 4 (MAST4). MAST4 in turn phosphorylated and inhibited FOXO1-dependent transcriptional repression of rhotekin 2 (RTKN2), an oxysterol stress responder, to optimize cell survival. A palmitate-rich diet, which increases serum 27OHC, or APP ablation, abrogated this response in vivo. Further, this pathway was downregulated in human Alzheimer's Disease (AD) brains but not in frontotemporal dementia brains. These results unveil MAST4 as functional kinase of FOXO1 in a 27OHC AICD-driven, hormetic pathway providing insight for therapeutic approaches against cholesterol associated neuronal disorders.
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Affiliation(s)
- Brendan Gongol
- Department of Pathology and Human Anatomy, Division of Anatomy, Loma Linda University School of Medicine, Loma Linda, CA, 92350, USA
- Cardiopulmonary Sciences, Schools of Allied Health Professions and Medicine, Loma Linda University, Loma Linda, CA, 92350, USA
| | - Traci L Marin
- Cardiopulmonary Sciences, Schools of Allied Health Professions and Medicine, Loma Linda University, Loma Linda, CA, 92350, USA
| | - John D Jeppson
- Department of Pathology and Human Anatomy, Division of Anatomy, Loma Linda University School of Medicine, Loma Linda, CA, 92350, USA
| | - Karina Mayagoitia
- Department of Pathology and Human Anatomy, Division of Anatomy, Loma Linda University School of Medicine, Loma Linda, CA, 92350, USA
| | - Samuel Shin
- Department of Pathology and Human Anatomy, Division of Anatomy, Loma Linda University School of Medicine, Loma Linda, CA, 92350, USA
| | - Nicholas Sanchez
- Department of Basic Sciences, Division of Biochemistry, School of Medicine, Loma Linda University, Loma Linda, CA, 92350, USA
| | - Wolff M Kirsch
- Department of Basic Sciences, Division of Biochemistry, School of Medicine, Loma Linda University, Loma Linda, CA, 92350, USA
| | - Harry V Vinters
- Section of Neuropathology, Ronald Reagan UCLA Medical Center, David Geffen School of Medicine at UCLA, Los Angeles, 90095, USA
| | - Christopher G Wilson
- Department of Basic Sciences, Division of Physiology, School of Medicine, Loma Linda University, Loma Linda, CA, 92350, USA
| | - Othman Ghribi
- Department of Basic Sciences, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, 58202, USA
| | - Salvador Soriano
- Department of Pathology and Human Anatomy, Division of Anatomy, Loma Linda University School of Medicine, Loma Linda, CA, 92350, USA.
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204
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Ikram MA, Brusselle GGO, Murad SD, van Duijn CM, Franco OH, Goedegebure A, Klaver CCW, Nijsten TEC, Peeters RP, Stricker BH, Tiemeier H, Uitterlinden AG, Vernooij MW, Hofman A. The Rotterdam Study: 2018 update on objectives, design and main results. Eur J Epidemiol 2017; 32:807-850. [PMID: 29064009 PMCID: PMC5662692 DOI: 10.1007/s10654-017-0321-4] [Citation(s) in RCA: 354] [Impact Index Per Article: 44.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2017] [Accepted: 10/06/2017] [Indexed: 02/07/2023]
Abstract
The Rotterdam Study is a prospective cohort study ongoing since 1990 in the city of Rotterdam in The Netherlands. The study targets cardiovascular, endocrine, hepatic, neurological, ophthalmic, psychiatric, dermatological, otolaryngological, locomotor, and respiratory diseases. As of 2008, 14,926 subjects aged 45 years or over comprise the Rotterdam Study cohort. Since 2016, the cohort is being expanded by persons aged 40 years and over. The findings of the Rotterdam Study have been presented in over 1500 research articles and reports (see www.erasmus-epidemiology.nl/rotterdamstudy ). This article gives the rationale of the study and its design. It also presents a summary of the major findings and an update of the objectives and methods.
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Affiliation(s)
- M Arfan Ikram
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands.
- Department of Neurology, Erasmus Medical Center, Rotterdam, The Netherlands.
| | - Guy G O Brusselle
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands
- Department of Respiratory Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
- Department of Respiratory Medicine, Ghent University Hospital, Ghent, Belgium
| | - Sarwa Darwish Murad
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
- Department of Gastro-Enterology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Cornelia M van Duijn
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands
| | - Oscar H Franco
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands
- Department of Cardiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - André Goedegebure
- Department of Otolaryngology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Caroline C W Klaver
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands
- Department of Ophthalmology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Tamar E C Nijsten
- Department of Dermatology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Robin P Peeters
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Bruno H Stricker
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Henning Tiemeier
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands
- Department of Psychiatry, Erasmus Medical Center, Rotterdam, The Netherlands
| | - André G Uitterlinden
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Meike W Vernooij
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Albert Hofman
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA, USA
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208
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Thompson PM, Andreassen OA, Arias-Vasquez A, Bearden CE, Boedhoe PS, Brouwer RM, Buckner RL, Buitelaar JK, Bulayeva KB, Cannon DM, Cohen RA, Conrod PJ, Dale AM, Deary IJ, Dennis EL, de Reus MA, Desrivieres S, Dima D, Donohoe G, Fisher SE, Fouche JP, Francks C, Frangou S, Franke B, Ganjgahi H, Garavan H, Glahn DC, Grabe HJ, Guadalupe T, Gutman BA, Hashimoto R, Hibar DP, Holland D, Hoogman M, Hulshoff Pol HE, Hosten N, Jahanshad N, Kelly S, Kochunov P, Kremen WS, Lee PH, Mackey S, Martin NG, Mazoyer B, McDonald C, Medland SE, Morey RA, Nichols TE, Paus T, Pausova Z, Schmaal L, Schumann G, Shen L, Sisodiya SM, Smit DJA, Smoller JW, Stein DJ, Stein JL, Toro R, Turner JA, van den Heuvel MP, van den Heuvel OL, van Erp TGM, van Rooij D, Veltman DJ, Walter H, Wang Y, Wardlaw JM, Whelan CD, Wright MJ, Ye J. ENIGMA and the individual: Predicting factors that affect the brain in 35 countries worldwide. Neuroimage 2017; 145:389-408. [PMID: 26658930 PMCID: PMC4893347 DOI: 10.1016/j.neuroimage.2015.11.057] [Citation(s) in RCA: 128] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2015] [Revised: 10/16/2015] [Accepted: 11/23/2015] [Indexed: 11/22/2022] Open
Abstract
In this review, we discuss recent work by the ENIGMA Consortium (http://enigma.ini.usc.edu) - a global alliance of over 500 scientists spread across 200 institutions in 35 countries collectively analyzing brain imaging, clinical, and genetic data. Initially formed to detect genetic influences on brain measures, ENIGMA has grown to over 30 working groups studying 12 major brain diseases by pooling and comparing brain data. In some of the largest neuroimaging studies to date - of schizophrenia and major depression - ENIGMA has found replicable disease effects on the brain that are consistent worldwide, as well as factors that modulate disease effects. In partnership with other consortia including ADNI, CHARGE, IMAGEN and others1, ENIGMA's genomic screens - now numbering over 30,000 MRI scans - have revealed at least 8 genetic loci that affect brain volumes. Downstream of gene findings, ENIGMA has revealed how these individual variants - and genetic variants in general - may affect both the brain and risk for a range of diseases. The ENIGMA consortium is discovering factors that consistently affect brain structure and function that will serve as future predictors linking individual brain scans and genomic data. It is generating vast pools of normative data on brain measures - from tens of thousands of people - that may help detect deviations from normal development or aging in specific groups of subjects. We discuss challenges and opportunities in applying these predictors to individual subjects and new cohorts, as well as lessons we have learned in ENIGMA's efforts so far.
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Affiliation(s)
- Paul M Thompson
- Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging & Informatics, Keck School of Medicine of the University of Southern California, Marina del Rey 90292, USA; Departments of Neurosciences, Radiology, Psychiatry, and Cognitive Science, University of California, San Diego 92093, CA, USA
| | - Ole A Andreassen
- NORMENT-KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo 0315, Norway; NORMENT-KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo 0315, Norway
| | - Alejandro Arias-Vasquez
- Donders Center for Cognitive Neuroscience, Departments of Psychiatry, Human Genetics & Cognitive Neuroscience, Radboud University Medical Center, Nijmegen 6525, The Netherlands
| | - Carrie E Bearden
- Department of Psychiatry & Biobehavioral Sciences, University of California, Los Angeles, CA 90095, USA; Dept. of Psychology, University of California, Los Angeles, CA 90095, USA; Brain Research Institute, University of California, Los Angeles, CA 90095, USA
| | - Premika S Boedhoe
- Department of Anatomy & Neurosciences, VU University Medical Center, Amsterdam, The Netherlands; Department of Psychiatry, VU University Medical Center (VUMC), Amsterdam, The Netherlands; Neuroscience Campus Amsterdam, VU/VUMC, Amsterdam, The Netherlands
| | - Rachel M Brouwer
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht 3584 CX, The Netherlands
| | - Randy L Buckner
- Department of Psychiatry, Massachusetts General Hospital, Boston 02114, USA
| | - Jan K Buitelaar
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen 6500 HB, The Netherlands; Department of Psychology, Center for Brain Science, Harvard University, Cambridge, MA 02138, USA
| | - Kazima B Bulayeva
- N.I. Vavilov Institute of General Genetics, Russian Academy of Sciences, Gubkin str. 3, Moscow 119991, Russia
| | - Dara M Cannon
- National Institute of Mental Health Intramural Research Program, Bethesda 20892, USA; Neuroimaging & Cognitive Genomics Centre (NICOG), Clinical Neuroimaging Laboratory, NCBES Galway Neuroscience Centre, College of Medicine Nursing and Health Sciences, National University of Ireland Galway, H91 TK33 Galway, Ireland
| | - Ronald A Cohen
- Institute on Aging, University of Florida, Gainesville, FL 32611, USA
| | - Patricia J Conrod
- Department of Psychological Medicine and Psychiatry, Section of Addiction, King's College London, University of London, UK
| | - Anders M Dale
- Departments of Neurosciences, Radiology, Psychiatry, and Cognitive Science, University of California, San Diego, La Jolla, CA 92093-0841, USA
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Emily L Dennis
- Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging & Informatics, Keck School of Medicine of the University of Southern California, Marina del Rey 90292, USA
| | - Marcel A de Reus
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht 3584 CX, The Netherlands
| | - Sylvane Desrivieres
- MRC-SGDP Centre, Institute of Psychiatry, King's College London, London SE5 8AF, UK
| | - Danai Dima
- Institute of Psychiatry, Psychology and Neuroscience, King׳s College London, UK; Clinical Neuroscience Studies (CNS) Center, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, USA
| | - Gary Donohoe
- Neuroimaging and Cognitive Genomics center (NICOG), School of Psychology, National University of Ireland, Galway, Ireland
| | - Simon E Fisher
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen 6525 XD, The Netherlands; Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen 6500 HB, The Netherlands
| | - Jean-Paul Fouche
- Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa
| | - Clyde Francks
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen 6525 XD, The Netherlands; Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen 6500 HB, The Netherlands
| | - Sophia Frangou
- Clinical Neuroscience Studies (CNS) Center, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, USA
| | - Barbara Franke
- Department of Human Genetics, Radboud University Medical Center, Nijmegen 6525, The Netherlands; Department of Psychiatry, Radboud University Medical Center, Nijmegen 6525, The Netherlands; Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen 6500 HB, The Netherlands
| | - Habib Ganjgahi
- Department of Statistics, The University of Warwick, Coventry, UK
| | - Hugh Garavan
- Psychiatry Department, University of Vermont, VT, USA
| | - David C Glahn
- Department of Psychiatry, Yale University, New Haven, CT 06511, USA; Olin Neuropsychiatric Research Center, Hartford, CT 06114, USA
| | - Hans J Grabe
- Department of Psychiatry, University Medicine Greifswald, Greifswald 17489, Germany; Department of Psychiatry and Psychotherapy, HELIOS Hospital, Stralsund 18435, Germany
| | - Tulio Guadalupe
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen 6525 XD, The Netherlands; International Max Planck Research School for Language Sciences, Nijmegen 6525 XD, The Netherlands
| | - Boris A Gutman
- Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging & Informatics, Keck School of Medicine of the University of Southern California, Marina del Rey 90292, USA
| | - Ryota Hashimoto
- Molecular Research Center for Children's Mental Development, United Graduate School of Child Development, Osaka University, Japan
| | - Derrek P Hibar
- Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging & Informatics, Keck School of Medicine of the University of Southern California, Marina del Rey 90292, USA
| | - Dominic Holland
- Departments of Neurosciences, Radiology, Psychiatry, and Cognitive Science, University of California, San Diego, La Jolla, CA 92093-0841, USA
| | - Martine Hoogman
- Department of Human Genetics, Radboud University Medical Center, Nijmegen 6525, The Netherlands; Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen 6500 HB, The Netherlands
| | - Hilleke E Hulshoff Pol
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht 3584 CX, The Netherlands
| | - Norbert Hosten
- Department of Radiology University Medicine Greifswald, Greifswald 17475, Germany
| | - Neda Jahanshad
- Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging & Informatics, Keck School of Medicine of the University of Southern California, Marina del Rey 90292, USA
| | - Sinead Kelly
- Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging & Informatics, Keck School of Medicine of the University of Southern California, Marina del Rey 90292, USA
| | - Peter Kochunov
- Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - William S Kremen
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA
| | - Phil H Lee
- Center for Human Genetic Research, Massachusetts General Hospital, USA; Department of Psychiatry, Harvard Medical School, USA; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, USA
| | - Scott Mackey
- Department of Psychiatry, University of Vermont, Burlington 05401, VT, USA
| | | | - Bernard Mazoyer
- Groupe d'imagerie Neurofonctionnelle, UMR5296 CNRS CEA Université de Bordeaux, France
| | - Colm McDonald
- Neuroimaging & Cognitive Genomics Centre (NICOG), Clinical Neuroimaging Laboratory, NCBES Galway Neuroscience Centre, College of Medicine Nursing and Health Sciences, National University of Ireland Galway, H91 TK33 Galway, Ireland
| | - Sarah E Medland
- QIMR Berghofer Medical Research Institute, Brisbane 4006, Australia
| | - Rajendra A Morey
- Duke Institute for Brain Sciences, Duke University, NC 27710, USA
| | - Thomas E Nichols
- Department of Statistics & WMG, University of Warwick, Coventry CV4 7AL, UK; FMRIB Centre, University of Oxford, Oxford OX3 9DU, UK
| | - Tomas Paus
- Rotman Research Institute, Baycrest, Toronto, ON, Canada; Departments of Psychology and Psychiatry, University of Toronto, Toronto, Canada; Child Mind Institute, NY, USA
| | - Zdenka Pausova
- The Hospital for Sick Children, University of Toronto, Toronto, Canada; Departments of Physiology and Nutritional Sciences, University of Toronto, Toronto, Canada
| | - Lianne Schmaal
- Department of Psychiatry, VU University Medical Center (VUMC), Amsterdam, The Netherlands; Neuroscience Campus Amsterdam, VU/VUMC, Amsterdam, The Netherlands
| | - Gunter Schumann
- MRC-SGDP Centre, Institute of Psychiatry, King's College London, London SE5 8AF, UK
| | - Li Shen
- Center for Neuroimaging, Dept. of Radiology and Imaging Sciences, Indiana University School of Medicine, 355 W. 16th Street, Suite 4100, Indianapolis, IN 46202, USA; Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, 355 W. 16th Street, Suite 4100, Indianapolis, IN 46202, USA
| | - Sanjay M Sisodiya
- Department of Clinical and Experimental Epilepsy, UCL Institute of Neurology, London WC1N 3BG, UK and Epilepsy Society, Bucks, UK
| | - Dirk J A Smit
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, The Netherlands; Neuroscience Campus Amsterdam, VU/VUMC, Amsterdam, The Netherlands
| | - Jordan W Smoller
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, USA
| | - Dan J Stein
- Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa; MRC Research Unit on Anxiety & Stress Disorders, South Africa
| | - Jason L Stein
- Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging & Informatics, Keck School of Medicine of the University of Southern California, Marina del Rey 90292, USA; Neurogenetics Program, Department of Neurology, UCLA School of Medicine, Los Angeles 90095, USA
| | | | - Jessica A Turner
- Departments of Psychology and Neuroscience, Georgia State University, Atlanta, GA 30302, USA
| | - Martijn P van den Heuvel
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht 3584 CX, The Netherlands
| | - Odile L van den Heuvel
- Department of Anatomy & Neurosciences, VU University Medical Center, Amsterdam, The Netherlands; Department of Psychiatry, VU University Medical Center (VUMC), Amsterdam, The Netherlands; Neuroscience Campus Amsterdam, VU/VUMC, Amsterdam, The Netherlands
| | - Theo G M van Erp
- Department of Psychiatry and Human Behavior, University of California, Irvine, CA 92617, USA
| | - Daan van Rooij
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen 6500 HB, The Netherlands
| | - Dick J Veltman
- Department of Anatomy & Neurosciences, VU University Medical Center, Amsterdam, The Netherlands; Department of Psychiatry, VU University Medical Center (VUMC), Amsterdam, The Netherlands; Neuroscience Campus Amsterdam, VU/VUMC, Amsterdam, The Netherlands
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, CCM, Berlin 10117, Germany
| | - Yalin Wang
- School of Computing, Informatics and Decision Systems Engineering, Arizona State University, AZ 85281, USA
| | - Joanna M Wardlaw
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh EH4 2XU, UK; Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK; Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Christopher D Whelan
- Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging & Informatics, Keck School of Medicine of the University of Southern California, Marina del Rey 90292, USA
| | - Margaret J Wright
- Queensland Brain Institute, University of Queensland, Brisbane 4072, Australia
| | - Jieping Ye
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI 48109, USA; Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, MI 48109, USA
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