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Salvadó G, Brugulat-Serrat A, Sudre CH, Grau-Rivera O, Suárez-Calvet M, Falcon C, Fauria K, Cardoso MJ, Barkhof F, Molinuevo JL, Gispert JD. Spatial patterns of white matter hyperintensities associated with Alzheimer's disease risk factors in a cognitively healthy middle-aged cohort. ALZHEIMERS RESEARCH & THERAPY 2019; 11:12. [PMID: 30678723 PMCID: PMC6346579 DOI: 10.1186/s13195-018-0460-1] [Citation(s) in RCA: 40] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/18/2018] [Accepted: 12/18/2018] [Indexed: 11/17/2022]
Abstract
Background White matter hyperintensities (WMH) of presumed vascular origin have been associated with an increased risk of Alzheimer’s disease (AD). This study aims to describe the patterns of WMH associated with dementia risk estimates and individual risk factors in a cohort of middle-aged/late middle-aged individuals (mean 58 (interquartile range 51–64) years old). Methods Magnetic resonance imaging and AD risk factors were collected from 575 cognitively unimpaired participants. WMH load was automatically calculated in each brain lobe and in four equidistant layers from the ventricular surface to the cortical interface. Global volumes and regional patterns of WMH load were analyzed as a function of the Cardiovascular Risk Factors, Aging and Incidence of Dementia (CAIDE) dementia risk score, as well as family history of AD and Apolipoprotein E (APOE) genotype. Additional analyses were performed after correcting for the effect of age and hypertension. Results The studied cohort showed very low WMH burden (median 1.94 cm3) and 20-year dementia risk estimates (median 1.47 %). Even so, higher CAIDE scores were significantly associated with increased global WMH load. The main drivers of this association were age and hypertension, with hypercholesterolemia and body mass index also displaying a minor, albeit significant, influence. Regionally, CAIDE scores were positively associated with WMH in anterior areas, mostly in the frontal lobe. Age and hypertension showed significant association with WMH in almost all regions analyzed. The APOE-ε2 allele showed a protective effect over global WMH with a pattern that comprised juxtacortical temporo-occipital and fronto-parietal deep white matter regions. Participants with maternal family history of AD had higher WMH load than those without, especially in temporal and occipital lobes. Conclusions WMH load is associated with AD risk factors even in cognitively unimpaired subjects with very low WMH burden and dementia risk estimates. Our results suggest that tight control of modifiable risk factors in middle-age/late middle-age could have a significant impact on late-life dementia. Electronic supplementary material The online version of this article (10.1186/s13195-018-0460-1) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Gemma Salvadó
- Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Wellington 30, 08005, Barcelona, Spain
| | - Anna Brugulat-Serrat
- Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Wellington 30, 08005, Barcelona, Spain
| | - Carole H Sudre
- Engineering and Imaging Sciences, King's College London, London, UK.,Dementia Research Centre, University College London, London, UK.,Centre for Medical Imaging Computing, Faculty of Engineering, University College London, London, UK
| | - Oriol Grau-Rivera
- Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Wellington 30, 08005, Barcelona, Spain
| | - Marc Suárez-Calvet
- Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Wellington 30, 08005, Barcelona, Spain
| | - Carles Falcon
- Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Wellington 30, 08005, Barcelona, Spain.,Centro de Investigación Biomédica en Red de Bioingeniería, Biomateriales y Nanomedicina (CIBER-BBN), Madrid, Spain
| | - Karine Fauria
- Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Wellington 30, 08005, Barcelona, Spain.,Centro de Investigación Biomédica en Red de Fragilidad y Envejecimiento Saludable (CIBERFES), Madrid, Spain
| | - M Jorge Cardoso
- Engineering and Imaging Sciences, King's College London, London, UK.,Dementia Research Centre, University College London, London, UK
| | - Frederik Barkhof
- Centre for Medical Imaging Computing, Faculty of Engineering, University College London, London, UK.,Brain Repair and Rehabilitation, University College London, London, UK.,Radiology & Nuclear Medicine, VU University Medical Centre, Amsterdam, Netherlands
| | - José Luis Molinuevo
- Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Wellington 30, 08005, Barcelona, Spain. .,Centro de Investigación Biomédica en Red de Fragilidad y Envejecimiento Saludable (CIBERFES), Madrid, Spain.
| | - Juan Domingo Gispert
- Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Wellington 30, 08005, Barcelona, Spain. .,Centro de Investigación Biomédica en Red de Bioingeniería, Biomateriales y Nanomedicina (CIBER-BBN), Madrid, Spain. .,Universitat Pompeu Fabra, Barcelona, Spain.
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5
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Groot C, Sudre CH, Barkhof F, Teunissen CE, van Berckel BNM, Seo SW, Ourselin S, Scheltens P, Cardoso MJ, van der Flier WM, Ossenkoppele R. Clinical phenotype, atrophy, and small vessel disease in APOEε2 carriers with Alzheimer disease. Neurology 2018; 91:e1851-e1859. [PMID: 30341156 DOI: 10.1212/wnl.0000000000006503] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2018] [Accepted: 08/06/2018] [Indexed: 12/21/2022] Open
Abstract
OBJECTIVE To examine the clinical phenotype, gray matter atrophy patterns, and small vessel disease in patients who developed prodromal or probable Alzheimer disease dementia, despite carrying the protective APOEε2 allele. METHODS We included 36 β-amyloid-positive (by CSF or PET) APOEε2 carriers (all ε2/ε3) with mild cognitive impairment or dementia due to Alzheimer disease who were matched for age and diagnosis (ratio 1:2) to APOEε3 homozygotes and APOEε4 carriers (70% ε3/ε4 and 30% ε4/ε4). We assessed neuropsychological performance across 4 cognitive domains (memory, attention, executive, and language functions), performed voxelwise and region of interest analyses of gray matter atrophy on T1-weighted MRI, used fluid-attenuated inversion recovery images to automatically quantify white matter hyperintensity volumes, and assessed T2*-weighted images to identify microbleeds. Differences in cognitive domain scores, atrophy, and white matter hyperintensities between ε2 carriers, ε3 homozygotes, and ε4 carriers were assessed using analysis of variance analyses, and Pearson χ2 tests were used to examine differences in prevalence of microbleeds. RESULTS We found that ε2 carriers performed worse on nonmemory domains compared to both ε3 homozygotes and ε4 carriers but better on memory compared to ε4 carriers. Voxelwise T1-weighted MRI analyses showed asymmetric (left > right) temporoparietal-predominant atrophy with subtly less involvement of medial-temporal structures in ε2 carriers compared to ε4 carriers. Finally, ε2 carriers had larger total white matter hyperintensity volumes compared to ε4 carriers (mean 10.4 vs 7.3 mL) and a higher prevalence of microbleeds compared to ε3 homozygotes (37.5% vs 18.3%). CONCLUSION APOEε2 carriers who develop Alzheimer disease despite carrying the protective allele display a nonamnestic clinical phenotype with more severe small vessel disease.
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Affiliation(s)
- Colin Groot
- From the Departments of Neurology and Alzheimer Center (C.G., P.S., W.M.v.d.F., R.O.), Radiology and Nuclear Medicine (C.G., F.B., B.N.M.v.B., R.O.), Neurochemistry Lab and Biobank (C.E.T.), and Clinical Chemistry, Epidemiology and Biostatistics (W.M.v.d.F.), VU University Medical Center, Neuroscience Campus Amsterdam, the Netherlands; Dementia Research Centre (C.H.S., S.O., M.J.C.), Department of Neurodegenerative Disease, UCL Institute of Neurology, Centre for Medical Image Computing (C.H.S., S.O., M.J.C.), and Institutes of Neurology & Healthcare Engineering (F.B.), University College London, UK; Department of Neurology (S.W.S.), Sungkyunkwan University School of Medicine, and Neuroscience Center (S.W.S.), Samsung Medical Center; Department of Clinical Research Design & Evaluation (S.W.S.), SAIHST, Sungkyunkwan University, Seoul, Korea; and Clinical Memory Research Unit (R.O.), Lund University, Sweden.
| | - Carole H Sudre
- From the Departments of Neurology and Alzheimer Center (C.G., P.S., W.M.v.d.F., R.O.), Radiology and Nuclear Medicine (C.G., F.B., B.N.M.v.B., R.O.), Neurochemistry Lab and Biobank (C.E.T.), and Clinical Chemistry, Epidemiology and Biostatistics (W.M.v.d.F.), VU University Medical Center, Neuroscience Campus Amsterdam, the Netherlands; Dementia Research Centre (C.H.S., S.O., M.J.C.), Department of Neurodegenerative Disease, UCL Institute of Neurology, Centre for Medical Image Computing (C.H.S., S.O., M.J.C.), and Institutes of Neurology & Healthcare Engineering (F.B.), University College London, UK; Department of Neurology (S.W.S.), Sungkyunkwan University School of Medicine, and Neuroscience Center (S.W.S.), Samsung Medical Center; Department of Clinical Research Design & Evaluation (S.W.S.), SAIHST, Sungkyunkwan University, Seoul, Korea; and Clinical Memory Research Unit (R.O.), Lund University, Sweden
| | - Frederik Barkhof
- From the Departments of Neurology and Alzheimer Center (C.G., P.S., W.M.v.d.F., R.O.), Radiology and Nuclear Medicine (C.G., F.B., B.N.M.v.B., R.O.), Neurochemistry Lab and Biobank (C.E.T.), and Clinical Chemistry, Epidemiology and Biostatistics (W.M.v.d.F.), VU University Medical Center, Neuroscience Campus Amsterdam, the Netherlands; Dementia Research Centre (C.H.S., S.O., M.J.C.), Department of Neurodegenerative Disease, UCL Institute of Neurology, Centre for Medical Image Computing (C.H.S., S.O., M.J.C.), and Institutes of Neurology & Healthcare Engineering (F.B.), University College London, UK; Department of Neurology (S.W.S.), Sungkyunkwan University School of Medicine, and Neuroscience Center (S.W.S.), Samsung Medical Center; Department of Clinical Research Design & Evaluation (S.W.S.), SAIHST, Sungkyunkwan University, Seoul, Korea; and Clinical Memory Research Unit (R.O.), Lund University, Sweden
| | - Charlotte E Teunissen
- From the Departments of Neurology and Alzheimer Center (C.G., P.S., W.M.v.d.F., R.O.), Radiology and Nuclear Medicine (C.G., F.B., B.N.M.v.B., R.O.), Neurochemistry Lab and Biobank (C.E.T.), and Clinical Chemistry, Epidemiology and Biostatistics (W.M.v.d.F.), VU University Medical Center, Neuroscience Campus Amsterdam, the Netherlands; Dementia Research Centre (C.H.S., S.O., M.J.C.), Department of Neurodegenerative Disease, UCL Institute of Neurology, Centre for Medical Image Computing (C.H.S., S.O., M.J.C.), and Institutes of Neurology & Healthcare Engineering (F.B.), University College London, UK; Department of Neurology (S.W.S.), Sungkyunkwan University School of Medicine, and Neuroscience Center (S.W.S.), Samsung Medical Center; Department of Clinical Research Design & Evaluation (S.W.S.), SAIHST, Sungkyunkwan University, Seoul, Korea; and Clinical Memory Research Unit (R.O.), Lund University, Sweden
| | - Bart N M van Berckel
- From the Departments of Neurology and Alzheimer Center (C.G., P.S., W.M.v.d.F., R.O.), Radiology and Nuclear Medicine (C.G., F.B., B.N.M.v.B., R.O.), Neurochemistry Lab and Biobank (C.E.T.), and Clinical Chemistry, Epidemiology and Biostatistics (W.M.v.d.F.), VU University Medical Center, Neuroscience Campus Amsterdam, the Netherlands; Dementia Research Centre (C.H.S., S.O., M.J.C.), Department of Neurodegenerative Disease, UCL Institute of Neurology, Centre for Medical Image Computing (C.H.S., S.O., M.J.C.), and Institutes of Neurology & Healthcare Engineering (F.B.), University College London, UK; Department of Neurology (S.W.S.), Sungkyunkwan University School of Medicine, and Neuroscience Center (S.W.S.), Samsung Medical Center; Department of Clinical Research Design & Evaluation (S.W.S.), SAIHST, Sungkyunkwan University, Seoul, Korea; and Clinical Memory Research Unit (R.O.), Lund University, Sweden
| | - Sang Won Seo
- From the Departments of Neurology and Alzheimer Center (C.G., P.S., W.M.v.d.F., R.O.), Radiology and Nuclear Medicine (C.G., F.B., B.N.M.v.B., R.O.), Neurochemistry Lab and Biobank (C.E.T.), and Clinical Chemistry, Epidemiology and Biostatistics (W.M.v.d.F.), VU University Medical Center, Neuroscience Campus Amsterdam, the Netherlands; Dementia Research Centre (C.H.S., S.O., M.J.C.), Department of Neurodegenerative Disease, UCL Institute of Neurology, Centre for Medical Image Computing (C.H.S., S.O., M.J.C.), and Institutes of Neurology & Healthcare Engineering (F.B.), University College London, UK; Department of Neurology (S.W.S.), Sungkyunkwan University School of Medicine, and Neuroscience Center (S.W.S.), Samsung Medical Center; Department of Clinical Research Design & Evaluation (S.W.S.), SAIHST, Sungkyunkwan University, Seoul, Korea; and Clinical Memory Research Unit (R.O.), Lund University, Sweden
| | - Sébastien Ourselin
- From the Departments of Neurology and Alzheimer Center (C.G., P.S., W.M.v.d.F., R.O.), Radiology and Nuclear Medicine (C.G., F.B., B.N.M.v.B., R.O.), Neurochemistry Lab and Biobank (C.E.T.), and Clinical Chemistry, Epidemiology and Biostatistics (W.M.v.d.F.), VU University Medical Center, Neuroscience Campus Amsterdam, the Netherlands; Dementia Research Centre (C.H.S., S.O., M.J.C.), Department of Neurodegenerative Disease, UCL Institute of Neurology, Centre for Medical Image Computing (C.H.S., S.O., M.J.C.), and Institutes of Neurology & Healthcare Engineering (F.B.), University College London, UK; Department of Neurology (S.W.S.), Sungkyunkwan University School of Medicine, and Neuroscience Center (S.W.S.), Samsung Medical Center; Department of Clinical Research Design & Evaluation (S.W.S.), SAIHST, Sungkyunkwan University, Seoul, Korea; and Clinical Memory Research Unit (R.O.), Lund University, Sweden
| | - Philip Scheltens
- From the Departments of Neurology and Alzheimer Center (C.G., P.S., W.M.v.d.F., R.O.), Radiology and Nuclear Medicine (C.G., F.B., B.N.M.v.B., R.O.), Neurochemistry Lab and Biobank (C.E.T.), and Clinical Chemistry, Epidemiology and Biostatistics (W.M.v.d.F.), VU University Medical Center, Neuroscience Campus Amsterdam, the Netherlands; Dementia Research Centre (C.H.S., S.O., M.J.C.), Department of Neurodegenerative Disease, UCL Institute of Neurology, Centre for Medical Image Computing (C.H.S., S.O., M.J.C.), and Institutes of Neurology & Healthcare Engineering (F.B.), University College London, UK; Department of Neurology (S.W.S.), Sungkyunkwan University School of Medicine, and Neuroscience Center (S.W.S.), Samsung Medical Center; Department of Clinical Research Design & Evaluation (S.W.S.), SAIHST, Sungkyunkwan University, Seoul, Korea; and Clinical Memory Research Unit (R.O.), Lund University, Sweden
| | - M Jorge Cardoso
- From the Departments of Neurology and Alzheimer Center (C.G., P.S., W.M.v.d.F., R.O.), Radiology and Nuclear Medicine (C.G., F.B., B.N.M.v.B., R.O.), Neurochemistry Lab and Biobank (C.E.T.), and Clinical Chemistry, Epidemiology and Biostatistics (W.M.v.d.F.), VU University Medical Center, Neuroscience Campus Amsterdam, the Netherlands; Dementia Research Centre (C.H.S., S.O., M.J.C.), Department of Neurodegenerative Disease, UCL Institute of Neurology, Centre for Medical Image Computing (C.H.S., S.O., M.J.C.), and Institutes of Neurology & Healthcare Engineering (F.B.), University College London, UK; Department of Neurology (S.W.S.), Sungkyunkwan University School of Medicine, and Neuroscience Center (S.W.S.), Samsung Medical Center; Department of Clinical Research Design & Evaluation (S.W.S.), SAIHST, Sungkyunkwan University, Seoul, Korea; and Clinical Memory Research Unit (R.O.), Lund University, Sweden
| | - Wiesje M van der Flier
- From the Departments of Neurology and Alzheimer Center (C.G., P.S., W.M.v.d.F., R.O.), Radiology and Nuclear Medicine (C.G., F.B., B.N.M.v.B., R.O.), Neurochemistry Lab and Biobank (C.E.T.), and Clinical Chemistry, Epidemiology and Biostatistics (W.M.v.d.F.), VU University Medical Center, Neuroscience Campus Amsterdam, the Netherlands; Dementia Research Centre (C.H.S., S.O., M.J.C.), Department of Neurodegenerative Disease, UCL Institute of Neurology, Centre for Medical Image Computing (C.H.S., S.O., M.J.C.), and Institutes of Neurology & Healthcare Engineering (F.B.), University College London, UK; Department of Neurology (S.W.S.), Sungkyunkwan University School of Medicine, and Neuroscience Center (S.W.S.), Samsung Medical Center; Department of Clinical Research Design & Evaluation (S.W.S.), SAIHST, Sungkyunkwan University, Seoul, Korea; and Clinical Memory Research Unit (R.O.), Lund University, Sweden
| | - Rik Ossenkoppele
- From the Departments of Neurology and Alzheimer Center (C.G., P.S., W.M.v.d.F., R.O.), Radiology and Nuclear Medicine (C.G., F.B., B.N.M.v.B., R.O.), Neurochemistry Lab and Biobank (C.E.T.), and Clinical Chemistry, Epidemiology and Biostatistics (W.M.v.d.F.), VU University Medical Center, Neuroscience Campus Amsterdam, the Netherlands; Dementia Research Centre (C.H.S., S.O., M.J.C.), Department of Neurodegenerative Disease, UCL Institute of Neurology, Centre for Medical Image Computing (C.H.S., S.O., M.J.C.), and Institutes of Neurology & Healthcare Engineering (F.B.), University College London, UK; Department of Neurology (S.W.S.), Sungkyunkwan University School of Medicine, and Neuroscience Center (S.W.S.), Samsung Medical Center; Department of Clinical Research Design & Evaluation (S.W.S.), SAIHST, Sungkyunkwan University, Seoul, Korea; and Clinical Memory Research Unit (R.O.), Lund University, Sweden
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7
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Rojas S, Brugulat-Serrat A, Bargalló N, Minguillón C, Tucholka A, Falcon C, Carvalho A, Morán S, Esteller M, Gramunt N, Fauria K, Camí J, Molinuevo JL, Gispert JD. Higher prevalence of cerebral white matter hyperintensities in homozygous APOE-ɛ4 allele carriers aged 45-75: Results from the ALFA study. J Cereb Blood Flow Metab 2018; 38:250-261. [PMID: 28492093 PMCID: PMC5951016 DOI: 10.1177/0271678x17707397] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
Cerebral white matter hyperintensities are believed the consequence of small vessel disease and are associated with risk and progression of Alzheimer's disease. The ɛ4 allele of the APOE gene is the major factor accountable for Alzheimer's disease heritability. However, the relationship between white matter hyperintensities and APOE genotype in healthy subjects remains controversial. We investigated the association between APOE-ɛ4 and vascular risk factors with white matter hyperintensities, and explored their interactions, in a cohort of cognitively healthy adults (45-75 years). White matter hyperintensities were assessed with the Fazekas Scale from magnetic resonance images (575 participants: 74 APOE-ɛ4 homozygotes, 220 heterozygotes and 281 noncarriers) and classified into normal (Fazekas < 2) and pathological (≥2). Stepwise logistic regression was used to study the association between pathological Fazekas and APOE genotype after correcting for cardiovascular and sociodemographic factors. APOE-ɛ4 homozygotes, but not heterozygotes, bear a significantly higher risk (OR 3.432; 95% CI [1.297-9.082]; p = 0.013) of displaying pathological white matter hyperintensities. As expected, aging, hypertension and cardiovascular and dementia risk scales were also positively associated to pathological white matter hyperintensities, but these did not modulate the effect of APOE-ɛ4/ɛ4. In subjects at genetic risk of developing Alzheimer's disease, the control of modifiable risk factors of white matter hyperintensities is of particular relevance to reduce or delay dementia's onset.
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Affiliation(s)
- Santiago Rojas
- 1 Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Barcelona, Spain.,2 Faculty of Medicine, Department of Morphological Sciences, Unit of Human Anatomy and Embryology, Universitat Autònoma de Barcelona, Cerdanyola del Vallès, Spain
| | - Anna Brugulat-Serrat
- 1 Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Barcelona, Spain
| | - Nuria Bargalló
- 3 Magnetic Resonance Imaging Core Facility, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,4 Centre Mèdic Diagnòstic Alomar, Barcelona, Spain
| | - Carolina Minguillón
- 1 Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Barcelona, Spain
| | - Alan Tucholka
- 1 Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Barcelona, Spain
| | - Carles Falcon
- 1 Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Barcelona, Spain.,5 Centro de Investigación Biomédica en Red de Bioingeniería, Biomateriales y Nanomedicina (CIBER-BBN), Zaragoza, Spain
| | - Andreia Carvalho
- 1 Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Barcelona, Spain.,6 MRC Center for Developmental Neurobiology, King's College London, London, UK
| | - Sebastian Morán
- 7 Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain
| | - Manel Esteller
- 7 Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain.,8 Department of Physiological Sciences II, School of Medicine, University of Barcelona (UB), Barcelona, Spain.,9 Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
| | - Nina Gramunt
- 1 Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Barcelona, Spain
| | - Karine Fauria
- 1 Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Barcelona, Spain
| | - Jordi Camí
- 1 Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Barcelona, Spain.,10 Universitat Pompeu Fabra, Barcelona, Spain
| | - José L Molinuevo
- 1 Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Barcelona, Spain.,11 Alzheimer's Disease and Other Cognitive Disorders Unit, Hospital Clínic, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Juan D Gispert
- 1 Barcelonaβeta Brain Research Center, Pasqual Maragall Foundation, Barcelona, Spain.,5 Centro de Investigación Biomédica en Red de Bioingeniería, Biomateriales y Nanomedicina (CIBER-BBN), Zaragoza, Spain.,10 Universitat Pompeu Fabra, Barcelona, Spain
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