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Vallesi A, Porcaro C, Visalli A, Fasolato D, Rossato F, Bussè C, Cagnin A. Resting-state EEG spectral and fractal features in dementia with Lewy bodies with and without visual hallucinations. Clin Neurophysiol 2024; 168:43-51. [PMID: 39442361 DOI: 10.1016/j.clinph.2024.10.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Revised: 09/06/2024] [Accepted: 10/09/2024] [Indexed: 10/25/2024]
Abstract
OBJECTIVE Complex visual hallucinations (VH) are a core feature of dementia with Lewy bodies (DLB), though they may not occur in all patients. Power spectral density (PSD) analysis of resting-state EEG (rs-EEG) shows associations between some frequency bands (e.g., theta), individual alpha frequency (IAF) and VH. However, new tools that improve early differential diagnosis and symptom-based stratification with higher sensitivity and specificity, even within the DLB population, are desirable. We aimed to assess differences in rs-EEG data between DLB patients with VH (DLB-VH+) and without VH (DLB-VH-), comparing innovative non-linear approaches with more traditional linear ones. METHODS We retrospectively analyzed rs-EEG recordings of DLB-VH+, DLB-VH-, Alzheimer's disease patients and age-matched healthy controls. EEG was analyzed using the nonlinear Higuchi's Fractal Dimension (FD) measure, and the results were compared with those of entropy and standard linear methods based on PSD and IAF. RESULTS Only the FD measure could discriminate between DLB-VH+ and DLB-VH-. CONCLUSIONS In conclusion, rs-EEG differences between DLB-VH+ and DLB-VH- are better characterized by FD analysis than by a more traditional power spectrum approach. SIGNIFICANCE This suggests that the presence of complex VH is associated with less complex brain dynamics at rest, as reflected by the FD measure.
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Affiliation(s)
- Antonino Vallesi
- Dipartimento di Neuroscienze, Università degli Studi di Padova, Italy; Padova Neuroscience Center, Università degli Studi di Padova, Italy.
| | - Camillo Porcaro
- Dipartimento di Neuroscienze, Università degli Studi di Padova, Italy; Padova Neuroscience Center, Università degli Studi di Padova, Italy; Institute of Cognitive Sciences and Technologies-National Research Council, Rome, Italy; Centre for Human Brain Health and School of Psychology, University of Birmingham, Birmingham, United Kingdom
| | - Antonino Visalli
- IRCCS San Camillo Hospital, Lido di Venezia, Venice, Italy; Dipartimento di Psicologia Generale, University of Padova, Italy
| | - Davide Fasolato
- Dipartimento di Neuroscienze, Università degli Studi di Padova, Italy
| | - Francesco Rossato
- Dipartimento di Neuroscienze, Università degli Studi di Padova, Italy
| | - Cinzia Bussè
- Dipartimento di Neuroscienze, Università degli Studi di Padova, Italy
| | - Annachiara Cagnin
- Dipartimento di Neuroscienze, Università degli Studi di Padova, Italy; Padova Neuroscience Center, Università degli Studi di Padova, Italy.
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Rennie A, Ekman U, Shams S, Rydén L, Samuelsson J, Zettergren A, Kern S, Oppedal K, Blanc F, Hort J, Garcia-Ptacek S, Antonini A, Lemstra AW, Padovani A, Kramberger MG, Rektorová I, Walker Z, Snædal J, Pardini M, Taylor JP, Bonanni L, Granberg T, Aarsland D, Skoog I, Wahlund LO, Kivipelto M, Westman E, Ferreira D. Cerebrovascular and Alzheimer's disease biomarkers in dementia with Lewy bodies and other dementias. Brain Commun 2024; 6:fcae290. [PMID: 39291165 PMCID: PMC11406466 DOI: 10.1093/braincomms/fcae290] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2024] [Revised: 07/05/2024] [Accepted: 09/05/2024] [Indexed: 09/19/2024] Open
Abstract
Co-pathologies are common in dementia with Lewy bodies and other dementia disorders. We investigated cerebrovascular and Alzheimer's disease co-pathologies in patients with dementia with Lewy bodies in comparison with patients with mild cognitive impairment, Alzheimer's disease, mixed dementia, vascular dementia or Parkinson's disease with dementia and cognitively unimpaired participants. We assessed the association of biomarkers of cerebrovascular and Alzheimer's disease co-pathologies with medial temporal atrophy and global cognitive performance. Additionally, we evaluated whether the findings were specific to dementia with Lewy bodies. We gathered a multi-cohort dataset of 4549 participants (dementia with Lewy bodies = 331, cognitively unimpaired = 1505, mild cognitive impairment = 1489, Alzheimer's disease = 708, mixed dementia = 268, vascular dementia = 148, Parkinson's disease with dementia = 120) from the MemClin Study, Karolinska Imaging in Dementia Study, Gothenburg H70 Birth Cohort Studies and the European DLB Consortium. Cerebrovascular co-pathology was assessed with visual ratings of white matter hyperintensities using the Fazekas scale through structural imaging. Alzheimer's disease biomarkers of β-amyloid and phosphorylated tau were assessed in the cerebrospinal fluid for a subsample (N = 2191). Medial temporal atrophy was assessed with visual ratings and global cognition with the mini-mental state examination. Differences and associations were assessed through regression models, including interaction terms. In dementia with Lewy bodies, 43% had a high white matter hyperintensity load, which was significantly higher than that in cognitively unimpaired (14%), mild cognitive impairment (26%) and Alzheimer's disease (27%), but lower than that in vascular dementia (62%). In dementia with Lewy bodies, white matter hyperintensities were associated with medial temporal atrophy, and the interaction term showed that this association was stronger than that in cognitively unimpaired and mixed dementia. However, the association between white matter hyperintensities and medial temporal atrophy was non-significant when β-amyloid was included in the model. Instead, β-amyloid predicted medial temporal atrophy in dementia with Lewy bodies, in contrast to the findings in mild cognitive impairment where medial temporal atrophy scores were independent of β-amyloid. Dementia with Lewy bodies had the lowest performance on global cognition, but this was not associated with white matter hyperintensities. In Alzheimer's disease, global cognitive performance was lower in patients with more white matter hyperintensities. We conclude that white matter hyperintensities are common in dementia with Lewy bodies and are associated with more atrophy in medial temporal lobes, but this association depended on β-amyloid-related pathology in our cohort. The associations between biomarkers were overall stronger in dementia with Lewy bodies than in some of the other diagnostic groups.
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Affiliation(s)
- Anna Rennie
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Urban Ekman
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, 171 77 Stockholm, Sweden
- Medical Unit, Allied Health Professionals Women´s Health, Karolinska University Hospital, 171 76 Stockholm, Sweden
| | - Sara Shams
- Department of Radiology, Karolinska University Hospital, 171 76 Stockholm, Sweden
- Department of Clinical Neuroscience, Karolinska Institutet, 171 77 Stockholm, Sweden
- Department of Radiology, Stanford University, Stanford, 94305-5105 CA, USA
| | - Lina Rydén
- Neuropsychiatric Epidemiology Unit, Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, 431 41 Mölndal, Sweden
- Centre for Ageing and Health (AgeCap), University of Gothenburg, 413 46 Gothenburg, Sweden
| | - Jessica Samuelsson
- Neuropsychiatric Epidemiology Unit, Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, 431 41 Mölndal, Sweden
- Centre for Ageing and Health (AgeCap), University of Gothenburg, 413 46 Gothenburg, Sweden
| | - Anna Zettergren
- Neuropsychiatric Epidemiology Unit, Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, 431 41 Mölndal, Sweden
- Centre for Ageing and Health (AgeCap), University of Gothenburg, 413 46 Gothenburg, Sweden
| | - Silke Kern
- Neuropsychiatric Epidemiology Unit, Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, 431 41 Mölndal, Sweden
- Centre for Ageing and Health (AgeCap), University of Gothenburg, 413 46 Gothenburg, Sweden
- Psychiatry, Cognition and Old Age Psychiatry Clinic, Region Västra Götaland, Sahlgrenska University Hospital, 431 41 Gothenburg, Sweden
| | - Ketil Oppedal
- Center for Age-Related Medicine, Stavanger University Hospital, 4011 Stavanger, Norway
- Stavanger Medical Imaging Laboratory (SMIL), Department of Radiology, Stavanger University Hospital, 4016 Stavanger, Norway
- The Norwegian Centre for Movement Disorders, Stavanger University Hospital, 4011 Stavanger, Norway
| | - Frédéric Blanc
- Day Hospital of Geriatrics, Memory Resource and Research Centre (CM2R) of Strasbourg, Department of Geriatrics, Hopitaux Universitaires de Strasbourg, 67098 Strasbourg, France
- ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), University of Strasbourg and French National Centre for Scientific Research (CNRS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, 67000 Strasbourg, France
| | - Jakub Hort
- Memory Clinic, Department of Neurology, Second Faculty of Medicine, Charles University and Motol University Hospital, 150 06 Prague, Czech Republic
| | - Sara Garcia-Ptacek
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, 171 77 Stockholm, Sweden
- Aging and Inflammation Theme, Karolinska University Hospital, 171 76 Stockholm, Sweden
| | - Angelo Antonini
- Parkinson and Movement Disorders Unit, Study Center on Neurodegeneration (CESNE), 35129 Padova, Italy
| | - Afina W Lemstra
- Alzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC location Vumc, 1081 HV Amsterdam, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Vrije Universiteit Amsterdam, Amsterdam UMC location Vumc, 1081 HV Amsterdam, The Netherlands
| | - Alessandro Padovani
- Neurology Unit, Department of Clinical and Experimental Sciences (DSCS), University of Brescia, 25123 Brescia, Italy
| | - Milica Gregoric Kramberger
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, 171 77 Stockholm, Sweden
- Department of Neurology, University Medical Center, 1000 Ljubljana, Slovenia
- Medical Faculty, University of Ljubljana, 1000 Ljubljana, Slovenia
| | - Irena Rektorová
- Applied Neuroscience Research Group, CEITEC, Masaryk University, 625 00 Brno, Czech Republic
| | - Zuzana Walker
- Division of Psychiatry, University College London, W1T 7NF London, UK
- St Margaret's Hospital, Essex Partnership University NHS Foundation Trust, CM16 6TN Essex, UK
| | - Jón Snædal
- Memory Clinic, Landspitali, 105 Reykjavik, Iceland
| | - Matteo Pardini
- Department of Neurology, IRCCS Ospedale Policlinico San Martino, 16132 Genoa, Italy
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), University of Genoa, 16132 Genoa, Italy
| | - John-Paul Taylor
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, NE1 7RU Newcastle upon Tyne, UK
| | - Laura Bonanni
- Department of Medicine, Aging Sciences University G. d'Annunzio of Chieti-Pescara Chieti, 66100 Chieti, Italy
| | - Tobias Granberg
- Department of Radiology, Karolinska University Hospital, 171 76 Stockholm, Sweden
- Department of Clinical Neuroscience, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Dag Aarsland
- Center for Age-Related Medicine, Stavanger University Hospital, 4011 Stavanger, Norway
- Department of Old Age Psychiatry, Institute of Psychiatry, Psychology & Neuroscience (IoPPN), King's College London, SE5 8AF London, UK
| | - Ingmar Skoog
- Neuropsychiatric Epidemiology Unit, Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, 431 41 Mölndal, Sweden
- Centre for Ageing and Health (AgeCap), University of Gothenburg, 413 46 Gothenburg, Sweden
- Psychiatry, Cognition and Old Age Psychiatry Clinic, Region Västra Götaland, Sahlgrenska University Hospital, 431 41 Gothenburg, Sweden
| | - Lars-Olof Wahlund
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Miia Kivipelto
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, 171 77 Stockholm, Sweden
- Aging and Inflammation Theme, Karolinska University Hospital, 171 76 Stockholm, Sweden
- Ageing Epidemiology Research Unit, School of Public Health, Imperial College London, SW7 2AZ London, UK
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, 70211 Kuopio, Finland
| | - Eric Westman
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, 171 77 Stockholm, Sweden
- Department of Neuroimaging, Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, SE5 8AF London, UK
| | - Daniel Ferreira
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, 171 77 Stockholm, Sweden
- Facultad de Ciencias de la Salud, Universidad Fernando Pessoa Canarias, 35016 Las Palmas, España
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3
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Bolsewig K, van Unnik AAJM, Blujdea ER, Gonzalez MC, Ashton NJ, Aarsland D, Zetterberg H, Padovani A, Bonanni L, Mollenhauer B, Schade S, Vandenberghe R, Poesen K, Kramberger MG, Paquet C, Bousiges O, Cretin B, Willemse EAJ, Teunissen CE, Lemstra AW. Association of Plasma Amyloid, P-Tau, GFAP, and NfL With CSF, Clinical, and Cognitive Features in Patients With Dementia With Lewy Bodies. Neurology 2024; 102:e209418. [PMID: 38830138 PMCID: PMC11244745 DOI: 10.1212/wnl.0000000000209418] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Accepted: 04/19/2024] [Indexed: 06/05/2024] Open
Abstract
BACKGROUND AND OBJECTIVES Plasma β-amyloid-1-42/1-40 (Aβ42/40), phosphorylated-tau (P-tau), glial fibrillary acidic protein (GFAP), and neurofilament light (NfL) have been widely examined in Alzheimer disease (AD), but little is known about their reflection of copathologies, clinical importance, and predictive value in dementia with Lewy bodies (DLB). We aimed to evaluate associations of these biomarkers with CSF amyloid, cognition, and core features in DLB. METHODS This cross-sectional multicenter cohort study with prospective component included individuals with DLB, AD, and healthy controls (HCs), recruited from 2002 to 2020 with an annual follow-up of up to 5 years, from the European-Dementia With Lewy Bodies consortium. Plasma biomarkers were measured by single-molecule array (Neurology 4-Plex E kit). Amyloid status was determined by CSF Aβ42 concentrations, and cognition was assessed by Mini-Mental State Examination (MMSE). Biomarker differences across groups, associations with amyloid status, and clinical core features were assessed by analysis of covariance. Associations with cognitive impairment and decline were assessed by linear regression and linear mixed-effects models. RESULTS In our cohort consisting of 562 individuals (HC n = 89, DLB n = 342, AD n = 131; 250 women [44.5%], mean [SD] age of 71 [8] years), sex distribution did not differ between groups. Patients with DLB were significantly older, and had less years of education and worse baseline cognition than HC, but not AD. DLB participants stratified for amyloid status differed significantly in plasma Aβ42/40 ratio (decreased in amyloid abnormal: β = -0.008, 95% CI -0.016 to -0.0003, p = 0.01) and P-tau (increased in amyloid abnormal, P-tau181: β = 0.246, 95% CI 0.011-0.481; P-tau231: β = 0.227, 95% CI 0.035-0.419, both p < 0.05), but not in GFAP (β = 0.068, 95% CI -0.018 to 0.153, p = 0.119), and NfL (β = 0.004, 95% CI -0.087 to 0.096, p = 0.923) concentrations. Higher baseline GFAP, NfL, and P-tau concentrations were associated with lower MMSE scores in DLB, and GFAP and NfL were associated with a faster cognitive decline (GFAP: annual change of -2.11 MMSE points, 95% CI -2.88 to -1.35 MMSE points, p < 0.001; NfL: annual change of -2.13 MMSE points, 95% CI -2.97 to -1.29 MMSE points, p < 0.001). DLB participants with parkinsonism had higher concentrations of NfL (β = 0.08, 95% CI 0.02-0.14, p = 0.006) than those without. DISCUSSION Our study suggests a possible utility of plasma Aβ42/40, P-tau181, and P-tau231 as a noninvasive biomarkers to assess amyloid copathology in DLB, and plasma GFAP and NfL as monitoring biomarkers for cognitive symptoms in DLB.
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Affiliation(s)
- Katharina Bolsewig
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Annemartijn A J M van Unnik
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Elena R Blujdea
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Maria C Gonzalez
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Nicholas J Ashton
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Dag Aarsland
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Henrik Zetterberg
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Alessandro Padovani
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Laura Bonanni
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Brit Mollenhauer
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Sebastian Schade
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Rik Vandenberghe
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Koen Poesen
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Milica G Kramberger
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Claire Paquet
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Olivier Bousiges
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Benjamin Cretin
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Eline A J Willemse
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Charlotte E Teunissen
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
| | - Afina W Lemstra
- From the Department of Laboratory Medicine (K.B., E.R.B., E.A.J.W., C.E.T.) and Alzheimer Center Amsterdam (A.A.J.M.U., A.W.L.), Amsterdam UMC, the Netherlands; Department of Quality and Health Technology (M.C.G.), University of Stavanger; The Norwegian Centre for Movement Disorders (M.C.G.) and the Centre for Age-Related Medicine (M.C.G., N.J.A., D.A.), Stavanger University Hospital, Norway; Department of Psychiatry and Neurochemistry (N.J.A., H.Z.), the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Department of Old Age Psychiatry (N.J.A., D.A.), King's College London, United Kingdom; Clinical Neurochemistry Laboratory (H.Z.), Sahlgrenska University Hospital, Mölndal, Sweden; Department of Neurodegenerative Disease (H.Z.), UCL Institute of Neurology; UK Dementia Research Institute at UCL (H.Z.), London, United Kingdom; Hong Kong Center for Neurodegenerative Diseases (H.Z.), Hong Kong, China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin School of Medicine and Public Health, Madison; Neurology Unit (A.P.), Department of Clinical and Experimental Sciences, University of Brescia, Italy; Department of Medicine and Aging Sciences (L.B.), University G. d'Annunzio of Chieti-Pescara, Chieti, Italy; Department of Neurology (B.M.), University Medical Center Göttingen; Paracelsus-Elena-Klinik (B.M., S.S.), Germany; Department of Neurosciences (R.V., K.P.), KU Leuven, Belgium; Department of Neurology and Medical Faculty (M.G.K.), University Medical Center Ljubljana, Slovenia; Department of Neurobiology (M.G.K.), Karolinska Institutet, Huddinge, Sweden; Université de Paris Cité (C.P.), Centre de Neurologie Cognitive, Paris; Laboratory of Biochemistry and Molecular Biology (O.B.), University Hospital of Strasbourg; University of Strasbourg and CNRS (O.B., B.C.); Memory Resource and Research Centre (B.C.), University Hospital of Strasbourg, France; Department of Neurology (E.A.J.W.), Multiple Sclerosis Center; Research Center for Clinical Neuroimmunology and Neuroscience Basel (E.A.J.W.); and Departments of Biomedicine and Clinical Research (E.A.J.W.), University Hospital Basel and University of Basel, Switzerland
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4
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Jonson C, Levine KS, Lake J, Hertslet L, Jones L, Patel D, Kim J, Bandres-Ciga S, Terry N, Mata IF, Blauwendraat C, Singleton AB, Nalls MA, Yokoyama JS, Leonard HL. Assessing the lack of diversity in genetics research across neurodegenerative diseases: a systematic review of the GWAS Catalog and literature. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.01.08.24301007. [PMID: 38260595 PMCID: PMC10802650 DOI: 10.1101/2024.01.08.24301007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Importance The under-representation of participants with non-European ancestry in genome-wide association studies (GWAS) is a critical issue that has significant implications, including hindering the progress of precision medicine initiatives. This issue is particularly significant in the context of neurodegenerative diseases (NDDs), where current therapeutic approaches have shown limited success. Addressing this under-representation is crucial to harnessing the full potential of genomic medicine in underserved communities and improving outcomes for NDD patients. Objective Our primary objective was to assess the representation of non-European ancestry participants in genetic discovery efforts related to NDDs. We aimed to quantify the extent of inclusion of diverse ancestry groups in NDD studies and determine the number of associated loci identified in more inclusive studies. Specifically, we sought to highlight the disparities in research efforts and outcomes between studies predominantly involving European ancestry participants and those deliberately targeting non-European or multi-ancestry populations across NDDs. Evidence Review We conducted a systematic review utilizing existing GWAS results and publications to assess the inclusion of diverse ancestry groups in neurodegeneration and neurogenetics studies. Our search encompassed studies published up to the end of 2022, with a focus on identifying research that deliberately included non-European or multi-ancestry cohorts. We employed rigorous methods for the inclusion of identified articles and quality assessment. Findings Our review identified a total of 123 NDD GWAS. Strikingly, 82% of these studies predominantly featured participants of European ancestry. Endeavors specifically targeting non-European or multi-ancestry populations across NDDs identified only 52 risk loci. This contrasts with predominantly European studies, which reported over 90 risk loci for a single disease. Encouragingly, over 65% of these discoveries occurred in 2020 or later, indicating a recent increase in studies deliberately including non-European cohorts. Conclusions and relevance Our findings underscore the pressing need for increased diversity in neurodegenerative research. The significant under-representation of non-European ancestry participants in NDD GWAS limits our understanding of the genetic underpinnings of these diseases. To advance the field of neurodegenerative research and develop more effective therapies, it is imperative that future investigations prioritize and harness the genomic diversity present within and across global populations.
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Affiliation(s)
- Caroline Jonson
- Center for Alzheimer’s and Related Dementias, National Institutes of Health, Bethesda, MD USA 20892
- DataTecnica LLC, Washington, DC USA 20037
- Pharmaceutical Sciences and Pharmacogenomics, UCSF, San Francisco, CA, USA
- Memory and Aging Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA USA
| | - Kristin S. Levine
- Center for Alzheimer’s and Related Dementias, National Institutes of Health, Bethesda, MD USA 20892
- DataTecnica LLC, Washington, DC USA 20037
| | - Julie Lake
- Center for Alzheimer’s and Related Dementias, National Institutes of Health, Bethesda, MD USA 20892
- Laboratory of Neurogenetics, National Institutes on Aging, National Institutes of Health, Bethesda, MD USA 20892
| | - Linnea Hertslet
- Center for Alzheimer’s and Related Dementias, National Institutes of Health, Bethesda, MD USA 20892
| | - Lietsel Jones
- Center for Alzheimer’s and Related Dementias, National Institutes of Health, Bethesda, MD USA 20892
- DataTecnica LLC, Washington, DC USA 20037
| | - Dhairya Patel
- Integrative Neurogenomics Unit, Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Jeff Kim
- Center for Alzheimer’s and Related Dementias, National Institutes of Health, Bethesda, MD USA 20892
- Laboratory of Neurogenetics, National Institutes on Aging, National Institutes of Health, Bethesda, MD USA 20892
| | - Sara Bandres-Ciga
- Center for Alzheimer’s and Related Dementias, National Institutes of Health, Bethesda, MD USA 20892
| | - Nancy Terry
- Division of Library Services, Office of Research Services, National Institutes of Health, Bethesda, Maryland, U.S.A
| | - Ignacio F. Mata
- Genomic Medicine Institute, Lerner Research Institute, Genomic Medicine, Cleveland Clinic Foundation, Cleveland, Ohio, USA
| | - Cornelis Blauwendraat
- Center for Alzheimer’s and Related Dementias, National Institutes of Health, Bethesda, MD USA 20892
- Integrative Neurogenomics Unit, Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Andrew B. Singleton
- Center for Alzheimer’s and Related Dementias, National Institutes of Health, Bethesda, MD USA 20892
- Laboratory of Neurogenetics, National Institutes on Aging, National Institutes of Health, Bethesda, MD USA 20892
| | - Mike A. Nalls
- Center for Alzheimer’s and Related Dementias, National Institutes of Health, Bethesda, MD USA 20892
- DataTecnica LLC, Washington, DC USA 20037
- Laboratory of Neurogenetics, National Institutes on Aging, National Institutes of Health, Bethesda, MD USA 20892
| | - Jennifer S. Yokoyama
- Pharmaceutical Sciences and Pharmacogenomics, UCSF, San Francisco, CA, USA
- Memory and Aging Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA USA
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA USA
| | - Hampton L. Leonard
- Center for Alzheimer’s and Related Dementias, National Institutes of Health, Bethesda, MD USA 20892
- DataTecnica LLC, Washington, DC USA 20037
- Laboratory of Neurogenetics, National Institutes on Aging, National Institutes of Health, Bethesda, MD USA 20892
- German Center for Neurodegenerative Diseases (DZNE), Tübingen, Germany
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5
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Santorsola M, Lescai F. The promise of explainable deep learning for omics data analysis: Adding new discovery tools to AI. N Biotechnol 2023; 77:1-11. [PMID: 37329982 DOI: 10.1016/j.nbt.2023.06.002] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Revised: 06/01/2023] [Accepted: 06/14/2023] [Indexed: 06/19/2023]
Abstract
Deep learning has already revolutionised the way a wide range of data is processed in many areas of daily life. The ability to learn abstractions and relationships from heterogeneous data has provided impressively accurate prediction and classification tools to handle increasingly big datasets. This has a significant impact on the growing wealth of omics datasets, with the unprecedented opportunity for a better understanding of the complexity of living organisms. While this revolution is transforming the way these data are analyzed, explainable deep learning is emerging as an additional tool with the potential to change the way biological data is interpreted. Explainability addresses critical issues such as transparency, so important when computational tools are introduced especially in clinical environments. Moreover, it empowers artificial intelligence with the capability to provide new insights into the input data, thus adding an element of discovery to these already powerful resources. In this review, we provide an overview of the transformative effects explainable deep learning is having on multiple sectors, ranging from genome engineering and genomics, from radiomics to drug design and clinical trials. We offer a perspective to life scientists, to better understand the potential of these tools, and a motivation to implement them in their research, by suggesting learning resources they can use to move their first steps in this field.
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Affiliation(s)
| | - Francesco Lescai
- Department of Biology and Biotechnology, University of Pavia, Pavia, Italy.
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6
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Gonzalez MC, Tovar‐Rios DA, Alves G, Dalen I, Williams‐Gray CH, Camacho M, Forsgren L, Bäckström D, Lawson RA, Macleod AD, Counsell CE, Paquet C, DeLena C, D'Antonio F, Pilotto A, Padovani A, Blanc F, Falup‐Pecurariu C, Lewis SJ, Rejdak K, Papuc E, Hort J, Nedelska Z, O'Brien J, Bonanni L, Marquié M, Boada M, Pytel V, Abdelnour C, Alcolea D, Beyer K, Tysnes O, Aarsland D, Maple‐Grødem J. Cognitive and Motor Decline in Dementia with Lewy Bodies and Parkinson's Disease Dementia. Mov Disord Clin Pract 2023; 10:980-986. [PMID: 37332651 PMCID: PMC10272890 DOI: 10.1002/mdc3.13752] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Revised: 03/09/2023] [Accepted: 03/29/2023] [Indexed: 06/20/2023] Open
Abstract
Background There is a need to better understand the rate of cognitive and motor decline of Dementia with Lewy bodies (DLB) and Parkinson's disease Dementia (PDD). Objectives To compare the rate of cognitive and motor decline in patients with DLB and PDD from the E-DLB Consortium and the Parkinson's Incidence Cohorts Collaboration (PICC) Cohorts. Methods The annual change in MMSE and MDS-UPDRS part III was estimated using linear mixed regression models in patients with at least one follow-up (DLB n = 837 and PDD n = 157). Results When adjusting for confounders, we found no difference in the annual change in MMSE between DLB and PDD (-1.8 [95% CI -2.3, -1.3] vs. -1.9 [95% CI -2.6, -1.2] [P = 0.74]). MDS-UPDRS part III showed nearly identical annual changes (DLB 4.8 [95% CI 2.1, 7.5]) (PDD 4.8 [95% CI 2.7, 6.9], [P = 0.98]). Conclusions DLB and PDD showed similar rates of cognitive and motor decline. This is relevant for future clinical trial designs.
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Affiliation(s)
- Maria Camila Gonzalez
- Department of Quality and Health Technology, Faculty of Health SciencesUniversity of StavangerStavangerNorway
- The Norwegian Centre for Movement DisordersStavanger University HospitalStavangerNorway
- Centre for Age‐Related MedicineStavanger University HospitalStavangerNorway
| | - Diego Alejandro Tovar‐Rios
- Centre for Age‐Related MedicineStavanger University HospitalStavangerNorway
- Grupos de investigación INFERIR and PRECEC, Section of BiostatisticsUniversidad del ValleSantiago de CaliColombia
| | - Guido Alves
- The Norwegian Centre for Movement DisordersStavanger University HospitalStavangerNorway
- Department of Chemistry, Bioscience and Environmental EngineeringUniversity of StavangerStavangerNorway
- Department of NeurologyStavanger University HospitalStavangerNorway
| | - Ingvild Dalen
- Department of NeurologyStavanger University HospitalStavangerNorway
| | | | - Marta Camacho
- Department of Clinical NeurosciencesUniversity of CambridgeCambridgeEngland
| | - Lars Forsgren
- Department of Clinical Science, NeurosciencesUmeå UniversityUmeåSweden
| | - David Bäckström
- Department of Clinical Science, NeurosciencesUmeå UniversityUmeåSweden
| | - Rachael A. Lawson
- Translational and Clinical Research InstituteNewcastle UniversityTyneUK
| | - Angus D. Macleod
- Institute of Applied Health SciencesUniversity of AberdeenAberdeenUK
| | - Carl E. Counsell
- Institute of Applied Health SciencesUniversity of Aberdeen, Polwarth BuildingAberdeenUK
| | - Claire Paquet
- Université de Paris, Cognitive Neurology Center, APHP, Lariboisière Fernand‐Widal HospitalParisFrance
| | - Carlo DeLena
- Department of Human NeurosciencesSapienza University of RomeRomeItaly
| | | | - Andrea Pilotto
- Neurology Unit, Department of Clinical and Experimental SciencesUniversity of BresciaBresciaItaly
| | - Alessandro Padovani
- Neurology Unit, Department of Clinical and Experimental SciencesUniversity of BresciaBresciaItaly
| | - Frédéric Blanc
- Memory Resource and Research Centre (CM2R), Geriatrics Day Hospital, Geriatrics DepartmentUniversity Hospital of StrasbourgStrasbourg CedexFrance
| | - Cristian Falup‐Pecurariu
- Department of Neurology, County Clinic Hospital, Faculty of MedicineTransilvania UniversityBrasovRomania
| | | | - Konrad Rejdak
- Department of NeurologyMedical University of LublinLublinPoland
| | - Ewa Papuc
- Department of NeurologyMedical University of LublinLublinPoland
| | - Jakub Hort
- Memory Clinic, Department of NeurologyCharles University, 2nd Faculty of Medicine and Motol University HospitalPragueCzech Republic
| | - Zuzana Nedelska
- Memory Clinic, Department of NeurologyCharles University, 2nd Faculty of Medicine and Motol University HospitalPragueCzech Republic
| | - John O'Brien
- Department of PsychiatryUniversity of Cambridge School of Clinical MedicineCambridgeUK
| | - Laura Bonanni
- Department of Medicine and Aging SciencesUniversity Gd'Annunzio of Chieti‐PescaraChietiItaly
| | - Marta Marquié
- Ace Alzheimer Center Barcelona—Universitat Internacional de CatalunyaBarcelonaSpain
| | - Mercè Boada
- Ace Alzheimer Center Barcelona—Universitat Internacional de CatalunyaBarcelonaSpain
| | - Vanesa Pytel
- Ace Alzheimer Center Barcelona—Universitat Internacional de CatalunyaBarcelonaSpain
| | - Carla Abdelnour
- Department of Neurology and Neurological SciencesStanford University School of MedicineStanfordCaliforniaUSA
| | - Daniel Alcolea
- Sant Pau Memory Unit, Department of Neurology, IIB Sant Pau—Hospital de Sant PauUniversitat Autònoma de BarcelonaBarcelonaSpain
| | - Katrin Beyer
- Department NeuroscienceResearch Institute Germans Trias i PujolBadalonaSpain
| | - Ole‐Bjørn Tysnes
- Department of NeurologyHaukeland University HospitalBergenNorway
| | - Dag Aarsland
- Centre for Age‐Related MedicineStavanger University HospitalStavangerNorway
- Department of Old Age PsychiatryInstitute of Psychiatry, Psychology, and Neuroscience, King's College LondonLondonUK
| | - Jodi Maple‐Grødem
- The Norwegian Centre for Movement DisordersStavanger University HospitalStavangerNorway
- Department of Chemistry, Bioscience and Environmental EngineeringUniversity of StavangerStavangerNorway
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7
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Habich A, Oltra J, Schwarz CG, Przybelski SA, Oppedal K, Inguanzo A, Blanc F, Lemstra AW, Hort J, Westman E, Lowe VJ, Boeve BF, Dierks T, Aarsland D, Kantarci K, Ferreira D. Sex differences in grey matter networks in dementia with Lewy bodies. RESEARCH SQUARE 2023:rs.3.rs-2519935. [PMID: 36778448 PMCID: PMC9915801 DOI: 10.21203/rs.3.rs-2519935/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Objectives Sex differences permeate many aspects of dementia with Lewy bodies (DLB), including epidemiology, pathogenesis, disease progression, and symptom manifestation. However, less is known about potential sex differences in patterns of neurodegeneration in DLB. Here, we test whether grey matter networks also differ between female and male DLB patients. To assess the specificity of these sex differences to DLB, we additionally investigate sex differences in healthy controls (HCs). Methods A total of 119 (68.7 ± 8.4 years) male and 45 female (69.9 ± 9.1 years) DLB patients from three European centres and the Mayo Clinic were included in this study. Additionally, we included 119 male and 45 female age-matched HCs from the Mayo Clinic. Grey matter volumes of 58 cortical, subcortical, cerebellar, and pontine brain regions derived from structural magnetic resonance images were corrected for age, intracranial volume, and centre. Sex-specific grey matter networks for DLB patients and HCs were constructed by correlating each pair of brain regions. Network properties of the correlation matrices were compared between sexes and groups. Additional analyses were conducted on W-scored data to identify DLB-specific findings. Results Networks of male HCs and male DLB patients were characterised by a lower nodal strength compared to their respective female counterparts. In comparison to female HCs, the grey matter networks of male HCs showed a higher global efficiency, modularity, and a lower number of modules. None of the global and nodal network measures showed significant sex differences in DLB. Conclusions The disappearance of sex differences in the structural grey matter networks of DLB patients compared to HCs may indicate a sex-dependent network vulnerability to the alpha-synuclein pathology in DLB. Future studies might investigate whether the differences in structural network measures are associated with differences in cognitive scores and clinical symptoms between the sexes.
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Affiliation(s)
- Annegret Habich
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden
| | - Javier Oltra
- Medical Psychology Unit, Department of Medicine, Institute of Neurosciences, University of Barcelona, Barcelona, Spain
| | | | | | - Ketil Oppedal
- Center for Age-Related Medicine, Stavanger University Hospital, Stavanger, Norway
| | - Anna Inguanzo
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden
| | - Frédéric Blanc
- Day Hospital of Geriatrics, Memory Resource and Research Centre (CM2R) of Strasbourg, Department of Geriatrics, Hopitaux Universitaires de Strasbourg, Strasbourg, France
| | - Afina W Lemstra
- Department of Neurology and Alzheimer Center, VU University Medical Center, Amsterdam, Netherlands
| | - Jakub Hort
- Motol University Hospital, Prague, Czech Republic
| | - Eric Westman
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden
| | - Val J Lowe
- Department of Radiology, Mayo Clinic, Rochester, USA
| | | | - Thomas Dierks
- University Hospital of Psychiatry and Psychotherapy Bern, University of Bern, Bern, Switzerland
| | - Dag Aarsland
- Department of Old Age Psychiatry, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | | | - Daniel Ferreira
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden
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8
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Oltra J, Habich A, Schwarz CG, Nedelska Z, Przybelski SA, Inguanzo A, Diaz-Galvan P, Lowe VJ, Oppedal K, Blanc F, Lemstra AW, Hort J, Padovani A, Rektorova I, Bonanni L, Massa F, Kramberge MG, Taylor JP, Snædal J, Walker Z, Antonini A, Segura B, Junque C, Westman E, Boeve BF, Aarsland D, Kantarci K, Ferreira D. Sex differences in brain atrophy in dementia with Lewy bodies. RESEARCH SQUARE 2023:rs.3.rs-2516427. [PMID: 36747755 PMCID: PMC9901042 DOI: 10.21203/rs.3.rs-2516427/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
Background and objectives Sex is an important contributing factor to neuroimaging phenotypes in brain disorders. However, little is known about the contribution of sex differences to the neurodegeneration in dementia with Lewy bodies (DLB). We investigated sex differences in probable DLB patients by using both visual rating scales of lobar atrophy and automated estimations of regional atrophy. Methods We included 442 probable DLB patients from the European-DLB consortium and the Mayo Clinic who have magnetic resonance imaging (MRI) data available. We assessed sex differences and the sex-by-age interaction in two largely independent samples through visual rating scales of lobar atrophy (n = 333; mean age 73 ± 8 years, 62% males) and automated regional estimations of gray matter (GM) volume and mean cortical thickness (CTh) (n = 165; mean age 69 ± 9 years, 72% males). We used binary logistic regression and ANOVA for statistical analysis. Results We found a statistically significantly higher likelihood of frontal atrophy measured by the global cortical atrophy-frontal subscale (GCA-F) in males (40% of males had an abnormal GCA-F score versus 29% of females, P-value = 0.006). Using automated estimations, we found smaller GM volumes in 6 cortical regions in males compared with females, as well as smaller GM volume in the entorhinal cortex and thinner olfactory cortices in females, compared with males. The sex-by-age interaction showed statistically significant results in 6 cortical volumes and 7 mean CTh estimations (P-value ≤ 0.05), accentuated in the right middle frontal gyrus (FDR-adjusted P-value = 0.047). These cross-sectional interactions indicated that while females have statistically significantly less atrophy than males at younger ages, differences become non-significant at older ages, with females showing the same level of atrophy than males around the age of 75. Conclusions This study demonstrates sex differences on brain atrophy in probable DLB. While male DLB patients have a more widespread pattern of cortical atrophy at younger ages, these sex differences tend to disappear with increasing age. Longitudinal studies will help establish these cross-sectional findings and inform on sex and age considerations to the use of MRI in clinical routine, as the field moves towards precision medicine.
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9
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Inguanzo A, Poulakis K, Mohanty R, Schwarz CG, Przybelski SA, Diaz-Galvan P, Lowe VJ, Boeve BF, Lemstra AW, van de Beek M, van der Flier W, Barkhof F, Blanc F, Loureiro de Sousa P, Philippi N, Cretin B, Demuynck C, Nedelska Z, Hort J, Segura B, Junque C, Oppedal K, Aarsland D, Westman E, Kantarci K, Ferreira D. MRI data-driven clustering reveals different subtypes of Dementia with Lewy bodies. NPJ Parkinsons Dis 2023; 9:5. [PMID: 36670121 PMCID: PMC9859778 DOI: 10.1038/s41531-023-00448-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Accepted: 01/05/2023] [Indexed: 01/21/2023] Open
Abstract
Dementia with Lewy bodies (DLB) is a neurodegenerative disorder with a wide heterogeneity of symptoms, which suggests the existence of different subtypes. We used data-driven analysis of magnetic resonance imaging (MRI) data to investigate DLB subtypes. We included 165 DLB from the Mayo Clinic and 3 centers from the European DLB consortium and performed a hierarchical cluster analysis to identify subtypes based on gray matter (GM) volumes. To characterize the subtypes, we used demographic and clinical data, as well as β-amyloid, tau, and cerebrovascular biomarkers at baseline, and cognitive decline over three years. We identified 3 subtypes: an older subtype with reduced cortical GM volumes, worse cognition, and faster cognitive decline (n = 49, 30%); a subtype with low GM volumes in fronto-occipital regions (n = 76, 46%); and a subtype of younger patients with the highest cortical GM volumes, proportionally lower GM volumes in basal ganglia and the highest frequency of cognitive fluctuations (n = 40, 24%). This study shows the existence of MRI subtypes in DLB, which may have implications for clinical workout, research, and therapeutic decisions.
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Grants
- R01 AG041851 NIA NIH HHS
- C06 RR018898 NCRR NIH HHS
- P50 AG016574 NIA NIH HHS
- R01 AG040042 NIA NIH HHS
- R01 NS080820 NINDS NIH HHS
- R37 AG011378 NIA NIH HHS
- U01 NS100620 NINDS NIH HHS
- U01 AG006786 NIA NIH HHS
- Alzheimerfonden
- Center for Innovative Medicine (CIMED) Swedish Brain funding (Hjärnfonden) ALF Medicine Swedish Dementia funding (Demensförbundet) Foundation for Geriatric Diseases at Karolinska Institutet Karolinska Institutet travel grants
- Little Family Foundation
- National Institutes of Health (U01-NS100620, P50-AG016574, U01-AG006786, R37-AG011378, R01-AG041851, R01-AG040042, C06-RR018898 and R01-NS080820), Foundation Dr. Corinne Schuler, the Mangurian Foundation for Lewy Body Research, the Elsie and Marvin Dekelboum Family Foundation, the Robert H. and Clarice Smith and Abigail Van Buren Alzheimer’s Disease Research Program
- Projet Hospitalier de Recherche Clinique (PHRC, IDCRB 2012-A00992-41) and Fondation Université de Strasbourg
- The Grant Agency of Charles University (grant PRIMUS 22/MED/011).
- Western Norway Regional Health Authority, the Swedish Foundation for Strategic Research (SSF), the Swedish Research Council (VR)Center for Innovative Medicine (CIMED), the Swedish Brain funding (Hjärnfonden), ALF Medicine.
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Affiliation(s)
- Anna Inguanzo
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden
- Medical Psychology Unit, Institute of Neurosciences, University of Barcelona, Barcelona, Spain
- Institute of Biomedical Research August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Konstantinos Poulakis
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden
| | - Rosaleena Mohanty
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden
| | | | | | - Patricia Diaz-Galvan
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden
- Department of Radiology, Mayo Clinic, Rochester, MN, US
| | - Val J Lowe
- Department of Radiology, Mayo Clinic, Rochester, MN, US
| | | | - Afina W Lemstra
- Department of Neurology and Alzheimer Center, VU University Medical Center, Amsterdam, Netherlands
| | - Marleen van de Beek
- Department of Neurology and Alzheimer Center, VU University Medical Center, Amsterdam, Netherlands
| | - Wiesje van der Flier
- Department of Neurology and Alzheimer Center, VU University Medical Center, Amsterdam, Netherlands
| | - Frederik Barkhof
- Department of Neurology and Alzheimer Center, VU University Medical Center, Amsterdam, Netherlands
- UCL institutes of neurology and center for medical image computing, London, UK
| | - Frederic Blanc
- Day Hospital of Geriatrics, Memory Resource and Research Center (CM2R) of Strasbourg, Department of Geriatrics, Hopitaux Universitaires de Strasbourg, Strasbourg, France
- University of Strasbourg and French National Center for Scientific Research (CNRS), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France
| | - Paulo Loureiro de Sousa
- Day Hospital of Geriatrics, Memory Resource and Research Center (CM2R) of Strasbourg, Department of Geriatrics, Hopitaux Universitaires de Strasbourg, Strasbourg, France
- University of Strasbourg and French National Center for Scientific Research (CNRS), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France
| | - Nathalie Philippi
- Day Hospital of Geriatrics, Memory Resource and Research Center (CM2R) of Strasbourg, Department of Geriatrics, Hopitaux Universitaires de Strasbourg, Strasbourg, France
- University of Strasbourg and French National Center for Scientific Research (CNRS), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France
| | - Benjamin Cretin
- Day Hospital of Geriatrics, Memory Resource and Research Center (CM2R) of Strasbourg, Department of Geriatrics, Hopitaux Universitaires de Strasbourg, Strasbourg, France
- University of Strasbourg and French National Center for Scientific Research (CNRS), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France
| | - Catherine Demuynck
- Day Hospital of Geriatrics, Memory Resource and Research Center (CM2R) of Strasbourg, Department of Geriatrics, Hopitaux Universitaires de Strasbourg, Strasbourg, France
- University of Strasbourg and French National Center for Scientific Research (CNRS), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France
| | - Zuzana Nedelska
- Department of Radiology, Mayo Clinic, Rochester, MN, US
- Department of Neurology, Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic
- International Clinical Research Center, St. Annes University Hospital Brno, Brno, Czech Republic
| | - Jakub Hort
- Department of Neurology, Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic
- International Clinical Research Center, St. Annes University Hospital Brno, Brno, Czech Republic
| | - Barbara Segura
- Medical Psychology Unit, Institute of Neurosciences, University of Barcelona, Barcelona, Spain
- Institute of Biomedical Research August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Carme Junque
- Medical Psychology Unit, Institute of Neurosciences, University of Barcelona, Barcelona, Spain
- Institute of Biomedical Research August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Ketil Oppedal
- Center for Age-Related Medicine, Stavanger University Hospital, Stavanger, Norway
- Stavanger Medical Imaging Laboratory (SMIL), Department of Radiology, Stavanger University Hospital, Stavanger, Norway
- Department of Electrical Engineering and Computer Science, University of Stavanger, Stavanger, Norway
| | - Dag Aarsland
- Department of Neuroimaging, Center for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, Kings College London, London, UK
| | - Eric Westman
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden
- Department of Neuroimaging, Center for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, Kings College London, London, UK
| | | | - Daniel Ferreira
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden.
- Department of Radiology, Mayo Clinic, Rochester, MN, US.
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10
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Perovnik M, Tomše P, Jamšek J, Tang C, Eidelberg D, Trošt M. Metabolic brain pattern in dementia with Lewy bodies: Relationship to Alzheimer's disease topography. Neuroimage Clin 2022; 35:103080. [PMID: 35709556 PMCID: PMC9207351 DOI: 10.1016/j.nicl.2022.103080] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2022] [Revised: 05/26/2022] [Accepted: 06/05/2022] [Indexed: 10/28/2022]
Abstract
PURPOSE Dementia with Lewy bodies (DLB) is the second most common neurodegenerative dementia, that shares clinical and metabolic similarities with both Alzheimer's and Parkinson's disease. In this study we aimed to identify a DLB-related pattern (DLBRP), study its relationship with other metabolic brain patterns and explore its diagnostic and prognostic value. METHODS A cohort of 79 participants with DLB, 63 with dementia due to Alzheimer's disease (AD) and 41 normal controls (NCs) and their 2-[18F]FDG PET scans were analysed for identification and validation of DLBRP. Voxel-wise correlation and multiple linear regression were used to study the relation between DLBRP and Alzheimer's disease-related pattern (ADRP), Parkinson's disease-related pattern (PDRP) and PD-related cognitive pattern (PDCP). Diagnostic and prognostic value of DLBRP and of modified DLBRP after accounting for ADRP overlap (DLBRP ⊥ ADRP), were explored. RESULTS The newly identified DLBRP shared topographic similarities with ADRP (R2 = 24%) and PDRP (R2 = 37%), but not with PDCP. We could accurately discriminate between DLB and NC (AUC = 0.99) based on DLBRP expression, and between DLB and AD (AUC = 0.87) based on DLBRP ⊥ ADRP expression. DLBRP expression correlated with cognitive impairment, but the correlation was lost after accounting for ADRP overlap. DLBRP and DLBRP ⊥ ADRP correlated with patients' survival time. CONCLUSION DLBRP has proven to be a specific metabolic brain biomarker of DLB, sharing similarities with ADRP and PDRP, but not PDCP. We observed a similar metabolic mechanism underlying cognitive impairment in DLB and AD. DLB-specific metabolic changes were more detrimental for overall survival.
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Affiliation(s)
- Matej Perovnik
- Department of Neurology, University Medical Center Ljubljana, Zaloška cesta 2, 1000 Ljubljana, Slovenia; Faculty of Medicine, University of Ljubljana, Vrazov trg 2, 1000 Ljubljana, Slovenia.
| | - Petra Tomše
- Department of Nuclear Medicine, University Medical Center Ljubljana, Zaloška cesta 2, 1000 Ljubljana, Slovenia
| | - Jan Jamšek
- Department of Nuclear Medicine, University Medical Center Ljubljana, Zaloška cesta 2, 1000 Ljubljana, Slovenia
| | - Chris Tang
- Center for Neurosciences, The Feinstein Institutes for Medical Research, 350 Community Drive, Manhasset, NY 11030, USA
| | - David Eidelberg
- Center for Neurosciences, The Feinstein Institutes for Medical Research, 350 Community Drive, Manhasset, NY 11030, USA
| | - Maja Trošt
- Department of Neurology, University Medical Center Ljubljana, Zaloška cesta 2, 1000 Ljubljana, Slovenia; Faculty of Medicine, University of Ljubljana, Vrazov trg 2, 1000 Ljubljana, Slovenia; Department of Nuclear Medicine, University Medical Center Ljubljana, Zaloška cesta 2, 1000 Ljubljana, Slovenia
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11
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Beatino MF, De Luca C, Campese N, Belli E, Piccarducci R, Giampietri L, Martini C, Perugi G, Siciliano G, Ceravolo R, Vergallo A, Hampel H, Baldacci F. α-synuclein as an emerging pathophysiological biomarker of Alzheimer's disease. Expert Rev Mol Diagn 2022; 22:411-425. [PMID: 35443850 DOI: 10.1080/14737159.2022.2068952] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
INTRODUCTION α-syn aggregates represent the pathological hallmark of synucleinopathies as well as a frequent copathology (almost 1/3 of cases) in AD. Recent research indicates a potential role of α-syn species, measured in CSF with conventional analytical techniques, in the differential diagnosis between AD and synucleinopathies (such as DLB). Pioneering studies report the detection of α-syn in blood, however, conclusive investigations are controversial. Ultrasensitive seed amplification techniques, enabling the selective quantification of α-syn seeds, may represent an effective solution to identify the α-syn component in AD and facilitate a biomarker-guided stratification. AREAS COVERED We performed a PubMed-based review of the latest findings on α-syn-related biomarkers for AD, focusing on bodily fluids. A dissertation on the role of ultrasensitive seed amplification assays, detecting α-syn seeds from different biological samples, was conducted. EXPERT OPINION α-syn may contribute to progressive AD neurodegeneration through cross-seeding especially with tau protein. Ultrasensitive seed amplification techniques may support a biomarker-drug co-development pathway and may be a pathophysiological candidate biomarker for the evolving ATX(N) system to classify AD and the spectrum of primary NDDs. This would contribute to a precise approach to AD, aimed at implementing disease-modifying treatments.
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Affiliation(s)
| | - Ciro De Luca
- Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Nicole Campese
- Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Elisabetta Belli
- Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | | | - Linda Giampietri
- Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | | | - Giulio Perugi
- Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Gabriele Siciliano
- Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Roberto Ceravolo
- Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Andrea Vergallo
- GRC N° 21, Alzheimer Precision Medicine (APM), AP-HP, Sorbonne University, Pitié-Salpêtrière Hospital, Boulevard De l'Hôpital, Paris, France
| | - Harald Hampel
- GRC N° 21, Alzheimer Precision Medicine (APM), AP-HP, Sorbonne University, Pitié-Salpêtrière Hospital, Boulevard De l'Hôpital, Paris, France
| | - Filippo Baldacci
- Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy.,GRC N° 21, Alzheimer Precision Medicine (APM), AP-HP, Sorbonne University, Pitié-Salpêtrière Hospital, Boulevard De l'Hôpital, Paris, France
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12
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Abdelnour C, Ferreira D, van de Beek M, Cedres N, Oppedal K, Cavallin L, Blanc F, Bousiges O, Wahlund LO, Pilotto A, Padovani A, Boada M, Pagonabarraga J, Kulisevsky J, Aarsland D, Lemstra AW, Westman E. Parsing heterogeneity within dementia with Lewy bodies using clustering of biological, clinical, and demographic data. Alzheimers Res Ther 2022; 14:14. [PMID: 35063023 PMCID: PMC8783432 DOI: 10.1186/s13195-021-00946-w] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Accepted: 12/06/2021] [Indexed: 11/10/2022]
Abstract
BACKGROUND Dementia with Lewy bodies (DLB) includes various core clinical features that result in different phenotypes. In addition, Alzheimer's disease (AD) and cerebrovascular pathologies are common in DLB. All this increases the heterogeneity within DLB and hampers clinical diagnosis. We addressed this heterogeneity by investigating subgroups of patients with similar biological, clinical, and demographic features. METHODS We studied 107 extensively phenotyped DLB patients from the European DLB consortium. Factorial analysis of mixed data (FAMD) was used to identify dimensions in the data, based on sex, age, years of education, disease duration, Mini-Mental State Examination (MMSE), cerebrospinal fluid (CSF) levels of AD biomarkers, core features of DLB, and regional brain atrophy. Subsequently, hierarchical clustering analysis was used to subgroup individuals based on the FAMD dimensions. RESULTS We identified 3 dimensions using FAMD that explained 38% of the variance. Subsequent hierarchical clustering identified 4 clusters. Cluster 1 was characterized by amyloid-β and cerebrovascular pathologies, medial temporal atrophy, and cognitive fluctuations. Cluster 2 had posterior atrophy and showed the lowest frequency of visual hallucinations and cognitive fluctuations and the worst cognitive performance. Cluster 3 had the highest frequency of tau pathology, showed posterior atrophy, and had a low frequency of parkinsonism. Cluster 4 had virtually normal AD biomarkers, the least regional brain atrophy and cerebrovascular pathology, and the highest MMSE scores. CONCLUSIONS This study demonstrates that there are subgroups of DLB patients with different biological, clinical, and demographic characteristics. These findings may have implications in the diagnosis and prognosis of DLB, as well as in the treatment response in clinical trials.
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Affiliation(s)
- Carla Abdelnour
- Research Center and Memory Clinic, Ace Alzheimer Center Barcelona, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya-Barcelona, Centro de Investigación en Red-Enfermedades Neurodegenerativas (CIBERNED), Barcelona, Spain.
- Department of Medicine of the Universitat Autònoma de Barcelona, Barcelona, Spain.
| | - Daniel Ferreira
- Division of Clinical Geriatrics, Centre for Alzheimer Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden
| | - Marleen van de Beek
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Nira Cedres
- Division of Clinical Geriatrics, Centre for Alzheimer Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden
- Department of Psychology, Sensory Cognitive Interaction Laboratory (SCI-lab), Stockholm University, Stockholm, Sweden
| | - Ketil Oppedal
- Centre for Age-Related Medicine, Stavanger University Hospital, Stavanger, Norway
- Department of Radiology, Stavanger University Hospital, Stavanger, Norway
- Department of Electrical Engineering and Computer Science, University of Stavanger, Stavanger, Norway
| | - Lena Cavallin
- Department of Neuroscience, Karolinska Institutet, Stockholm, Sweden
- Department of Radiology Karolinska University Hospital, Stockholm, Sweden
| | - Frédéric Blanc
- Service, Memory Resources and Research Centre, University Hospital of Strasbourg, Strasbourg, France
- Team IMIS/Neurocrypto, French National Center for Scientific Research, ICube Laboratory and Fédération de Médecine Translationnelle de Strasbourg (FMTS), University of Strasbourg, Strasbourg, France
- Centre Mémoire, de Ressources et de Recherche d'Alsace (Strasbourg-Colmar), Strasbourg, France
| | - Olivier Bousiges
- Centre Mémoire, de Ressources et de Recherche d'Alsace (Strasbourg-Colmar), Strasbourg, France
- Laboratory of Biochemistry and Molecular Biology, CNRS, Laboratoire de Neurosciences Cognitives et Adaptatives, UMR7364, University Hospital of Strasbourg, Strasbourg, France
| | - Lars-Olof Wahlund
- Division of Clinical Geriatrics, Centre for Alzheimer Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden
| | - Andrea Pilotto
- Neurology Unit, Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy
| | - Alessandro Padovani
- Neurology Unit, Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy
| | - Mercè Boada
- Research Center and Memory Clinic, Ace Alzheimer Center Barcelona, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya-Barcelona, Centro de Investigación en Red-Enfermedades Neurodegenerativas (CIBERNED), Barcelona, Spain
| | - Javier Pagonabarraga
- Movement Disorders Unit, Neurology Department, Hospital de la Santa Creu i Sant Pau. Biomedical Research Institute (IIB-Sant Pau), Centro de Investigación en Red-Enfermedades Neurodegenerativas (CIBERNED), Barcelona, Spain
| | - Jaime Kulisevsky
- Movement Disorders Unit, Neurology Department, Hospital de la Santa Creu i Sant Pau. Biomedical Research Institute (IIB-Sant Pau), Centro de Investigación en Red-Enfermedades Neurodegenerativas (CIBERNED), Barcelona, Spain
| | - Dag Aarsland
- Centre for Age-Related Medicine, Stavanger University Hospital, Stavanger, Norway
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Afina W Lemstra
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Eric Westman
- Division of Clinical Geriatrics, Centre for Alzheimer Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden
- Department of Neuroimaging, Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
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13
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Gonzalez MC, Ashton NJ, Gomes BF, Tovar-Rios DA, Blanc F, Karikari TK, Mollenhauer B, Pilotto A, Lemstra A, Paquet C, Abdelnour C, Kramberger MG, Bonanni L, Vandenberghe R, Hye A, Blennow K, Zetterberg H, Aarsland D. Association of Plasma p-tau181 and p-tau231 Concentrations With Cognitive Decline in Patients With Probable Dementia With Lewy Bodies. JAMA Neurol 2021; 79:32-37. [PMID: 34807233 DOI: 10.1001/jamaneurol.2021.4222] [Citation(s) in RCA: 40] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Importance Plasma phosphorylated tau (p-tau) has proven to be an accurate biomarker for Alzheimer disease (AD) pathologic characteristics, offering a less expensive and less invasive alternative to cerebrospinal fluid (CSF) and positron emission tomography biomarkers for amyloid-β and tau. Alzheimer disease comorbid pathologic characteristics are common and are associated with more rapid cognitive decline in patients with dementia with Lewy bodies (DLB); therefore, it is anticipated that plasma p-tau concentrations may have utility in assessing cognitive impairment in individuals with this disorder. Objective To measure the concentrations of plasma p-tau (p-tau181 and p-tau231) and evaluate their associations with cognitive decline in individuals with probable DLB. Design, Setting, and Participants This multicenter longitudinal cohort study included participants from the European-DLB (E-DLB) Consortium cohort enrolled at 10 centers with harmonized diagnostic procedures from January 1, 2002, to December 31, 2020, with up to 5 years of follow-up. A total of 1122 participants with plasma samples were available. Participants with acute delirium or terminal illness and patients with other previous major psychiatric or neurologic disorders were excluded, leaving a cohort of 987 clinically diagnosed participants with probable DLB (n = 371), Parkinson disease (n = 204), AD (n = 207), as well as healthy controls (HCs) (n = 205). Main Outcomes and Measures The main outcome was plasma p-tau181 and p-tau231 levels measured with in-house single molecule array assays. The Mini-Mental State Examination (MMSE) was used to measure cognition. Results Among this cohort of 987 patients (512 men [51.9%]; mean [SD] age, 70.0 [8.8] years), patients with DLB did not differ significantly regarding age, sex, or years of education from those in the AD group, but the DLB group was older than the HC group and included more men than the AD and HC groups. Baseline concentrations of plasma p-tau181 and p-tau231 in patients with DLB were significantly higher than those in the HC group but lower than in the AD group and similar to the Parkinson disease group. Higher plasma concentrations of both p-tau markers were found in a subgroup of patients with DLB with abnormal CSF amyloid-β42 levels compared with those with normal levels (difference in the groups in p-tau181, -3.61 pg/mL; 95% CI, -5.43 to -1.79 pg/mL; P = .049; difference in the groups in p-tau231, -2.51 pg/mL; 95% CI, -3.63 to -1.39 pg/mL; P = .02). There was no difference between p-tau181 level and p-tau231 level across confirmed AD pathologic characteristcs based on reduced Aβ42 level in CSF in individuals with DLB. In DLB, a significant association was found between higher plasma p-tau181 and p-tau231 levels and lower MMSE scores at baseline (for p-tau181, -0.092 MMSE points; 95% CI, -0.12 to -0.06 MMSE points; P = .001; for p-tau231, -0.16 MMSE points; 95% CI, -0.21 to -0.12 MMSE points; P < .001), as well as more rapid MMSE decline over time. Plasma p-tau181 level was associated with a decrease of -0.094 MMSE points per year (95% CI, -0.144 to -0.052 MMSE points; P = .02), whereas plasma p-tau231 level was associated with an annual decrease of -0.130 MMSE points (95% CI, -0.201 to -0.071 MMSE points; P = .02), after adjusting for sex and age. Conclusions and Relevance This study suggests that plasma p-tau181 and p-tau231 levels may be used as cost-effective and accessible biomarkers to assess cognitive decline in individuals with DLB.
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Affiliation(s)
- Maria C Gonzalez
- Department of Quality and Health Technology, Faculty of Health Sciences, University of Stavanger, Stavanger, Norway.,The Norwegian Centre for Movement Disorders, Stavanger University Hospital, Stavanger, Norway.,Centre for Age-Related Medicine, Stavanger University Hospital, Stavanger, Norway
| | - Nicholas J Ashton
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden.,Department of Old Age Psychiatry, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, United Kingdom
| | - Bárbara Fernandes Gomes
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
| | | | - Frédéric Blanc
- Memory Resource and Research Centre, Geriatrics Day Hospital, Geriatrics Department, University Hospital of Strasbourg, Strasbourg, France
| | - Thomas K Karikari
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
| | - Brit Mollenhauer
- Department of Neurology, University Medical Center Goettingen, Goettingen, Germany, and Paracelsus-Elena-Klinik, Kassel, Germany
| | - Andrea Pilotto
- Neurology Unit, Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy
| | - Afina Lemstra
- Amsterdam Alzheimer Center, Amsterdam University Medical Centers, Amsterdam, the Netherlands
| | - Claire Paquet
- Université de Paris, Neurology Center, Assistance Publique Hôpitaux de Paris, Lariboisière Fernand-Widal Hospital, INSERMU1144, Paris, France
| | - Carla Abdelnour
- Ace Alzheimer Center Barcelona-Universitat Internacional de Catalunya, Barcelona, Spain
| | - Milica G Kramberger
- University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Ljubljana, Slovenia
| | - Laura Bonanni
- Department of Medicine and Aging Sciences, University G. d'Annunzio of Chieti-Pescara, Chieti, Italy
| | - Rik Vandenberghe
- Laboratory for Cognitive Neurology, Department of Neurosciences, Leuven Brain Institute, KU Leuven, Leuven, Belgium
| | - Abdul Hye
- Department of Old Age Psychiatry, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, United Kingdom
| | - Kaj Blennow
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
| | - Henrik Zetterberg
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden.,Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden.,Department of Neurodegenerative Disease, UCL Institute of Neurology, Queen Square, London, UK.,UK Dementia Research Institute at UCL, London, UK.,Hong Kong Center for Neurodegenerative Diseases, Hong Kong, China
| | - Dag Aarsland
- Centre for Age-Related Medicine, Stavanger University Hospital, Stavanger, Norway.,Department of Old Age Psychiatry, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, United Kingdom
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14
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Ferreira D, Nedelska Z, Graff-Radford J, Przybelski SA, Lesnick TG, Schwarz CG, Botha H, Senjem ML, Fields JA, Knopman DS, Savica R, Ferman TJ, Graff-Radford NR, Lowe VJ, Jack CR, Petersen RC, Lemstra AW, van de Beek M, Barkhof F, Blanc F, Loureiro de Sousa P, Philippi N, Cretin B, Demuynck C, Hort J, Oppedal K, Boeve BF, Aarsland D, Westman E, Kantarci K. Cerebrovascular disease, neurodegeneration, and clinical phenotype in dementia with Lewy bodies. Neurobiol Aging 2021; 105:252-261. [PMID: 34130107 PMCID: PMC8338792 DOI: 10.1016/j.neurobiolaging.2021.04.029] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Revised: 04/26/2021] [Accepted: 04/28/2021] [Indexed: 11/29/2022]
Abstract
We investigated whether cerebrovascular disease contributes to neurodegeneration and clinical phenotype in dementia with Lewy bodies (DLB). Regional cortical thickness and subcortical gray matter volumes were estimated from structural magnetic resonance imaging (MRI) in 165 DLB patients. Cortical and subcortical infarcts were recorded and white matter hyperintensities (WMHs) were assessed. Subcortical only infarcts were more frequent (13.3%) than cortical only infarcts (3.1%) or both subcortical and cortical infarcts (2.4%). Infarcts, irrespective of type, were associated with WMHs. A higher WMH volume was associated with thinner orbitofrontal, retrosplenial, and posterior cingulate cortices, smaller thalamus and pallidum, and larger caudate volume. A higher WMH volume was associated with the presence of visual hallucinations and lower global cognitive performance, and tended to be associated with the absence of probable rapid eye movement sleep behavior disorder. Presence of infarcts was associated with the absence of parkinsonism. We conclude that cerebrovascular disease is associated with gray matter neurodegeneration in patients with probable DLB, which may have implications for the multifactorial treatment of probable DLB.
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Affiliation(s)
- Daniel Ferreira
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Department of Radiology, Mayo Clinic, Rochester, MN, USA
| | - Zuzana Nedelska
- Department of Radiology, Mayo Clinic, Rochester, MN, USA; Department of Neurology, Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic
| | | | | | | | | | - Hugo Botha
- Department of Neurology, Mayo Clinic, Rochester, MN, USA
| | - Matthew L Senjem
- Department of Radiology, Mayo Clinic, Rochester, MN, USA; Department of Information Technology, Mayo Clinic, Rochester, MN, USA
| | - Julie A Fields
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN, USA
| | | | - Rodolfo Savica
- Department of Neurology, Mayo Clinic, Rochester, MN, USA
| | - Tanis J Ferman
- Department of Psychiatry and Psychology, Mayo Clinic, Jacksonville, FL
| | | | - Val J Lowe
- Department of Radiology, Mayo Clinic, Rochester, MN, USA
| | | | | | - Afina W Lemstra
- Department of Neurology and Alzheimer Center, VU University Medical Center, Amsterdam, Netherlands
| | - Marleen van de Beek
- Department of Neurology and Alzheimer Center, VU University Medical Center, Amsterdam, Netherlands
| | - Frederik Barkhof
- Department of Radiology and Nuclear Medicine, VU University Medical Center, Amsterdam, Netherlands; Queen Square Institute of Neurology, University College London, London, UK
| | - Frederic Blanc
- Day Hospital of Geriatrics, Memory Resource and Research Centre (CM2R) of Strasbourg, Department of Geriatrics, Hopitaux Universitaires de Strasbourg, Strasbourg, France; University of Strasbourg and French National Centre for Scientific Research (CNRS), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France
| | - Paulo Loureiro de Sousa
- Day Hospital of Geriatrics, Memory Resource and Research Centre (CM2R) of Strasbourg, Department of Geriatrics, Hopitaux Universitaires de Strasbourg, Strasbourg, France; University of Strasbourg and French National Centre for Scientific Research (CNRS), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France
| | - Nathalie Philippi
- Day Hospital of Geriatrics, Memory Resource and Research Centre (CM2R) of Strasbourg, Department of Geriatrics, Hopitaux Universitaires de Strasbourg, Strasbourg, France; University of Strasbourg and French National Centre for Scientific Research (CNRS), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France
| | - Benjamin Cretin
- Day Hospital of Geriatrics, Memory Resource and Research Centre (CM2R) of Strasbourg, Department of Geriatrics, Hopitaux Universitaires de Strasbourg, Strasbourg, France; University of Strasbourg and French National Centre for Scientific Research (CNRS), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France
| | - Catherine Demuynck
- Day Hospital of Geriatrics, Memory Resource and Research Centre (CM2R) of Strasbourg, Department of Geriatrics, Hopitaux Universitaires de Strasbourg, Strasbourg, France; University of Strasbourg and French National Centre for Scientific Research (CNRS), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France
| | - Jakub Hort
- Department of Neurology, Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; International Clinical Research Center, St. Anne's University Hospital Brno, Brno, Czech Republic
| | - Ketil Oppedal
- Centre for Age-Related Medicine, Stavanger University Hospital, Stavanger, Norway; Stavanger Medical Imaging Laboratory (SMIL), Department of Radiology, Stavanger University Hospital, Stavanger, Norway; Department of Electrical Engineering and Computer Science, University of Stavanger, Stavanger, Norway
| | | | - Dag Aarsland
- Centre for Age-Related Medicine, Stavanger University Hospital, Stavanger, Norway; Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Eric Westman
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Department of Neuroimaging, Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Kejal Kantarci
- Department of Radiology, Mayo Clinic, Rochester, MN, USA.
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15
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Abstract
Dementia with Lewy bodies (DLB) is one of the most common forms of dementia. It can present as neurocognitive decline, visual hallucinations, and concomitant symptoms of rapid eye movement (REM) sleep behavior disorder. Early diagnosis remains one of the cornerstones of managing this form of neurocognitive disorder but, often, making an early and accurate diagnosis can prove to be challenging. For this article, our goal was to review the utility of various neuroimaging modalities in making a swift and accurate diagnosis of DLB. We used PubMed to look for helpful, informative, and peer-reviewed articles. We discussed the role of a plethora of different imaging techniques, ranging from structural imaging like computed tomography (CT) and magnetic resonance imaging (MRI) to molecular imaging (single-photon emission computed tomography, positron emission to- tomography) as a diagnostic tool for DLB. We arrived at the conclusion that these novel neuroimaging modalities have already proven to be very helpful in ruling out differentials and making an early diagnosis of DLB. However, ongoing research is required to increase the diagnostic accuracy, leading to the early identification and treatment of DLB.
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Affiliation(s)
- Abhishikta Saha
- General Medicine, Pennine Acute Hospitals NHS Trust, Manchester, GBR
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16
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Ferreira D. Structural imaging in dementia with Lewy bodies: the potential of multivariate data analysis. Psychiatry Res Neuroimaging 2020; 306:111180. [PMID: 32948404 DOI: 10.1016/j.pscychresns.2020.111180] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/26/2019] [Revised: 06/22/2020] [Accepted: 09/03/2020] [Indexed: 10/23/2022]
Abstract
Structural imaging has a limited role in current diagnostic criteria for dementia with Lewy bodies (DLB), possibly since overt brain atrophy is uncommon in this disorder. Multivariate data analysis is promising in this context due to its superiority to detect subtle brain changes. This systematic review reports multivariate studies of structural imaging data in DLB. Preliminary evidence shows the capacity of structural imaging in discriminating DLB patients from Alzheimer's disease patients and healthy controls. Ongoing global initiatives will change statistical possibilities in DLB. Multivariate data analysis in DLB is an emerging field, and its use is encouraged.
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Affiliation(s)
- Daniel Ferreira
- Division of Clinical Geriatrics, Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, NEO Floor 7th, Blickagången 16, 14152 Stockholm, Sweden.
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17
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Ferreira D, Przybelski SA, Lesnick TG, Lemstra AW, Londos E, Blanc F, Nedelska Z, Schwarz CG, Graff-Radford J, Senjem ML, Fields JA, Knopman DS, Savica R, Ferman TJ, Graff-Radford NR, Lowe VJ, Jack CR, Petersen RC, Mollenhauer B, Garcia-Ptacek S, Abdelnour C, Hort J, Bonanni L, Oppedal K, Kramberger MG, Boeve BF, Aarsland D, Westman E, Kantarci K. β-Amyloid and tau biomarkers and clinical phenotype in dementia with Lewy bodies. Neurology 2020; 95:e3257-e3268. [PMID: 32989106 DOI: 10.1212/wnl.0000000000010943] [Citation(s) in RCA: 61] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2020] [Accepted: 08/06/2020] [Indexed: 12/27/2022] Open
Abstract
OBJECTIVE In a multicenter cohort of probable dementia with Lewy bodies (DLB), we tested the hypothesis that β-amyloid and tau biomarker positivity increases with age, which is modified by APOE genotype and sex, and that there are isolated and synergistic associations with the clinical phenotype. METHODS We included 417 patients with DLB (age 45-93 years, 31% women). Positivity on β-amyloid (A+) and tau (T+) biomarkers was determined by CSF β-amyloid1-42 and phosphorylated tau in the European cohort and by Pittsburgh compound B and AV-1451 PET in the Mayo Clinic cohort. Patients were stratified into 4 groups: A-T-, A+T-, A-T+, and A+T+. RESULTS A-T- was the largest group (39%), followed by A+T- (32%), A+T+ (15%), and A-T+ (13%). The percentage of A-T- decreased with age, and A+ and T+ increased with age in both women and men. A+ increased more in APOE ε4 carriers with age than in noncarriers. A+ was the main predictor of lower cognitive performance when considered together with T+. T+ was associated with a lower frequency of parkinsonism and probable REM sleep behavior disorder. There were no significant interactions between A+ and T+ in relation to the clinical phenotype. CONCLUSIONS Alzheimer disease pathologic changes are common in DLB and are associated with the clinical phenotype. β-Amyloid is associated with cognitive impairment, and tau pathology is associated with lower frequency of clinical features of DLB. These findings have important implications for diagnosis, prognosis, and disease monitoring, as well as for clinical trials targeting disease-specific proteins in DLB. CLASSIFICATION OF EVIDENCE This study provides Class II evidence that in patients with probable DLB, β-amyloid is associated with lower cognitive performance and tau pathology is associated with lower frequency of clinical features of DLB.
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Affiliation(s)
- Daniel Ferreira
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Scott A Przybelski
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Timothy G Lesnick
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Afina W Lemstra
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Elisabet Londos
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Frederic Blanc
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Zuzana Nedelska
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Christopher G Schwarz
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Jonathan Graff-Radford
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Matthew L Senjem
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Julie A Fields
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - David S Knopman
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Rodolfo Savica
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Tanis J Ferman
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Neill R Graff-Radford
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Val J Lowe
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Clifford R Jack
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Ronald C Petersen
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Brit Mollenhauer
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Sara Garcia-Ptacek
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Carla Abdelnour
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Jakub Hort
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Laura Bonanni
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Ketil Oppedal
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Milica G Kramberger
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Bradley F Boeve
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Dag Aarsland
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Eric Westman
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Kejal Kantarci
- From the Division of Clinical Geriatrics (D.F., S.G.-P., E.W.), Center for Alzheimer's Research, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet, Stockholm, Sweden; Departments of Radiology (D.F., Z.N., C.G.S., M.L.S., V.J.L., C.R.J., K.K.), Health Sciences (S.A.P., T.G.L.), Neurology (J.G.-R., D.S.K., R.S., R.C.P., B.F.B.), Information Technology (M.L.S.), and Psychiatry and Psychology (J.A.F.), Mayo Clinic, Rochester, MN; Department of Neurology and Alzheimer Center (A.W.L.), VU University Medical Center, Amsterdam, the Netherlands; Clinical Memory Research Unit (E.L.), Department of Clinical Sciences, Lund University, Malmö, Sweden; Day Hospital of Geriatrics (F.B.), Memory Resource and Research Centre (CM2R) of Strasbourg; Department of Geriatrics (F.B.), Hopitaux Universitaires de Strasbourg; University of Strasbourg and French National Centre for Scientific Research (CNRS) (F.B.), ICube Laboratory and Federation de Medecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Integrative en Sante (IMIS)/ICONE, Strasbourg, France; Department of Neurology (Z.N., J.H.), Charles University, 2nd Faculty of Medicine, Motol University Hospital, Prague, Czech Republic; Departments of Psychiatry and Psychology (T.J.F.) and Neurology (N.R.G.-R.), Mayo Clinic, Jacksonville, FL; Paracelsus-Elena-Klinik (B.M.), Kassel; and University Medical Center (B.M.), Department of Neurosurgery and Institute of Neuropathology, Göttingen, Germany; Fundació ACE (C.A.), Alzheimer Research Center and Memory Clinic, Institut Català de Neurociències Aplicades, Barcelona, Spain; International Clinical Research Center (J.H.), St. Anne's University Hospital Brno, Czech Republic; Department of Neuroscience Imaging and Clinical Sciences and CESI (L.B.), University G d'Annunzio of Chieti-Pescara, Chieti, Italy; Centre for Age-Related Medicine (K.O., D.A.), Stavanger University Hospital; Stavanger Medical Imaging Laboratory (SMIL) (K.O.), Department of Radiology, Stavanger University Hospital; Department of Electrical Engineering and Computer Science (K.O.), University of Stavanger, Norway; Department of Neurology (M.G.K.), University Medical Centre Ljubljana, Medical Faculty, University of Ljubljana, Slovenia; Institute of Psychiatry, Psychology and Neuroscience (D.A.) and Department of Neuroimaging (E.W.), Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK.
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The combined effect of amyloid-β and tau biomarkers on brain atrophy in dementia with Lewy bodies. NEUROIMAGE-CLINICAL 2020; 27:102333. [PMID: 32674011 PMCID: PMC7363702 DOI: 10.1016/j.nicl.2020.102333] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/01/2020] [Revised: 06/05/2020] [Accepted: 06/26/2020] [Indexed: 11/24/2022]
Abstract
BACKGROUND Alzheimer's disease (AD)-related pathology is frequently found in patients with dementia with Lewy bodies (DLB). However, it is unknown how amyloid-β and tau-related pathologies influence neurodegeneration in DLB. Understanding the mechanisms underlying brain atrophy in DLB can improve our knowledge about disease progression, differential diagnosis, drug development and testing of anti-amyloid and anti-tau therapies in DLB. OBJECTIVES We aimed at investigating the combined effect of CSF amyloid-β42, phosphorylated tau and total tau on regional brain atrophy in DLB in the European DLB (E-DLB) cohort. METHODS 86 probable DLB patients from the E-DLB cohort with CSF and MRI data were included. Random forest was used to analyze the association of CSF biomarkers (predictors) with visual rating scales for medial temporal lobe atrophy (MTA), posterior atrophy (PA) and global cortical atrophy scale-frontal subscale (GCA-F) (outcomes), including age, sex, education and disease duration as extra predictors. RESULTS DLB patients with abnormal MTA scores had abnormal CSF Aβ42, shorter disease duration and older age. DLB patients with abnormal PA scores had abnormal levels of CSF Aβ42 and p-tau, older age, lower education and shorter disease duration. Abnormal GCA-F scores were associated with lower education, male sex, and older age, but not with any AD-related CSF biomarker. CONCLUSIONS This study shows preliminary data on the potential combined effect of amyloid-β and tau-related pathologies on the integrity of posterior brain cortices in DLB patients, whereas only amyloid-β seems to be related to MTA. Future availability of α-synuclein biomarkers will help us to understand the effect of α-synuclein and AD-related pathologies on brain integrity in DLB.
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Borda MG, Lopera F, Buritica O, Cerquera-Cleves C, Gonzalez MC, Garcia-Cifuentes E, Jaramillo-Jimenez A, Aguillon D, Bocanegra Y, Munoz-Ospina BE, Cano-Gutierrez CA, Patiño-Hernandez D, Tobón C, Santamaría-García H, Santacruz JM, Chavarro-Carvajal DA, Pinilla G, Morros-González E, Pantoja C, Quintana-Peña V, Valderrama J, Oppedal K, Aarsland D, Orozco J. Colombian consortium for the study of Lewy body dementia COL-DLB. J Neurol Sci 2020; 412:116807. [PMID: 32247904 DOI: 10.1016/j.jns.2020.116807] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2019] [Revised: 02/07/2020] [Accepted: 03/25/2020] [Indexed: 12/01/2022]
Affiliation(s)
- Miguel Germán Borda
- Centre for Age-Related Medicine (SESAM), Stavanger University Hospital, Stavanger, Norway; Semillero de Neurociencias y Envejecimiento, Instituto de Envejecimiento, Facultad de Medicina, Pontificia Universidad Javeriana, Bogotá, Colombia; Faculty of Health Sciences, University of Stavanger, Stavanger, Norway.
| | - Francisco Lopera
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellín, Colombia
| | - Omar Buritica
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellín, Colombia
| | | | | | - Elkin Garcia-Cifuentes
- Semillero de Neurociencias y Envejecimiento, Instituto de Envejecimiento, Facultad de Medicina, Pontificia Universidad Javeriana, Bogotá, Colombia; Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellín, Colombia
| | - Alberto Jaramillo-Jimenez
- Centre for Age-Related Medicine (SESAM), Stavanger University Hospital, Stavanger, Norway; Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellín, Colombia
| | - David Aguillon
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellín, Colombia
| | - Yamile Bocanegra
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellín, Colombia
| | | | - Carlos Alberto Cano-Gutierrez
- Semillero de Neurociencias y Envejecimiento, Instituto de Envejecimiento, Facultad de Medicina, Pontificia Universidad Javeriana, Bogotá, Colombia; Hospital Universitario San Ignacio, Bogotá, Colombia
| | - Daniela Patiño-Hernandez
- Semillero de Neurociencias y Envejecimiento, Instituto de Envejecimiento, Facultad de Medicina, Pontificia Universidad Javeriana, Bogotá, Colombia; Hospital Universitario San Ignacio, Bogotá, Colombia
| | - Carlos Tobón
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellín, Colombia
| | - Hernando Santamaría-García
- Semillero de Neurociencias y Envejecimiento, Instituto de Envejecimiento, Facultad de Medicina, Pontificia Universidad Javeriana, Bogotá, Colombia; Hospital Universitario San Ignacio, Bogotá, Colombia
| | - José Manuel Santacruz
- Semillero de Neurociencias y Envejecimiento, Instituto de Envejecimiento, Facultad de Medicina, Pontificia Universidad Javeriana, Bogotá, Colombia; Hospital Universitario San Ignacio, Bogotá, Colombia.; Departamento de Psiquiatría y Salud Mental, Facultad de Medicina, Pontificia Universidad Javeriana, Bogotá, Colombia
| | - Diego Andrés Chavarro-Carvajal
- Semillero de Neurociencias y Envejecimiento, Instituto de Envejecimiento, Facultad de Medicina, Pontificia Universidad Javeriana, Bogotá, Colombia; Hospital Universitario San Ignacio, Bogotá, Colombia
| | | | - Elly Morros-González
- Semillero de Neurociencias y Envejecimiento, Instituto de Envejecimiento, Facultad de Medicina, Pontificia Universidad Javeriana, Bogotá, Colombia; Hospital Universitario San Ignacio, Bogotá, Colombia
| | | | | | | | - Ketil Oppedal
- Centre for Age-Related Medicine (SESAM), Stavanger University Hospital, Stavanger, Norway
| | - Dag Aarsland
- Centre for Age-Related Medicine (SESAM), Stavanger University Hospital, Stavanger, Norway; Department of Old Age Psychiatry, King's College, London, United Kingdom
| | - Jorge Orozco
- Fundación Valle del Lili Cali, Colombia; Universidad ICESI, Cali, Colombia
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Gautier L. Welcome to the 10th volume of Neurodegenerative Disease Management. Neurodegener Dis Manag 2020; 10:1-4. [PMID: 32027554 DOI: 10.2217/nmt-2019-0032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Affiliation(s)
- Louis Gautier
- Future Science Group, Unitec House, 2 Albert Place, London, N3 1QB, UK
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