1
|
Doifode T, Maziero MP, Quevedo J, Barichello T. Biomarkers Unveiling the Interplay of Mind, Nervous System, and Immunity. Methods Mol Biol 2025; 2868:73-90. [PMID: 39546226 DOI: 10.1007/978-1-0716-4200-9_5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2024]
Abstract
The field of psychoneuroimmunology has significantly expanded in the last few decades and so has our understanding of the bidirectional communications between the immune and central nervous systems (CNS). There is a preponderance of evidence supporting the fact that immunological pathways and neuroinflammation are involved in the pathophysiology of multiple neurological and mental health conditions. In this chapter, we have explored various neuroimmunological biomarkers involved in these pathways, responsible for developing and perpetuating different neuropsychiatric disorders. This chapter will examine inflammatory biomarkers and those associated with intestinal homeostasis, blood-brain barrier (BBB) permeability, glial cells, and neuronal injury. A range of tests has been developed to evaluate these markers, and we will also explore the existing methods currently employed for these techniques. Further studies of these inflammatory and neurological markers are needed to support their utility as biomarkers for diagnosis and prognosis and to inform treatment strategies for various neuropsychiatric disorders.
Collapse
Affiliation(s)
- Tejaswini Doifode
- Louis A. Faillace, MD, Department of Psychiatry and Behavioral Sciences, McGovern Medical School, The University of Texas Health Science Center at Houston (UTHealth), Houston, TX, USA
| | - Maria Paula Maziero
- Department of Neurology, McGovern Medical School, The University of Texas Health Science Center at Houston (UTHealth), Houston, TX, USA
| | - Joao Quevedo
- Louis A. Faillace, MD, Department of Psychiatry and Behavioral Sciences, McGovern Medical School, The University of Texas Health Science Center at Houston (UTHealth), Houston, TX, USA
- Graduate Program in Health Sciences, University of Southern Santa Catarina (UNESC), Criciúma, SC, Brazil
| | - Tatiana Barichello
- Louis A. Faillace, MD, Department of Psychiatry and Behavioral Sciences, McGovern Medical School, The University of Texas Health Science Center at Houston (UTHealth), Houston, TX, USA.
- Graduate Program in Health Sciences, University of Southern Santa Catarina (UNESC), Criciúma, SC, Brazil.
| |
Collapse
|
2
|
Quispialaya KM, Therriault J, Aliaga A, Tissot C, Servaes S, Rahmouni N, Karikari TK, Benedet AL, Ashton NJ, Macedo AC, Lussier FZ, Stevenson J, Wang Y, Arias JF, Hosseini A, Matsudaira T, Jean‐Claude B, Gilfix BM, Zimmer ER, Soucy J, Pascoal TA, Gauthier S, Zetterberg H, Blennow K, Rosa‐Neto P. Plasma phosphorylated tau181 outperforms [ 18F] fluorodeoxyglucose positron emission tomography in the identification of early Alzheimer disease. Eur J Neurol 2024; 31:e16255. [PMID: 39447157 PMCID: PMC11555153 DOI: 10.1111/ene.16255] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2023] [Revised: 02/02/2024] [Accepted: 02/06/2024] [Indexed: 10/26/2024]
Abstract
BACKGROUND AND PURPOSE This study was undertaken to compare the performance of plasma p-tau181 with that of [18F]fluorodeoxyglucose (FDG) positron emission tomography (PET) in the identification of early biological Alzheimer disease (AD). METHODS We included 533 cognitively impaired participants from the Alzheimer's Disease Neuroimaging Initiative. Participants underwent PET scans, biofluid collection, and cognitive tests. Receiver operating characteristic analyses were used to determine the diagnostic accuracy of plasma p-tau181 and [18F]FDG-PET using clinical diagnosis and core AD biomarkers ([18F]florbetapir-PET and cerebrospinal fluid [CSF] p-tau181) as reference standards. Differences in the diagnostic accuracy between plasma p-tau181 and [18F]FDG-PET were determined by bootstrap-based tests. Correlations of [18F]FDG-PET and plasma p-tau181 with CSF p-tau181, amyloid β (Aβ) PET, and cognitive performance were evaluated to compare associations between measurements. RESULTS We observed that both plasma p-tau181 and [18F]FDG-PET identified individuals with positive AD biomarkers in CSF or on Aβ-PET. In the MCI group, plasma p-tau181 outperformed [18F]FDG-PET in identifying AD measured by CSF (p = 0.0007) and by Aβ-PET (p = 0.001). We also observed that both plasma p-tau181 and [18F]FDG-PET metabolism were associated with core AD biomarkers. However, [18F]FDG-PET uptake was more closely associated with cognitive outcomes (Montreal Cognitive Assessment, Mini-Mental State Examination, Clinical Dementia Rating Sum of Boxes, and logical memory delayed recall, p < 0.001) than plasma p-tau181. CONCLUSIONS Overall, although both plasma p-tau181 and [18F]FDG-PET were associated with core AD biomarkers, plasma p-tau181 outperformed [18F]FDG-PET in identifying individuals with early AD pathophysiology. Taken together, our study suggests that plasma p-tau181 may aid in detecting individuals with underlying early AD.
Collapse
|
3
|
Bamford AR, Adams JN, Kim S, McMillan LC, Malhas R, Mapstone M, Hitt BD, Yassa MA, Thomas EA. The amyloid beta 42/38 ratio as a plasma biomarker of early memory deficits in cognitively unimpaired older adults. Neurobiol Aging 2024; 144:12-18. [PMID: 39241563 DOI: 10.1016/j.neurobiolaging.2024.08.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2024] [Revised: 08/13/2024] [Accepted: 08/28/2024] [Indexed: 09/09/2024]
Abstract
The amyloid beta (Aβ) 42/40 ratio has been widely studied as a biomarker in Alzheimer's disease (AD); however, other Aβ peptides could also represent relevant biomarkers. We measured levels of Aβ38/40/42 in plasma samples from cognitively-unimpaired older adults and determined the relationships between Aβ levels and amyloid positron-emission-tomography (PET) and performance on a learning and memory task. We found that all Aβ peptides individually and the Aβ42/40 ratio, but not the Aβ42/38 ratio, were significantly correlated with brain amyloid (Aβ-PET). Multiple linear modeling, adjusting for age, sex, education, APOE4 and Aβ-PET showed significant associations between the Aβ42/38 ratio and memory. Further, associations between the Aβ42/38 ratio and learning scores were stronger in males and in Aβ-PET-negative individuals. In contrast, no significant associations were detected between the Aβ42/40 ratio and any learning measure. These studies implicate the Aβ42/38 ratio as a biomarker to assess early memory deficits and underscore the utility of the Aβ38 fragment as an important biomarker in the AD field.
Collapse
Affiliation(s)
- Alison R Bamford
- Department of Neurobiology and Behavior, University of California Irvine, Irvine, CA, USA; Institute for Interdisciplinary Salivary Bioscience Research, University of California Irvine, Irvine, CA, USA
| | - Jenna N Adams
- Department of Neurobiology and Behavior, University of California Irvine, Irvine, CA, USA; Center for the Neurobiology of Learning and Memory, University of California, Irvine, Irvine, CA, USA
| | - Soyun Kim
- Department of Neurobiology and Behavior, University of California Irvine, Irvine, CA, USA; Center for the Neurobiology of Learning and Memory, University of California, Irvine, Irvine, CA, USA
| | - Liv C McMillan
- Department of Neurobiology and Behavior, University of California Irvine, Irvine, CA, USA
| | - Rond Malhas
- Department of Neurology, School of Medicine, University of California Irvine, Irvine, CA, USA
| | - Mark Mapstone
- Department of Neurology, School of Medicine, University of California Irvine, Irvine, CA, USA
| | - Brian D Hitt
- Department of Neurology, School of Medicine, University of California Irvine, Irvine, CA, USA
| | - Michael A Yassa
- Department of Neurobiology and Behavior, University of California Irvine, Irvine, CA, USA; Center for the Neurobiology of Learning and Memory, University of California, Irvine, Irvine, CA, USA
| | - Elizabeth A Thomas
- Department of Neurobiology and Behavior, University of California Irvine, Irvine, CA, USA; Institute for Interdisciplinary Salivary Bioscience Research, University of California Irvine, Irvine, CA, USA.
| |
Collapse
|
4
|
Macedo AC, Therriault J, Tissot C, Aumont É, Servaes S, Rahmouni N, Fernandez-Arias J, Lussier FZ, Wang YT, Ng KP, Vermeiren M, Bezgin G, Socualaya KQ, Stevenson J, Hosseini SA, Chamoun M, Ferrari-Souza JP, Ferreira PCL, Bellaver B, Leffa DT, Vitali P, Zimmer ER, Ismail Z, Pascoal TA, Gauthier S, Rosa-Neto P. Modeling the progression of neuropsychiatric symptoms in Alzheimer's disease with PET-based Braak staging. Neurobiol Aging 2024; 144:127-137. [PMID: 39326302 DOI: 10.1016/j.neurobiolaging.2024.09.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Revised: 08/15/2024] [Accepted: 09/14/2024] [Indexed: 09/28/2024]
Abstract
In Alzheimer's disease (AD), neuropsychiatric symptoms (NPS) correlate with tau deposition in the brain. Here, we investigated the association of PET-based Braak stages with NPS and assessed whether they predict annual changes in NPS. We evaluated 231 individuals in the aging and AD continuum. Participants were assigned a Braak stage at baseline and followed for 1.97 (s.d. 0.62) years. NPS were investigated using the Mild Behavioral Impairment Checklist (MBI-C) and the Neuropsychiatric Inventory Questionnaire severity (NPI-Q-S) and distress (NPI-Q-D) scales. Multiple linear regressions (MLR) assessed the association of Braak stages with baseline NPS and the annual change in NPS scores. At baseline, stages I-II, III-IV, and V-VI were associated with higher MBI-C, NPI-Q-S, and NPI-Q-D scores. Stages V-VI were associated with a significant annual increase in MBI-C scores. These findings suggest that tau accumulation may manifest clinically with an increase in NPS, which seems to be an early event in AD pathophysiology. Moreover, PET-based Braak staging appears to be a good predictor of NPS severity progression.
Collapse
Affiliation(s)
- Arthur C Macedo
- Translational Neuroimaging Laboratory, The McGill University Research Centre for Studies in Aging, Douglas Mental Health Institute, Montréal, 6875 LaSalle Blvd, Montréal, QC H4H 1R3, Canada; Department of Neurology and Neurosurgery, McGill University, 1033 Pine Avenue West, Montréal, QC H3A 1A1, Canada; Montreal Neurological Institute, 3801 University Street, Montréal, QC H3A 2B4, Canada
| | - Joseph Therriault
- Translational Neuroimaging Laboratory, The McGill University Research Centre for Studies in Aging, Douglas Mental Health Institute, Montréal, 6875 LaSalle Blvd, Montréal, QC H4H 1R3, Canada; Department of Neurology and Neurosurgery, McGill University, 1033 Pine Avenue West, Montréal, QC H3A 1A1, Canada; Montreal Neurological Institute, 3801 University Street, Montréal, QC H3A 2B4, Canada
| | - Cécile Tissot
- Translational Neuroimaging Laboratory, The McGill University Research Centre for Studies in Aging, Douglas Mental Health Institute, Montréal, 6875 LaSalle Blvd, Montréal, QC H4H 1R3, Canada; Department of Neurology and Neurosurgery, McGill University, 1033 Pine Avenue West, Montréal, QC H3A 1A1, Canada; Montreal Neurological Institute, 3801 University Street, Montréal, QC H3A 2B4, Canada; Lawrence Berkeley National Laboratory, 1 Cyclotron Rd, Berkeley, CA 94720, USA
| | - Étienne Aumont
- Translational Neuroimaging Laboratory, The McGill University Research Centre for Studies in Aging, Douglas Mental Health Institute, Montréal, 6875 LaSalle Blvd, Montréal, QC H4H 1R3, Canada; Department of Psychology, University of Québec at Montréal, 100 Rue Sherbrooke O, Montréal, QC H2X 3P2, Canada
| | - Stijn Servaes
- Translational Neuroimaging Laboratory, The McGill University Research Centre for Studies in Aging, Douglas Mental Health Institute, Montréal, 6875 LaSalle Blvd, Montréal, QC H4H 1R3, Canada; Department of Neurology and Neurosurgery, McGill University, 1033 Pine Avenue West, Montréal, QC H3A 1A1, Canada; Montreal Neurological Institute, 3801 University Street, Montréal, QC H3A 2B4, Canada
| | - Nesrine Rahmouni
- Translational Neuroimaging Laboratory, The McGill University Research Centre for Studies in Aging, Douglas Mental Health Institute, Montréal, 6875 LaSalle Blvd, Montréal, QC H4H 1R3, Canada; Department of Neurology and Neurosurgery, McGill University, 1033 Pine Avenue West, Montréal, QC H3A 1A1, Canada; Montreal Neurological Institute, 3801 University Street, Montréal, QC H3A 2B4, Canada
| | - Jaime Fernandez-Arias
- Translational Neuroimaging Laboratory, The McGill University Research Centre for Studies in Aging, Douglas Mental Health Institute, Montréal, 6875 LaSalle Blvd, Montréal, QC H4H 1R3, Canada; Department of Neurology and Neurosurgery, McGill University, 1033 Pine Avenue West, Montréal, QC H3A 1A1, Canada; Montreal Neurological Institute, 3801 University Street, Montréal, QC H3A 2B4, Canada
| | - Firoza Z Lussier
- Translational Neuroimaging Laboratory, The McGill University Research Centre for Studies in Aging, Douglas Mental Health Institute, Montréal, 6875 LaSalle Blvd, Montréal, QC H4H 1R3, Canada; Department of Psychiatry, University of Pittsburgh, 3501 Forbes Avenue, Pittsburgh, PA 15213, USA
| | - Yi-Ting Wang
- Translational Neuroimaging Laboratory, The McGill University Research Centre for Studies in Aging, Douglas Mental Health Institute, Montréal, 6875 LaSalle Blvd, Montréal, QC H4H 1R3, Canada; Department of Neurology and Neurosurgery, McGill University, 1033 Pine Avenue West, Montréal, QC H3A 1A1, Canada; Montreal Neurological Institute, 3801 University Street, Montréal, QC H3A 2B4, Canada
| | - Kok Pin Ng
- Department of Neurology, National Neuroscience Institute, 11 Jln Tan Tock Seng, Singapore 308433, Singapore
| | - Marie Vermeiren
- Translational Neuroimaging Laboratory, The McGill University Research Centre for Studies in Aging, Douglas Mental Health Institute, Montréal, 6875 LaSalle Blvd, Montréal, QC H4H 1R3, Canada
| | - Gleb Bezgin
- Translational Neuroimaging Laboratory, The McGill University Research Centre for Studies in Aging, Douglas Mental Health Institute, Montréal, 6875 LaSalle Blvd, Montréal, QC H4H 1R3, Canada; Department of Neurology and Neurosurgery, McGill University, 1033 Pine Avenue West, Montréal, QC H3A 1A1, Canada; Montreal Neurological Institute, 3801 University Street, Montréal, QC H3A 2B4, Canada
| | - Kely Quispialaya Socualaya
- Translational Neuroimaging Laboratory, The McGill University Research Centre for Studies in Aging, Douglas Mental Health Institute, Montréal, 6875 LaSalle Blvd, Montréal, QC H4H 1R3, Canada; Department of Neurology and Neurosurgery, McGill University, 1033 Pine Avenue West, Montréal, QC H3A 1A1, Canada; Montreal Neurological Institute, 3801 University Street, Montréal, QC H3A 2B4, Canada
| | - Jenna Stevenson
- Translational Neuroimaging Laboratory, The McGill University Research Centre for Studies in Aging, Douglas Mental Health Institute, Montréal, 6875 LaSalle Blvd, Montréal, QC H4H 1R3, Canada; Department of Neurology and Neurosurgery, McGill University, 1033 Pine Avenue West, Montréal, QC H3A 1A1, Canada; Montreal Neurological Institute, 3801 University Street, Montréal, QC H3A 2B4, Canada
| | - Seyyed Ali Hosseini
- Translational Neuroimaging Laboratory, The McGill University Research Centre for Studies in Aging, Douglas Mental Health Institute, Montréal, 6875 LaSalle Blvd, Montréal, QC H4H 1R3, Canada; Department of Neurology and Neurosurgery, McGill University, 1033 Pine Avenue West, Montréal, QC H3A 1A1, Canada; Montreal Neurological Institute, 3801 University Street, Montréal, QC H3A 2B4, Canada
| | - Mira Chamoun
- Translational Neuroimaging Laboratory, The McGill University Research Centre for Studies in Aging, Douglas Mental Health Institute, Montréal, 6875 LaSalle Blvd, Montréal, QC H4H 1R3, Canada; Department of Neurology and Neurosurgery, McGill University, 1033 Pine Avenue West, Montréal, QC H3A 1A1, Canada; Montreal Neurological Institute, 3801 University Street, Montréal, QC H3A 2B4, Canada
| | - João Pedro Ferrari-Souza
- Department of Psychiatry, University of Pittsburgh, 3501 Forbes Avenue, Pittsburgh, PA 15213, USA
| | - Pâmela C L Ferreira
- Department of Psychiatry, University of Pittsburgh, 3501 Forbes Avenue, Pittsburgh, PA 15213, USA
| | - Bruna Bellaver
- Department of Psychiatry, University of Pittsburgh, 3501 Forbes Avenue, Pittsburgh, PA 15213, USA
| | - Douglas Teixeira Leffa
- Department of Psychiatry, University of Pittsburgh, 3501 Forbes Avenue, Pittsburgh, PA 15213, USA
| | - Paolo Vitali
- Translational Neuroimaging Laboratory, The McGill University Research Centre for Studies in Aging, Douglas Mental Health Institute, Montréal, 6875 LaSalle Blvd, Montréal, QC H4H 1R3, Canada; Department of Neurology and Neurosurgery, McGill University, 1033 Pine Avenue West, Montréal, QC H3A 1A1, Canada; Montreal Neurological Institute, 3801 University Street, Montréal, QC H3A 2B4, Canada
| | - Eduardo R Zimmer
- Department of Pharmacology, Graduate Program in Biological Sciences: Pharmacology and Therapeutics; and Biochemistry, Universidade Federal do Rio Grande do Sul, 2600 Ramiro Barcelo St, Porto Alegre, RS 90.035-003, Brazil; Brain Institute of Rio Grande do Sul, PUCRS, Av. Ipiranga, 6690, Porto Alegre, RS 90610-000, Brazil
| | - Zahinoor Ismail
- Departments of Psychiatry, Clinical Neurosciences, Community Health Sciences, and Pathology, Hotchkiss Brain Institute and O'Brien Institute of Public Health, University of Calgary, Calgary, AB, Canada; National Institute for Health and Care Research Exeter Biomedical Research Centre, University of Exeter, Exeter, UK
| | - Tharick A Pascoal
- Department of Psychiatry, University of Pittsburgh, 3501 Forbes Avenue, Pittsburgh, PA 15213, USA; Department of Neurology, University of Pittsburgh, 3501 Forbes Avenue, Pittsburgh, PA 15213, USA
| | - Serge Gauthier
- Translational Neuroimaging Laboratory, The McGill University Research Centre for Studies in Aging, Douglas Mental Health Institute, Montréal, 6875 LaSalle Blvd, Montréal, QC H4H 1R3, Canada; Department of Neurology and Neurosurgery, McGill University, 1033 Pine Avenue West, Montréal, QC H3A 1A1, Canada
| | - Pedro Rosa-Neto
- Translational Neuroimaging Laboratory, The McGill University Research Centre for Studies in Aging, Douglas Mental Health Institute, Montréal, 6875 LaSalle Blvd, Montréal, QC H4H 1R3, Canada; Department of Neurology and Neurosurgery, McGill University, 1033 Pine Avenue West, Montréal, QC H3A 1A1, Canada; Montreal Neurological Institute, 3801 University Street, Montréal, QC H3A 2B4, Canada.
| |
Collapse
|
5
|
Iwata N, Tsubuki S, Sekiguchi M, Watanabe-Iwata K, Matsuba Y, Kamano N, Fujioka R, Takamura R, Watamura N, Kakiya N, Mihira N, Morito T, Shirotani K, Mann DM, Robinson AC, Hashimoto S, Sasaguri H, Saito T, Higuchi M, Saido TC. Metabolic resistance of Aβ3pE-42, a target epitope of the anti-Alzheimer therapeutic antibody, donanemab. Life Sci Alliance 2024; 7:e202402650. [PMID: 39348937 PMCID: PMC11443169 DOI: 10.26508/lsa.202402650] [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: 02/08/2024] [Revised: 09/06/2024] [Accepted: 09/06/2024] [Indexed: 10/02/2024] Open
Abstract
The amyloid β peptide (Aβ), starting with pyroglutamate (pE) at position 3 and ending at position 42 (Aβ3pE-42), predominantly accumulates in the brains of Alzheimer's disease. Consistently, donanemab, a therapeutic antibody raised against Aβ3pE-42, has been shown to be effective in recent clinical trials. Although the primary Aβ produced physiologically is Aβ1-40/42, an explanation for how and why this physiological Aβ is converted to the pathological form remains elusive. Here, we present experimental evidence that accounts for the aging-associated Aβ3pE-42 deposition: Aβ3pE-42 was metabolically more stable than other Aβx-42 variants; deficiency of neprilysin, the major Aβ-degrading enzyme, induced a relatively selective deposition of Aβ3pE-42 in both APP transgenic and App knock-in mouse brains; Aβ3pE-42 deposition always colocalized with Pittsburgh compound B-positive cored plaques in APP transgenic mouse brains; and under aberrant conditions, such as a significant reduction in neprilysin activity, aminopeptidases, dipeptidyl peptidases, and glutaminyl-peptide cyclotransferase-like were up-regulated in the progression of aging, and a proportion of Aβ1-42 may be processed to Aβ3pE-42. Our findings suggest that anti-Aβ therapies are more effective if given before Aβ3pE-42 deposition.
Collapse
Affiliation(s)
- Nobuhisa Iwata
- https://ror.org/058h74p94 Department of Genome-Based Drug Discovery and Leading Medical Research Core Unit, Graduate School of Biomedical Sciences, Nagasaki University, Nagasaki, Japan
- https://ror.org/04j1n1c04 Laboratory for Proteolytic Neuroscience, RIKEN Center for Brain Science, Saitama, Japan
| | - Satoshi Tsubuki
- https://ror.org/04j1n1c04 Laboratory for Proteolytic Neuroscience, RIKEN Center for Brain Science, Saitama, Japan
| | - Misaki Sekiguchi
- https://ror.org/04j1n1c04 Laboratory for Proteolytic Neuroscience, RIKEN Center for Brain Science, Saitama, Japan
| | - Kaori Watanabe-Iwata
- https://ror.org/058h74p94 Department of Genome-Based Drug Discovery and Leading Medical Research Core Unit, Graduate School of Biomedical Sciences, Nagasaki University, Nagasaki, Japan
| | - Yukio Matsuba
- https://ror.org/04j1n1c04 Laboratory for Proteolytic Neuroscience, RIKEN Center for Brain Science, Saitama, Japan
| | - Naoko Kamano
- https://ror.org/04j1n1c04 Laboratory for Proteolytic Neuroscience, RIKEN Center for Brain Science, Saitama, Japan
| | - Ryo Fujioka
- https://ror.org/04j1n1c04 Laboratory for Proteolytic Neuroscience, RIKEN Center for Brain Science, Saitama, Japan
| | - Risa Takamura
- https://ror.org/04j1n1c04 Laboratory for Proteolytic Neuroscience, RIKEN Center for Brain Science, Saitama, Japan
| | - Naoto Watamura
- https://ror.org/04j1n1c04 Laboratory for Proteolytic Neuroscience, RIKEN Center for Brain Science, Saitama, Japan
| | - Naomasa Kakiya
- https://ror.org/04j1n1c04 Laboratory for Proteolytic Neuroscience, RIKEN Center for Brain Science, Saitama, Japan
| | - Naomi Mihira
- https://ror.org/04j1n1c04 Laboratory for Proteolytic Neuroscience, RIKEN Center for Brain Science, Saitama, Japan
| | - Takahiro Morito
- https://ror.org/04j1n1c04 Laboratory for Proteolytic Neuroscience, RIKEN Center for Brain Science, Saitama, Japan
| | - Keiro Shirotani
- https://ror.org/058h74p94 Department of Genome-Based Drug Discovery and Leading Medical Research Core Unit, Graduate School of Biomedical Sciences, Nagasaki University, Nagasaki, Japan
| | - David Ma Mann
- https://ror.org/027m9bs27 Division of Neuroscience, Faculty of Biology, Medicine and Health, School of Biological Sciences, Faculty of Biology, Medicine and Health, School of Biological Sciences, The University of Manchester, Salford Royal Hospital, Salford, UK
| | - Andrew C Robinson
- https://ror.org/027m9bs27 Division of Neuroscience, Faculty of Biology, Medicine and Health, School of Biological Sciences, Faculty of Biology, Medicine and Health, School of Biological Sciences, The University of Manchester, Salford Royal Hospital, Salford, UK
| | - Shoko Hashimoto
- https://ror.org/04j1n1c04 Laboratory for Proteolytic Neuroscience, RIKEN Center for Brain Science, Saitama, Japan
| | - Hiroki Sasaguri
- https://ror.org/04j1n1c04 Laboratory for Proteolytic Neuroscience, RIKEN Center for Brain Science, Saitama, Japan
| | - Takashi Saito
- Department of Neurocognitive Science, Institute of Brain Science, Nagoya City University Graduate School of Medical Sciences, Nagoya, Japan
- Department of Neuroscience and Pathobiology, Research Institute of Environmental Medicine, Nagoya University, Nagoya, Japan
| | - Makoto Higuchi
- Department of Functional Brain Imaging, National Institutes for Quantum Science and Technology, Chiba, Japan
| | - Takaomi C Saido
- https://ror.org/04j1n1c04 Laboratory for Proteolytic Neuroscience, RIKEN Center for Brain Science, Saitama, Japan
| |
Collapse
|
6
|
Simrén J, Ashton NJ, Suárez-Calvet M, Zetterberg H. Alzheimer's disease-Biomarkers, clinical evaluation or both? J Neuropsychol 2024. [PMID: 39543822 DOI: 10.1111/jnp.12401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2024] [Revised: 11/01/2024] [Accepted: 11/05/2024] [Indexed: 11/17/2024]
Affiliation(s)
- Joel Simrén
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Gothenburg, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
| | - Nicholas J Ashton
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Gothenburg, Sweden
- Banner Alzheimer's Institute, Phoenix, Arizona, USA
- Banner Sun Health Research Institute, Sun City, Arizona, USA
| | - Marc Suárez-Calvet
- Barcelonaβeta Brain Research Center (BBRC), Pasqual Maragall Foundation, Barcelona, Spain
- Hospital del Mar Research Institute, Barcelona, Spain
- Servei de Neurologia, Hospital del Mar, Barcelona, Spain
| | - Henrik Zetterberg
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Gothenburg, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
- Department of Neurodegenerative Disease, Institute of Neurology, UCL, London, UK
- UK Dementia Research Institute, UCL, London, UK
- Hong Kong Center for Neurodegenerative Diseases, Clear Water Bay, Hong Kong, China
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| |
Collapse
|
7
|
Herrmann MJ, Wuttke A, Breuninger L, Eff J, Ettlinger S, Fischer M, Götzelmann A, Gram A, Pomper LD, Schneider E, Schwitalla L, Siminski N, Spielmann F, Weinmann E, Weyel V, Zeller JBM, Lauer M, Deckert J, Polak T. Functional near-infrared spectroscopy and vagus somatosensory evoked potentials add to the power of established parameters such as poor cognitive performance, dsyosmia and APOe genotype to predict cognitive decline over 8 years in the elderly. J Neural Transm (Vienna) 2024:10.1007/s00702-024-02859-y. [PMID: 39535568 DOI: 10.1007/s00702-024-02859-y] [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: 05/03/2024] [Accepted: 10/28/2024] [Indexed: 11/16/2024]
Abstract
Alzheimer's dementia is the main cause of cognitive impairment in people over the age of 65, with Alzheimer's disease starting presumably 10-15 years before the onset of clinical symptoms. It is therefore important to recognize dementia at an early stage and identify possible predictors. The existing methods, like different parameters of ß-Amyloid and Tau quantification in cerebrospinal fluid (CSF) or the living brain by measure of PET, are invasive and expensive. Therefore, the present study investigates the predictive value of a battery of clinical, neuropsychological, and blood parameters as well as two neurophysiological methods (functional near-infrared spectroscopy [fNIRS] and vagus somatosensory evoked potentials [VSEP]) which are easy to perform, less invasive and cost-efficient, for developing cognitive impairments in the elderly.In this longitudinal, prospective study, we enrolled 604 healthy participants between 70 and 77 years of age. The participants were invited back after a mean time interval of 3 years and 11 months, and after 7 years and 8 months, and their cognitive impairments were determined.Here we show that the development of cognitive impairments after approximately 8 years can be predicted not only by previously known risk factors such as ApoE4 risk alleles, dysosmia, or poor cognitive performance at baseline but that latency prolongation in the VSEP and altered functional activation patterns measured by NIRS at baseline also provide additional predictive value.We therefore suggest that both neurophysiological parameters, VSEP and NIRS, should be included in future studies, investigating the prediction of dementia. Dementia ClinicalTrials.gov Identifier: NCT02224326.
Collapse
Affiliation(s)
- Martin J Herrmann
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany.
| | - Alexandra Wuttke
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany
| | - Linda Breuninger
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany
| | - Judith Eff
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany
| | - Sophia Ettlinger
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany
| | - Matthias Fischer
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany
- SigmaCenter, Weihermatten 1, D-79713, Bad Säckingen, Germany
| | - Andrea Götzelmann
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany
| | - Annika Gram
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany
| | - Laura D Pomper
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany
- Counselling Service, Johann Wolfgang Goethe University, Bockenheimer Landstraße 1334, D-60325, Frankfurt, Germany
| | - Evelyn Schneider
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany
| | - Lisa Schwitalla
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany
| | - Niklas Siminski
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany
| | - Fabian Spielmann
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany
| | - Erik Weinmann
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany
| | - Viona Weyel
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany
| | - Julia B M Zeller
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany
| | - Martin Lauer
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany
| | - Jürgen Deckert
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany
| | - Thomas Polak
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Margarete-Höppel-Platz 1, D-97080, Würzburg, Germany
| |
Collapse
|
8
|
Aisen P, Bateman RJ, Crowther D, Cummings J, Dwyer J, Iwatsubo T, Kosco-Vilbois M, McDade E, Mohs R, Scheltens P, Sperling R, Selkoe D. The case for regulatory approval of amyloid-lowering immunotherapies in Alzheimer's disease based on clearcut biomarker evidence. Alzheimers Dement 2024. [PMID: 39535341 DOI: 10.1002/alz.14342] [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: 06/18/2024] [Revised: 09/23/2024] [Accepted: 09/27/2024] [Indexed: 11/16/2024]
Abstract
Decades of research have provided evidence that Alzheimer's disease (AD) is caused in part by cerebral accumulation of amyloid beta-protein (Aβ). In 2023, the US Food and Drug Administration gave full regulatory approval to a disease-modifying Aβ antibody for early AD. Secondary prevention trials with Aβ antibodies are underway. We summarize peer-reviewed evidence for targeting Aβ and argue that regulators should consider approving new agents working by similar mechanisms (Aβ antibodies and vaccines) based on robust amyloid lowering and reasonable safety. The urgent need to provide treatments to millions of mildly symptomatic patients suggests that AD should join other diseases for which standard approval is based on significant changes in mechanistically meaningful biomarkers coupled with safety. Robust amyloid lowering in secondary prevention trials of people who have amyloid plaques but are asymptomatic could also provide evidence of a change in the pathophysiological progression of AD as a basis for regulatory approval. HIGHLIGHTS: Thirteen key findings support amyloid beta as a cause of Alzheimer's disease (AD). Three immunotherapies lower amyloid and slow decline, allowing regulatory approval. New such agents could be considered for approval due to amyloid lowering and safety. Urgency suggests AD may join diseases with approval due to a key biomarker + safety.
Collapse
Affiliation(s)
- Paul Aisen
- USC Alzheimer's Therapeutic Research Institute, San Diego, California, USA
| | - Randall J Bateman
- Department of Neurology, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Damian Crowther
- TRIMTECH Therapeutics Ltd and Medical and More Ltd, Boston, Massachusetts, USA
| | - Jeff Cummings
- School of Integrated Health Sciences, University of Nevada Las Vegas, Las Vegas, Nevada, USA
| | - John Dwyer
- Global Alzheimer's Platform Foundation Washington, Washington, District of Columbia, USA
| | | | | | - Eric McDade
- Department of Neurology, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Richard Mohs
- Global Alzheimer's Platform Foundation Washington, Washington, District of Columbia, USA
| | - Philip Scheltens
- Medical Center and EQT Life Sciences, Amsterdam University, Amsterdam, The Netherlands
| | - Reisa Sperling
- Dpartment of Neurology, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Dennis Selkoe
- Dpartment of Neurology, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| |
Collapse
|
9
|
Maure-Blesa L, Rodríguez-Baz I, Carmona-Iragui M, Fortea J. What Can We Learn About Alzheimer's Disease from People with Down Syndrome? Curr Top Behav Neurosci 2024. [PMID: 39509049 DOI: 10.1007/7854_2024_546] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2024]
Abstract
Down syndrome (DS) is the most frequent cause of intellectual disability of genetic origin, estimated to affect about 1 in 700 babies born worldwide (CDC 2023). In Europe and the United States, current estimates indicate a population prevalence of 5.6 and 6.7 per 10,000 individuals, respectively, which translates to more than 200,000 people in the United States, more than 400,000 people in Europe, and approximately six million worldwide. Advances in healthcare and the treatment of accompanying conditions have significantly prolonged the lifespan of those with DS over the past 50 years. Consequently, there is a pressing need to address the challenges associated with ageing among this population, with Alzheimer's disease (AD) being the primary concern. In this chapter, we will review the significance of studying this population to understand AD biology, the insights gained on AD in DS (DSAD), and how this knowledge can help us understand the AD not only in DS but also in the general population. We will conclude by exploring the objectives that remain to be accomplished.
Collapse
Affiliation(s)
- Lucia Maure-Blesa
- Sant Pau Memory Unit, Department of Neurology, Facultad de Medicina, Hospital de la Santa Creu i Sant Pau, Institut d'Investigació Biomèdica Sant Pau (IIB SANT PAU), Universitat Autònoma de Barcelona, Barcelona, Spain
- Center of Biomedical Investigation Network for Neurodegenerative Diseases (CIBERNED), Madrid, Spain
- Barcelona Down Medical Center, Fundació Catalana de Síndrome de Down, Barcelona, Spain
| | - Iñigo Rodríguez-Baz
- Sant Pau Memory Unit, Department of Neurology, Facultad de Medicina, Hospital de la Santa Creu i Sant Pau, Institut d'Investigació Biomèdica Sant Pau (IIB SANT PAU), Universitat Autònoma de Barcelona, Barcelona, Spain
- Center of Biomedical Investigation Network for Neurodegenerative Diseases (CIBERNED), Madrid, Spain
- Barcelona Down Medical Center, Fundació Catalana de Síndrome de Down, Barcelona, Spain
| | - Maria Carmona-Iragui
- Sant Pau Memory Unit, Department of Neurology, Facultad de Medicina, Hospital de la Santa Creu i Sant Pau, Institut d'Investigació Biomèdica Sant Pau (IIB SANT PAU), Universitat Autònoma de Barcelona, Barcelona, Spain
- Center of Biomedical Investigation Network for Neurodegenerative Diseases (CIBERNED), Madrid, Spain
- Barcelona Down Medical Center, Fundació Catalana de Síndrome de Down, Barcelona, Spain
| | - Juan Fortea
- Sant Pau Memory Unit, Department of Neurology, Facultad de Medicina, Hospital de la Santa Creu i Sant Pau, Institut d'Investigació Biomèdica Sant Pau (IIB SANT PAU), Universitat Autònoma de Barcelona, Barcelona, Spain.
- Center of Biomedical Investigation Network for Neurodegenerative Diseases (CIBERNED), Madrid, Spain.
- Barcelona Down Medical Center, Fundació Catalana de Síndrome de Down, Barcelona, Spain.
| |
Collapse
|
10
|
Sewell KR, Doecke JD, Xiong C, Benzinger T, Masters CL, Laske C, Jucker M, Lopera F, Gordon BA, Llibre-Guerra J, Levin J, Huey ED, Hassenstab J, Schofield PR, Day GS, Fox NC, Chhatwal J, Ibanez L, Roh JH, Perrin R, Lee JH, Allegri RF, Supnet-Bell C, Berman SB, Daniels A, Noble J, Martins RN, Rainey-Smith S, Peiffer J, Gardener SL, Bateman RJ, Morris JC, McDade E, Erickson KI, Sohrabi HR, Brown BM. Longitudinal associations between exercise and biomarkers in autosomal dominant Alzheimer's disease. Alzheimers Dement 2024; 20:7923-7939. [PMID: 39324510 DOI: 10.1002/alz.14270] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2024] [Revised: 08/08/2024] [Accepted: 08/27/2024] [Indexed: 09/27/2024]
Abstract
INTRODUCTION We investigated longitudinal associations between self-reported exercise and Alzheimer's disease (AD)-related biomarkers in individuals with autosomal dominant AD (ADAD) mutations. METHODS Participants were 308 ADAD mutation carriers aged 39.7 ± 10.8 years from the Dominantly Inherited Alzheimer's Network. Weekly exercise volume was measured via questionnaire and associations with brain volume (magnetic resonance imaging), cerebrospinal fluid biomarkers, and brain amyloid beta (Aβ) measured by positron emission tomography were investigated. RESULTS Greater volume of weekly exercise at baseline was associated with slower accumulation of brain Aβ at preclinical disease stages β = -0.16 [-0.23 to -0.08], and a slower decline in multiple brain regions including hippocampal volume β = 0.06 [0.03 to 0.08]. DISCUSSION Exercise is associated with more favorable profiles of AD-related biomarkers in individuals with ADAD mutations. Exercise may have therapeutic potential for delaying the onset of AD; however, randomized controlled trials are vital to determine a causal relationship before a clinical recommendation of exercise is implemented. HIGHLIGHTS Greater self-reported weekly exercise predicts slower declines in brain volume in autosomal dominant Alzheimer's disease (ADAD). Greater self-reported weekly exercise predicts slower accumulation of brain amyloid beta in ADAD. Associations varied depending on closeness to estimated symptom onset.
Collapse
Affiliation(s)
- Kelsey R Sewell
- Centre for Healthy Ageing, Health Futures Institute, Murdoch University, Murdoch, Western Australia, Australia
| | - James D Doecke
- Australian E-Health Research Centre, CSIRO, Herston, Queensland, Australia
| | - Chengjie Xiong
- Washington University in St. Louis, St. Louis, Missouri, USA
| | | | - Colin L Masters
- The Florey Institute, The University of Melbourne, Parkville, Victoria, Australia
| | - Christoph Laske
- German Center for Neurodegenerative Diseases, Tubingen, Germany
- Hertie Institute for Clinical Brain Research, University of Tübingen, Tübingen, Germany
| | - Mathias Jucker
- German Center for Neurodegenerative Diseases, Tubingen, Germany
- Hertie Institute for Clinical Brain Research, University of Tübingen, Tübingen, Germany
| | - Francisco Lopera
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellín, Colombia
| | - Brian A Gordon
- Washington University in St. Louis, St. Louis, Missouri, USA
| | | | - Johannes Levin
- Department of Neurology, LMU University Hospital, LMU, Munich, Germany
- German Center for Neurodegenerative Diseases, Site Munich, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Edward D Huey
- Department of Psychiatry and Human Behavior, Warren Alpert Medical School of Brown University, Providence, Rhode Island, USA
| | - Jason Hassenstab
- Department of Psychological & Brain Sciences, Washington University in St. Louis, St. Louis, Missouri, USA
- Department of Neurology, Charles F. and Joanne Knight Alzheimer Disease Research Center, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Peter R Schofield
- Neuroscience Research Australia, Sydney, New South Wales, Australia
- School of Medical Sciences, University of New South Wales, Sydney, New South Wales, Australia
| | - Gregory S Day
- Department of Neurology, Mayo Clinic Florida, Jacksonville, Florida, USA
| | - Nick C Fox
- Dementia Research Centre, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Jasmeer Chhatwal
- Department of Neurology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Laura Ibanez
- Washington University in St. Louis, St. Louis, Missouri, USA
| | - Jee Hoon Roh
- Department of Neurology, Korea University Anam Hospital, Seoul, South Korea
- Department of Physiology, Korea University College of Medicine, Seoul, South Korea
| | - Richard Perrin
- Washington University in St. Louis, St. Louis, Missouri, USA
| | - Jae-Hong Lee
- Department of Neurology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Ricardo F Allegri
- Cognitive Neurology Service of the FLENI Foundation, Foundation for Childhood Neurological Disorders, Cognitive Neurology, Neuropsychology and Neuropsychiatry Section (CONICET-FLENI), Buenos Aires, Argentina
| | | | - Sarah B Berman
- Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Alisha Daniels
- Department of Neurology, Charles F. and Joanne Knight Alzheimer Disease Research Center, Washington University School of Medicine, St. Louis, Missouri, USA
| | - James Noble
- Department of Neurology, Columbia University Irving Medical Center, New York, New York, USA
| | - Ralph N Martins
- Centre for Healthy Ageing, Health Futures Institute, Murdoch University, Murdoch, Western Australia, Australia
- Centre of Excellence for Alzheimer's Disease Research and Care, School of Medical and Health Sciences, Edith Cowan University, Joondalup, Western Australia, Australia
- Alzheimer's Research Australia, Ralph and Patricia Sarich Neuroscience Research Institute, Nedlands, Western Australia, Australia
- Department of Biomedical Sciences, Macquarie University, North Ryde, New South Wales, Australia
| | - Stephanie Rainey-Smith
- Centre for Healthy Ageing, Health Futures Institute, Murdoch University, Murdoch, Western Australia, Australia
- Centre of Excellence for Alzheimer's Disease Research and Care, School of Medical and Health Sciences, Edith Cowan University, Joondalup, Western Australia, Australia
- Alzheimer's Research Australia, Ralph and Patricia Sarich Neuroscience Research Institute, Nedlands, Western Australia, Australia
| | - Jeremiah Peiffer
- Centre for Healthy Ageing, Health Futures Institute, Murdoch University, Murdoch, Western Australia, Australia
| | - Samantha L Gardener
- Centre of Excellence for Alzheimer's Disease Research and Care, School of Medical and Health Sciences, Edith Cowan University, Joondalup, Western Australia, Australia
- Alzheimer's Research Australia, Ralph and Patricia Sarich Neuroscience Research Institute, Nedlands, Western Australia, Australia
| | | | - John C Morris
- Washington University in St. Louis, St. Louis, Missouri, USA
| | - Eric McDade
- Washington University in St. Louis, St. Louis, Missouri, USA
| | - Kirk I Erickson
- AdventHealth Research Institute, Neuroscience, Orlando, Florida, USA
| | - Hamid R Sohrabi
- Centre for Healthy Ageing, Health Futures Institute, Murdoch University, Murdoch, Western Australia, Australia
- Centre of Excellence for Alzheimer's Disease Research and Care, School of Medical and Health Sciences, Edith Cowan University, Joondalup, Western Australia, Australia
- Alzheimer's Research Australia, Ralph and Patricia Sarich Neuroscience Research Institute, Nedlands, Western Australia, Australia
- Department of Biomedical Sciences, Macquarie University, North Ryde, New South Wales, Australia
| | - Belinda M Brown
- Centre for Healthy Ageing, Health Futures Institute, Murdoch University, Murdoch, Western Australia, Australia
- Centre of Excellence for Alzheimer's Disease Research and Care, School of Medical and Health Sciences, Edith Cowan University, Joondalup, Western Australia, Australia
- Alzheimer's Research Australia, Ralph and Patricia Sarich Neuroscience Research Institute, Nedlands, Western Australia, Australia
- Centre for Precision Health, Edith Cowan University, Joondalup, Western Australia, Australia
| |
Collapse
|
11
|
Krüger DM, Pena-Centeno T, Liu S, Park T, Kaurani L, Pradhan R, Huang YN, Risacher SL, Burkhardt S, Schütz AL, Wan Y, Shaw LM, Brodsky AS, DeStefano AL, Lin H, Schroeder R, Krunic A, Hempel N, Sananbenesi F, Blusztajn JK, Saykin AJ, Delalle I, Nho K, Fischer A. The plasma miRNAome in ADNI: Signatures to aid the detection of at-risk individuals. Alzheimers Dement 2024; 20:7479-7494. [PMID: 39291752 DOI: 10.1002/alz.14157] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2024] [Revised: 07/08/2024] [Accepted: 07/09/2024] [Indexed: 09/19/2024]
Abstract
INTRODUCTION MicroRNAs are short non-coding RNAs that control proteostasis at the systems level and are emerging as potential prognostic and diagnostic biomarkers for Alzheimer's disease (AD). METHODS We performed small RNA sequencing on plasma samples from 847 Alzheimer's Disease Neuroimaging Initiative (ADNI) participants. RESULTS We identified microRNA signatures that correlate with AD diagnoses and help predict the conversion from mild cognitive impairment (MCI) to AD. DISCUSSION Our data demonstrate that plasma microRNA signatures can be used to not only diagnose MCI, but also, critically, predict the conversion from MCI to AD. Moreover, combined with neuropsychological testing, plasma microRNAome evaluation helps predict MCI to AD conversion. These findings are of considerable public interest because they provide a path toward reducing indiscriminate utilization of costly and invasive testing by defining the at-risk segment of the aging population. HIGHLIGHTS We provide the first analysis of the plasma microRNAome for the ADNI study. The levels of several microRNAs can be used as biomarkers for the prediction of conversion from MCI to AD. Adding the evaluation of plasma microRNA levels to neuropsychological testing in a clinical setting increases the accuracy of MCI to AD conversion prediction.
Collapse
Affiliation(s)
- Dennis M Krüger
- Department for Epigenetics and Systems Medicine in Neurodegenerative Diseases, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
- Bioinformatics Unit, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
| | - Tonatiuh Pena-Centeno
- Department for Epigenetics and Systems Medicine in Neurodegenerative Diseases, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
- Bioinformatics Unit, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
| | - Shiwei Liu
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Tamina Park
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Lalit Kaurani
- Department for Epigenetics and Systems Medicine in Neurodegenerative Diseases, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
| | - Ranjit Pradhan
- Department for Epigenetics and Systems Medicine in Neurodegenerative Diseases, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
| | - Yen-Ning Huang
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Shannon L Risacher
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Susanne Burkhardt
- Department for Epigenetics and Systems Medicine in Neurodegenerative Diseases, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
| | - Anna-Lena Schütz
- Research Group for Genome Dynamics in Brain Diseases, German Center for Neurodegenerative Diseases, Göttingen, Germany
| | - Yang Wan
- Perelman School of Medicine, Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Leslie M Shaw
- Perelman School of Medicine, Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Alexander S Brodsky
- Department of Pathology and Laboratory Medicine, Rhode Island Hospital, Warren Alpert Medical School at Brown University, Providence, Rhode Island, USA
| | - Anita L DeStefano
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Honghuang Lin
- Department of Medicine, UMass Chan Medical School, Worcester, Massachusetts, USA
| | - Robert Schroeder
- Department for Epigenetics and Systems Medicine in Neurodegenerative Diseases, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
| | - Andre Krunic
- Department of Pathology & Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Nina Hempel
- Department for Epigenetics and Systems Medicine in Neurodegenerative Diseases, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
| | - Farahnaz Sananbenesi
- Research Group for Genome Dynamics in Brain Diseases, German Center for Neurodegenerative Diseases, Göttingen, Germany
| | - Jan Krzysztof Blusztajn
- Department of Pathology & Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Andrew J Saykin
- Department of Radiology and Imaging Sciences and the Indiana Alzheimer's Disease Research Center, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Ivana Delalle
- Department of Pathology & Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Kwangsik Nho
- Department of Radiology and Imaging Sciences and the Indiana Alzheimer's Disease Research Center, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Andre Fischer
- Department for Epigenetics and Systems Medicine in Neurodegenerative Diseases, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
- Department for Psychiatry and Psychotherapy, University Medical Center of Göttingen, Georg-August University, Göttingen, Germany
- Cluster of Excellence "Multiscale Bioimaging: from Molecular Machines to Networks of Excitable Cells" (MBExC), University of Göttingen, Göttingen, Germany
- German Center for Cardiovascular Diseases (DZKH) Göttingen, Göttingen, Germany
| |
Collapse
|
12
|
Antoniades M, Srinivasan D, Wen J, Erus G, Abdulkadir A, Mamourian E, Melhem R, Hwang G, Cui Y, Govindarajan ST, Chen AA, Zhou Z, Yang Z, Chen J, Pomponio R, Sotardi S, An Y, Bilgel M, LaMontagne P, Singh A, Benzinger T, Beason-Held L, Marcus DS, Yaffe K, Launer L, Morris JC, Tosun D, Ferrucci L, Bryan RN, Resnick SM, Habes M, Wolk D, Fan Y, Nasrallah IM, Shou H, Davatzikos C. Relationship between MRI brain-age heterogeneity, cognition, genetics and Alzheimer's disease neuropathology. EBioMedicine 2024; 109:105399. [PMID: 39437659 PMCID: PMC11536027 DOI: 10.1016/j.ebiom.2024.105399] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Revised: 09/24/2024] [Accepted: 09/30/2024] [Indexed: 10/25/2024] Open
Abstract
BACKGROUND Brain ageing is highly heterogeneous, as it is driven by a variety of normal and neuropathological processes. These processes may differentially affect structural and functional brain ageing across individuals, with more pronounced ageing (older brain age) during midlife being indicative of later development of dementia. Here, we examined whether brain-ageing heterogeneity in unimpaired older adults related to neurodegeneration, different cognitive trajectories, genetic and amyloid-beta (Aβ) profiles, and to predicted progression to Alzheimer's disease (AD). METHODS Functional and structural brain age measures were obtained for resting-state functional MRI and structural MRI, respectively, in 3460 cognitively normal individuals across an age range spanning 42-85 years. Participants were categorised into four groups based on the difference between their chronological and predicted age in each modality: advanced age in both (n = 291), resilient in both (n = 260) or advanced in one/resilient in the other (n = 163/153). With the resilient group as the reference, brain-age groups were compared across neuroimaging features of neuropathology (white matter hyperintensity volume, neuronal loss measured with Neurite Orientation Dispersion and Density Imaging, AD-specific atrophy patterns measured with the Spatial Patterns of Abnormality for Recognition of Early Alzheimer's Disease index, amyloid burden using amyloid positron emission tomography (PET), progression to mild cognitive impairment and baseline and longitudinal cognitive measures (trail making task, mini mental state examination, digit symbol substitution task). FINDINGS Individuals with advanced structural and functional brain-ages had more features indicative of neurodegeneration and they had poor cognition. Individuals with a resilient brain-age in both modalities had a genetic variant that has been shown to be associated with age of onset of AD. Mixed brain-age was associated with selective cognitive deficits. INTERPRETATION The advanced group displayed evidence of increased atrophy across all neuroimaging features that was not found in either of the mixed groups. This is in line with biomarkers of preclinical AD and cerebrovascular disease. These findings suggest that the variation in structural and functional brain ageing across individuals reflects the degree of underlying neuropathological processes and may indicate the propensity to develop dementia in later life. FUNDING The National Institute on Aging, the National Institutes of Health, the Swiss National Science Foundation, the Kaiser Foundation Research Institute and the National Heart, Lung, and Blood Institute.
Collapse
Affiliation(s)
- Mathilde Antoniades
- AI(2)D, Center for AI and Data Science for Integrated Diagnostics, and Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA.
| | - Dhivya Srinivasan
- AI(2)D, Center for AI and Data Science for Integrated Diagnostics, and Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA
| | - Junhao Wen
- AI(2)D, Center for AI and Data Science for Integrated Diagnostics, and Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA; Laboratory of AI and Biomedical Science (LABS), University of Southern California, Los Angeles, CA, USA
| | - Guray Erus
- AI(2)D, Center for AI and Data Science for Integrated Diagnostics, and Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA
| | - Ahmed Abdulkadir
- AI(2)D, Center for AI and Data Science for Integrated Diagnostics, and Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA; Department of Clinical Neuroscience, Center for Research in Neuroscience, Lausanne University Hospital, Lausanne, Switzerland
| | - Elizabeth Mamourian
- AI(2)D, Center for AI and Data Science for Integrated Diagnostics, and Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA
| | - Randa Melhem
- AI(2)D, Center for AI and Data Science for Integrated Diagnostics, and Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA
| | - Gyujoon Hwang
- AI(2)D, Center for AI and Data Science for Integrated Diagnostics, and Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA; Department of Psychiatry and Behavioral Medicine, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Yuhan Cui
- AI(2)D, Center for AI and Data Science for Integrated Diagnostics, and Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA
| | - Sindhuja Tirumalai Govindarajan
- AI(2)D, Center for AI and Data Science for Integrated Diagnostics, and Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA
| | - Andrew A Chen
- Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania, Philadelphia, PA 19104, United States
| | - Zhen Zhou
- AI(2)D, Center for AI and Data Science for Integrated Diagnostics, and Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA
| | - Zhijian Yang
- AI(2)D, Center for AI and Data Science for Integrated Diagnostics, and Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA
| | - Jiong Chen
- AI(2)D, Center for AI and Data Science for Integrated Diagnostics, and Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA
| | - Raymond Pomponio
- Department of Biostatistics, Colorado School of Public Health, Aurora, CO 80045, USA
| | - Susan Sotardi
- Department of Radiology, Children's Hospital of Philadelphia, Perelman School of Medicine at the University of Pennsylvania, USA
| | - Yang An
- Laboratory of Behavioral Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Murat Bilgel
- Laboratory of Behavioral Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Pamela LaMontagne
- Department of Radiology, Washington University School of Medicine, St. Louis, MO, USA
| | - Ashish Singh
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania, USA
| | - Tammie Benzinger
- Department of Radiology, Washington University School of Medicine, St. Louis, MO, USA
| | - Lori Beason-Held
- Laboratory of Behavioral Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Daniel S Marcus
- Department of Radiology, Washington University School of Medicine, St. Louis, MO, USA
| | | | - Lenore Launer
- Neuroepidemiology Section, Intramural Research Program, National Institute on Aging, Bethesda, MD, USA
| | - John C Morris
- Knight Alzheimer Disease Research Center, Washington University in St. Louis, St. Louis, MO, USA
| | - Duygu Tosun
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA, USA
| | - Luigi Ferrucci
- National Institute on Aging, National Institute of Health, Baltimore, MD 21224, USA
| | - R Nick Bryan
- Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA
| | - Susan M Resnick
- Laboratory of Behavioral Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Mohamad Habes
- AI(2)D, Center for AI and Data Science for Integrated Diagnostics, and Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA; Neuroimage Analytics Laboratory (NAL) and the Biggs Institute Neuroimaging Core (BINC), Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Science Center San Antonio, San Antonio, TX, USA
| | - David Wolk
- Department of Neurology, University of Pennsylvania, Philadelphia, PA, USA
| | - Yong Fan
- Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA
| | - Ilya M Nasrallah
- Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA
| | - Haochang Shou
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania, USA
| | - Christos Davatzikos
- AI(2)D, Center for AI and Data Science for Integrated Diagnostics, and Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA.
| |
Collapse
|
13
|
Dubois B, Villain N, Schneider L, Fox N, Campbell N, Galasko D, Kivipelto M, Jessen F, Hanseeuw B, Boada M, Barkhof F, Nordberg A, Froelich L, Waldemar G, Frederiksen KS, Padovani A, Planche V, Rowe C, Bejanin A, Ibanez A, Cappa S, Caramelli P, Nitrini R, Allegri R, Slachevsky A, de Souza LC, Bozoki A, Widera E, Blennow K, Ritchie C, Agronin M, Lopera F, Delano-Wood L, Bombois S, Levy R, Thambisetty M, Georges J, Jones DT, Lavretsky H, Schott J, Gatchel J, Swantek S, Newhouse P, Feldman HH, Frisoni GB. Alzheimer Disease as a Clinical-Biological Construct-An International Working Group Recommendation. JAMA Neurol 2024:2825806. [PMID: 39483064 DOI: 10.1001/jamaneurol.2024.3770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2024]
Abstract
Importance Since 2018, a movement has emerged to define Alzheimer disease (AD) as a purely biological entity based on biomarker findings. The recent revision of the Alzheimer Association (AA) criteria for AD furthers this direction. However, concerns about a purely biological definition of AD being applied clinically, the understanding of AD by society at large, and the translation of blood-based biomarkers into clinical practice prompt these International Working Group (IWG) updated recommendations. Objective To consider the revised AA criteria and to offer an alternative definitional view of AD as a clinical-biological construct for clinical use. The recommendations of the 2021 IWG diagnostic criteria are updated for further elaborating at-risk and presymptomatic states. Evidence Review PubMed was searched for articles published between July 1, 2020, and March 1, 2024, using the terms "biomarker" OR "amyloid" OR "tau" OR "neurodegeneration" OR "preclinical" OR "CSF" OR "PET" OR "plasma" AND "Alzheimer's disease." The references of relevant articles were also searched. Findings In the new AA diagnostic criteria, AD can be defined clinically as encompassing cognitively normal people having a core 1 AD biomarker. However, recent literature shows that the majority of biomarker-positive cognitively normal individuals will not become symptomatic along a proximate timeline. In the clinical setting, disclosing a diagnosis of AD to cognitively normal people with only core 1 AD biomarkers represents the most problematic implication of a purely biological definition of the disease. Conclusions and Relevance The ultimate aim of the field was to foster effective AD treatments, including preventing symptoms and dementia. The approach of diagnosing AD without a clinical and biological construct would be unwarranted and potentially concerning without a clear knowledge of when or whether symptoms will ever develop. It is recommended that those who are amyloid-positive only and, more generally, most biomarker-positive cognitively normal individuals, should not be labeled as having AD. Rather, they should be considered as being at risk for AD. The expansion of presymptomatic AD is viewed as a better diagnostic construct for those with a specific pattern of biomarkers, indicating that they are proximate to the expression of symptoms in the near future.
Collapse
Affiliation(s)
- Bruno Dubois
- Département de Neurologie, Groupe Hospitalier Pitié-Salpêtrière, AP-HP Sorbonne Université, Institute of Memory and Alzheimer's Disease, Paris, France
- Sorbonne Université, INSERM U1127, CNRS 7225, Institut du Cerveau - ICM, FrontLab, Paris, France
| | - Nicolas Villain
- Département de Neurologie, Groupe Hospitalier Pitié-Salpêtrière, AP-HP Sorbonne Université, Institute of Memory and Alzheimer's Disease, Paris, France
- Sorbonne Université, INSERM U1127, CNRS 7225, Institut du Cerveau - ICM, Maladie d'Alzheimer, Maladies à Prions, Paris, France
| | - Lon Schneider
- Keck School of Medicine of the University of Southern California, Los Angeles
| | - Nick Fox
- Department of Neurodegenerative Disease, Dementia Research Centre, and the United Kingdom Dementia Research Institute, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - Noll Campbell
- Purdue University College of Pharmacy, West Lafayette, Indiana
- Purdue University Center for Aging and the Life Course, West Lafayette, Indiana
- Indiana University Center for Aging Research, Indianapolis
| | - Douglas Galasko
- Department of Neurosciences, University of California, San Diego, La Jolla
| | - Miia Kivipelto
- Center for Alzheimer Research, Karolinska Institutet, Department of Geriatric Medicine, Karolinska University Hospital, Stockholm, Sweden
- Institute of Clinical Medicine/Neurology, University of Eastern Finland, Kuopio, Finland
| | - Frank Jessen
- Department of Psychiatry, Medical Faculty, University of Cologne, Cologne, Germany
- German Center for Neurodegenerative Diseases, Bonn, Germany
- Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases, University of Cologne, Cologne, Germany
| | - Bernard Hanseeuw
- Department of Neurology, Cliniques Universitaires Saint-Luc, Brussels, Belgium
- Institute of Neurosciences, UC Louvain, Brussels, Belgium
- Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston
| | - Mercè Boada
- Ace Alzheimer Center Barcelona, Universitat Internacional de Catalunya, Barcelona, Spain
- Networking Research Center on Neurodegenerative Diseases, Instituto de Salud Carlos III, Madrid, Spain
| | - Frederik Barkhof
- Centre for Medical Image Computing, Department of Medical Physics and Bioengineering, University College London, London, United Kingdom
- Department of Radiology and Nuclear Medicine, Amsterdam UMC, location VUmc, Amsterdam, the Netherlands
- Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - Agneta Nordberg
- Department of Neurobiology, Care Sciences and Society, Center for Alzheimer Research, Karolinska Institutet, Stockholm, Sweden
- Theme Inflammation and Aging, The Aging Brain, Karolinska University Hospital, Stockholm, Sweden
| | - Lutz Froelich
- Department of Geriatric Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Gunhild Waldemar
- Danish Dementia Research Centre, Department of Neurology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Kristian Steen Frederiksen
- Danish Dementia Research Centre, Department of Neurology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Alessandro Padovani
- Neurology and Neurophysiology Section, Department Clinical and Experimental Sciences, University of Brescia, Brescia, Italy
- Hospital Department of Continuità di Cura e Fragilità, ASST Spedali Civili di Brescia, Brescia, Italy
| | - Vincent Planche
- Univ. Bordeaux, CNRS, Institut des Maladies Neurodégénératives, UMR 5293, Bordeaux, France
- Pôle de Neurosciences Cliniques, Centre Mémoire de Ressources et de Recherche, CHU de Bordeaux, Bordeaux, France
| | - Christopher Rowe
- Department of Molecular Imaging and Therapy, Austin Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Alexandre Bejanin
- Sant Pau Memory Unit, Department of Neurology, Hospital de la Santa Creu i Sant Pau, Biomedical Research Institute Sant Pau, Universitat Autònoma de Barcelona, Barcelona, Spain
- Center of Biomedical Investigation Network for Neurodegenerative Diseases, Madrid, Spain
| | - Agustin Ibanez
- Latin American Institute for Brain Health (BrainLat), Universidad Adolfo Ibanez, Santiago, Chile
- Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
| | - Stefano Cappa
- University School for Advanced Studies, Pavia, Italy
- RCCS Mondino Foundation, Pavia, Italy
| | - Paulo Caramelli
- Behavioral and Cognitive Neurology Unit, Faculdade de Medicina, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Ricardo Nitrini
- Department of Neurology, Faculdade de Medicina, Universidade de São Paulo, São Paulo, Brazil
| | - Ricardo Allegri
- Department of Cognitive Neurology, Fleni Neurological Institute, Buenos Aires, Argentina
- Department of Cognitive Neurosciences, Universidad de la Costa, Barranquilla, Colombia
| | - Andrea Slachevsky
- Geroscience Center for Brain Health and Metabolism, Santiago, Chile
- Memory and Neuropsychiatric Center Neurology Department, Hospital del Salvador and Neuropsychology and Clinical Neuroscience Laboratory, Institute of Biomedical Sciences, Faculty of Medicine, University of Chile, Chile
- Neurology and Psychiatry Department, Clínica Alemana-Universidad Desarrollo, Santiago, Chile
| | - Leonardo Cruz de Souza
- Behavioral and Cognitive Neurology Unit, Faculdade de Medicina, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Andrea Bozoki
- Department of Neurology, University of North Carolina at Chapel Hill, Chapel Hill
| | - Eric Widera
- Division of Geriatrics, University of California, San Francisco
- Hospice & Palliative Care, San Francisco Veterans Affairs Health Care System, San Francisco, California
| | - Kaj Blennow
- Institute of Neuroscience and Physiology, Department of Psychiatry and Neurochemistry, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
| | - Craig Ritchie
- Brain Health and Neurodegenerative Medicine, University of St Andrews, Scotland, United Kingdom
- Scottish Brain Sciences, Edinburgh, Scotland, United Kingdom
| | - Marc Agronin
- Medical Office for MIND Institute, Miami, Florida
| | - Francisco Lopera
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellín, Colombia
| | - Lisa Delano-Wood
- Veterans Affairs San Diego Healthcare System, San Diego, California
- Department of Psychiatry, University of California, San Diego Health, La Jolla, California
- Center for Stress and Mental Health, VA San Diego Healthcare System, San Diego, California
| | - Stéphanie Bombois
- Département de Neurologie, Groupe Hospitalier Pitié-Salpêtrière, AP-HP Sorbonne Université, Institute of Memory and Alzheimer's Disease, Paris, France
| | - Richard Levy
- Département de Neurologie, Groupe Hospitalier Pitié-Salpêtrière, AP-HP Sorbonne Université, Institute of Memory and Alzheimer's Disease, Paris, France
- Sorbonne Université, INSERM U1127, CNRS 7225, Institut du Cerveau - ICM, FrontLab, Paris, France
| | - Madhav Thambisetty
- Clinical and Translational Neuroscience Section, Laboratory of Behavioral Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, Maryland
| | | | - David T Jones
- Department of Neurology, Mayo Clinic, Rochester, Minnesota
- Department of Radiology, Mayo Clinic, Rochester, Minnesota
| | - Helen Lavretsky
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior
- David Geffen School of Medicine, University of California, Los Angeles
| | - Jonathan Schott
- Dementia Research Centre, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - Jennifer Gatchel
- Department of Psychiatry, Massachusetts General Hospital, Boston
- McLean Hospital, Belmont, Massachusetts
- Harvard Medical School, Boston, Massachusetts
- Department of Psychiatry, Baylor College of Medicine, Houston, Texas
- Michael E. DeBakey VA Medical Center, Houston, Texas
| | - Sandra Swantek
- American Association for Geriatric Psychiatry, Brentwood, Tennessee
| | - Paul Newhouse
- Vanderbilt University, Nashville, Tennessee
- Center for Cognitive Medicine, Department of Psychiatry, Vanderbilt University Medical Center, Nashville, Tennessee
- VA-TVHS Geriatric Research Education and Clinical Center, Nashville, Tennessee
| | - Howard H Feldman
- Department of Neurosciences, University of California, San Diego, La Jolla
- Shiley-Marcos Alzheimer's Disease Research Center, University of California, San Diego, La Jolla
| | - Giovanni B Frisoni
- Laboratory of Neuroimaging of Aging, University of Geneva, Geneva, Switzerland
- Memory Clinic, University Hospital of Geneva, Geneva, Switzerland
| |
Collapse
|
14
|
Lowe VJ, Mester CT, Lundt ES, Lee J, Ghatamaneni S, Algeciras-Schimnich A, Campbell MR, Graff-Radford J, Nguyen A, Min HK, Senjem ML, Machulda MM, Schwarz CG, Dickson DW, Murray ME, Kandimalla KK, Kantarci K, Boeve B, Vemuri P, Jones DT, Knopman D, Jack CR, Petersen RC, Mielke MM. Amyloid PET detects the deposition of brain Aβ earlier than CSF fluid biomarkers. Alzheimers Dement 2024; 20:8097-8112. [PMID: 39392211 DOI: 10.1002/alz.14317] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2024] [Revised: 09/09/2024] [Accepted: 09/13/2024] [Indexed: 10/12/2024]
Abstract
INTRODUCTION Understanding the relationship between amyloid beta (Aβ) positron emission tomography (PET) and Aβ cerebrospinal fluid (CSF) biomarkers will define their potential utility in Aβ treatment. Few population-based or neuropathologic comparisons have been reported. METHODS Participants 50+ years with Aβ PET and Aβ CSF biomarkers (phosphorylated tau [p-tau]181/Aβ42, n = 505, and Aβ42/40, n = 54) were included from the Mayo Clinic Study on Aging. From these participants, an autopsy subgroup was identified (n = 47). The relationships of Aβ PET and Aβ CSF biomarkers were assessed cross-sectionally in all participants and longitudinally in autopsy data. RESULTS Cross-sectionally, more participants were Aβ PET+ versus Aβ CSF- than Aβ PET- versus Aβ CSF+ with an incremental effect when using Aβ PET regions selected for early Aβ deposition. The sensitivity for the first detection of Thal phase ≥ 1 in longitudinal data was higher for Aβ PET (89%) than p-tau181/Aβ42 (64%). DISCUSSION Aβ PET can detect earlier cortical Aβ deposition than Aβ CSF biomarkers. Aβ PET+ versus Aβ CSF- findings are several-fold greater using regional Aβ PET analyses and in peri-threshold-standardized uptake value ratio participants. HIGHLIGHTS Amyloid beta (Aβ) positron emission tomography (PET) has greater sensitivity for Aβ deposition than Aβ cerebrospinal fluid (CSF) in early Aβ development. A population-based sample of participants (n = 505) with PET and CSF tests was used. Cortical regions showing early Aβ on Aβ PET were also used in these analyses. Neuropathology was used to validate detection of Aβ by Aβ PET and Aβ CSF biomarkers.
Collapse
Affiliation(s)
- Val J Lowe
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Carly T Mester
- Departments of Radiology and Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
| | - Emily S Lundt
- Departments of Radiology and Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
| | - Jeyeon Lee
- Department of Biomedical Engineering, College of Medicine, Hanyang University, Seoul, Republic of Korea
| | | | | | - Michelle R Campbell
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota, USA
| | | | - Aivi Nguyen
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota, USA
| | - Hoon-Ki Min
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Matthew L Senjem
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
- Department of Information Technology, Mayo Clinic, Rochester, Minnesota, USA
| | - Mary M Machulda
- Department of Psychology, Mayo Clinic, Rochester, Minnesota, USA
| | | | - Dennis W Dickson
- Department of Neuroscience, Mayo Clinic, Jacksonville, Florida, USA
| | - Melissa E Murray
- Department of Neuroscience, Mayo Clinic, Jacksonville, Florida, USA
| | - Karunya K Kandimalla
- Department of Pharmaceutics and Brain Barriers Research Center, University of Minnesota, Minneapolis, Minnesota, USA
| | - Kejal Kantarci
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Bradley Boeve
- Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA
| | | | - David T Jones
- Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA
| | - David Knopman
- Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA
| | - Clifford R Jack
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | | | - Michelle M Mielke
- Department of Epidemiology and Prevention at Wake Forest University School of Medicine, Winston-Salem, North Carolina, USA
| |
Collapse
|
15
|
Walker KA, An Y, Moghekar A, Moaddel R, Duggan MR, Peng Z, Tian Q, Pilling LC, Drouin SM, Espeland MA, Rapp SR, Hayden KM, Shadyab AH, Casanova R, Thambisetty M, Rapp PR, Kapogiannis D, Ferrucci L, Resnick SM. Proteomic analysis of APOEε4 carriers implicates lipid metabolism, complement and lymphocyte signaling in cognitive resilience. Mol Neurodegener 2024; 19:81. [PMID: 39482741 PMCID: PMC11526661 DOI: 10.1186/s13024-024-00772-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2024] [Accepted: 10/16/2024] [Indexed: 11/03/2024] Open
Abstract
BACKGROUND Apolipoprotein E (APOE) ε4 allele is the strongest genetic risk factor for late onset Alzheimer's disease (AD). This case-cohort study used targeted plasma biomarkers and large-scale proteomics to examine the biological mechanisms that allow some APOEε4 carriers to maintain normal cognitive functioning in older adulthood. METHODS APOEε4 carriers and APOEε3 homozygotes enrolled in the Women's Health Initiative Memory Study (WHIMS) from 1996 to 1999 were classified as resilient if they remained cognitively unimpaired beyond age 80, and as non-resilient if they developed cognitive impairment before or at age 80. AD pathology (Aß42/40) and neurodegeneration (NfL, tau) biomarkers, as well as 1007 proteins (Olink) were quantified in blood collected at study enrollment (on average 14 years prior) when participants were cognitively normal. We identified plasma proteins that distinguished between resilient and non-resilient APOEε4 carriers, examined whether these associations generalized to APOEε3 homozygotes, and replicated these findings in the UK Biobank. RESULTS A total of 1610 participants were included (baseline age: 71.3 [3.8 SD] years; all White; 42% APOEε4 carriers). Compared to resilient APOEε4 carriers, non-resilient APOEε4 carriers had lower Aß42/40/tau ratio and greater NfL at baseline. Proteomic analyses identified four proteins differentially expressed between resilient and non-resilient APOEε4 carriers at an FDR-corrected P < 0.05. While one of the candidate proteins, a marker of neuronal injury (NfL), also distinguished resilient from non-resilient APOEε3 homozygotes, the other three proteins, known to be involved in lipid metabolism (ANGPTL4) and immune signaling (PTX3, NCR1), only predicted resilient vs. non-resilient status among APOEε4 carriers (protein*genotype interaction-P < 0.05). Three of these four proteins also predicted 14-year dementia risk among APOEε4 carriers in the UK Biobank validation sample (N = 9420). While the candidate proteins showed little to no association with targeted biomarkers of AD pathology, protein network and enrichment analyses suggested that natural killer (NK) cell and T lymphocyte signaling (via PKC-θ) distinguished resilient from non-resilient APOEε4 carriers. CONCLUSIONS We identified and replicated a plasma proteomic signature associated with cognitive resilience among APOEε4 carriers. These proteins implicate specific immune processes in the preservation of cognitive status despite elevated genetic risk for AD. Future studies in diverse cohorts will be needed to assess the generalizability of these results.
Collapse
Affiliation(s)
- Keenan A Walker
- Laboratory of Behavioral Neuroscience, National Institute on Aging, Baltimore, MD, USA.
| | - Yang An
- Laboratory of Behavioral Neuroscience, National Institute on Aging, Baltimore, MD, USA
| | - Abhay Moghekar
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Ruin Moaddel
- Translational Gerontology Branch, National Institute on Aging, Baltimore, MD, USA
| | - Michael R Duggan
- Laboratory of Behavioral Neuroscience, National Institute on Aging, Baltimore, MD, USA
| | - Zhongsheng Peng
- Laboratory of Behavioral Neuroscience, National Institute on Aging, Baltimore, MD, USA
| | - Qu Tian
- Translational Gerontology Branch, National Institute on Aging, Baltimore, MD, USA
| | - Luke C Pilling
- Department of Clinical & Biomedical Sciences, Faculty of Health & Life Science, University of Exeter, Exeter, UK
| | - Shannon M Drouin
- Laboratory of Behavioral Neuroscience, National Institute on Aging, Baltimore, MD, USA
| | - Mark A Espeland
- Department of Internal Medicine, Wake Forest University School of Medicine, Winston-Salem, NC, USA
- Department of Biostatistics and Data Science, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Stephen R Rapp
- Department of Psychiatry & Behavioral Medicine, Wake Forest University School of Medicine, Winston-Salem, NC, USA
- Department of Social Science & Health Policy, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Kathleen M Hayden
- Department of Social Science & Health Policy, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Aladdin H Shadyab
- Division of Geriatrics, Gerontology, and Palliative Care, Department of Medicine, and Herbert Wertheim School of Public Health and Human Longevity Science, University of California, San Diego, La Jolla, CA, USA
| | - Ramon Casanova
- Department of Biostatistics and Data Science, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Madhav Thambisetty
- Laboratory of Behavioral Neuroscience, National Institute on Aging, Baltimore, MD, USA
| | - Peter R Rapp
- Laboratory of Behavioral Neuroscience, National Institute on Aging, Baltimore, MD, USA
| | - Dimitrios Kapogiannis
- Laboratory of Clinical Investigation, National Institute on Aging, Baltimore, MD, USA
| | - Luigi Ferrucci
- Translational Gerontology Branch, National Institute on Aging, Baltimore, MD, USA
| | - Susan M Resnick
- Laboratory of Behavioral Neuroscience, National Institute on Aging, Baltimore, MD, USA
| |
Collapse
|
16
|
Shen Y, Timsina J, Heo G, Beric A, Ali M, Wang C, Yang C, Wang Y, Western D, Liu M, Gorijala P, Budde J, Do A, Liu H, Gordon B, Llibre-Guerra JJ, Joseph-Mathurin N, Perrin RJ, Maschi D, Wyss-Coray T, Pastor P, Renton AE, Surace EI, Johnson ECB, Levey AI, Alvarez I, Levin J, Ringman JM, Allegri RF, Seyfried N, Day GS, Wu Q, Fernández MV, Tarawneh R, McDade E, Morris JC, Bateman RJ, Goate A, Ibanez L, Sung YJ, Cruchaga C. CSF proteomics identifies early changes in autosomal dominant Alzheimer's disease. Cell 2024; 187:6309-6326.e15. [PMID: 39332414 PMCID: PMC11531390 DOI: 10.1016/j.cell.2024.08.049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Revised: 07/02/2024] [Accepted: 08/23/2024] [Indexed: 09/29/2024]
Abstract
In this high-throughput proteomic study of autosomal dominant Alzheimer's disease (ADAD), we sought to identify early biomarkers in cerebrospinal fluid (CSF) for disease monitoring and treatment strategies. We examined CSF proteins in 286 mutation carriers (MCs) and 177 non-carriers (NCs). The developed multi-layer regression model distinguished proteins with different pseudo-trajectories between these groups. We validated our findings with independent ADAD as well as sporadic AD datasets and employed machine learning to develop and validate predictive models. Our study identified 137 proteins with distinct trajectories between MCs and NCs, including eight that changed before traditional AD biomarkers. These proteins are grouped into three stages: early stage (stress response, glutamate metabolism, neuron mitochondrial damage), middle stage (neuronal death, apoptosis), and late presymptomatic stage (microglial changes, cell communication). The predictive model revealed a six-protein subset that more effectively differentiated MCs from NCs, compared with conventional biomarkers.
Collapse
Affiliation(s)
- Yuanyuan Shen
- Department of Psychiatry, Washington University, St. Louis, MO 63110, USA; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, USA
| | - Jigyasha Timsina
- Department of Psychiatry, Washington University, St. Louis, MO 63110, USA; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, USA
| | - Gyujin Heo
- Department of Psychiatry, Washington University, St. Louis, MO 63110, USA; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, USA
| | - Aleksandra Beric
- Department of Psychiatry, Washington University, St. Louis, MO 63110, USA; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, USA
| | - Muhammad Ali
- Department of Psychiatry, Washington University, St. Louis, MO 63110, USA; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, USA
| | - Ciyang Wang
- Department of Psychiatry, Washington University, St. Louis, MO 63110, USA; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, USA
| | - Chengran Yang
- Department of Psychiatry, Washington University, St. Louis, MO 63110, USA; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, USA
| | - Yueyao Wang
- Department of Psychiatry, Washington University, St. Louis, MO 63110, USA; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, USA
| | - Daniel Western
- Department of Psychiatry, Washington University, St. Louis, MO 63110, USA; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, USA
| | - Menghan Liu
- Department of Psychiatry, Washington University, St. Louis, MO 63110, USA; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, USA
| | - Priyanka Gorijala
- Department of Psychiatry, Washington University, St. Louis, MO 63110, USA; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, USA
| | - John Budde
- Department of Psychiatry, Washington University, St. Louis, MO 63110, USA; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, USA
| | - Anh Do
- Department of Psychiatry, Washington University, St. Louis, MO 63110, USA; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, USA
| | - Haiyan Liu
- Department of Neurology, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Brian Gordon
- Department of Neurology, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Jorge J Llibre-Guerra
- Department of Neurology, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Nelly Joseph-Mathurin
- Mallinckrodt Institute of Radiology, Washington University St Louis, St Louis, MO 63110, USA
| | - Richard J Perrin
- Department of Pathology and Immunology, Washington University St. Louis, St. Louis, MO 63110, USA
| | - Dario Maschi
- Department of Cell Biology and Physiology, Washington University St. Louis, St. Louis, MO 63110, USA
| | - Tony Wyss-Coray
- Wu Tsai Neurosciences Institute, Stanford University, Stanford, CA 94305, USA; Department of Neurology & Neurological Sciences, Stanford University, Stanford, CA 94305, USA
| | - Pau Pastor
- Unit of Neurodegenerative Diseases, Department of Neurology, University Hospital Germans Trias i Pujol and The Germans Trias i Pujol Research Institute (IGTP), Badalona, Barcelona 08916, Spain
| | - Alan E Renton
- Ronald M. Loeb Center for Alzheimer's Disease, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Nash Family Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Ezequiel I Surace
- Laboratory of Neurodegenerative Diseases, Institute of Neurosciences (INEU-Fleni-CONICET), Buenos Aires, Argentina
| | - Erik C B Johnson
- Goizueta Alzheimer's Disease Research Center, Emory University School of Medicine, Atlanta, GA 30307, USA; Department of Neurology, Emory University School of Medicine, Atlanta, GA 30307, USA
| | - Allan I Levey
- Department of Neurology, Emory University School of Medicine, Atlanta, GA 30307, USA
| | - Ignacio Alvarez
- Department of Neurology, University Hospital Mútua de Terrassa and Fundació Docència i Recerca Mútua de Terrassa, Terrassa 08221, Barcelona, Spain
| | - Johannes Levin
- Department of Neurology, LMU University Hospital, LMU Munich, Munich 80336, Germany; German Center for Neurodegenerative Diseases, site Munich, Munich 80336, Germany
| | - John M Ringman
- Alzheimer's Disease Research Center, Department of Neurology, Keck School of Medicine at USC, Los Angeles, CA 90033, USA
| | - Ricardo Francisco Allegri
- Department of Cognitive Neurology, Neuropsychology and Neuropsychiatry, FLENI, Buenos Aires, Argentina
| | - Nicholas Seyfried
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA 30307, USA
| | - Gregg S Day
- Department of Neurology, Mayo Clinic in Florida, Jacksonville, FL 32224, USA
| | - Qisi Wu
- Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | | | - Rawan Tarawneh
- The University of New Mexico, Albuquerque, NM 87131, USA
| | - Eric McDade
- Department of Neurology, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - John C Morris
- Department of Neurology, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Randall J Bateman
- Department of Neurology, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Alison Goate
- Ronald M. Loeb Center for Alzheimer's Disease, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Laura Ibanez
- Department of Psychiatry, Washington University, St. Louis, MO 63110, USA; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, USA; Department of Neurology, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Yun Ju Sung
- Department of Psychiatry, Washington University, St. Louis, MO 63110, USA; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, USA; Department of Neurology, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Carlos Cruchaga
- Department of Psychiatry, Washington University, St. Louis, MO 63110, USA; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, USA; Department of Neurology, Washington University School of Medicine, St. Louis, MO 63110, USA.
| |
Collapse
|
17
|
Kazemeini S, Nadeem-Tariq A, Shih R, Rafanan J, Ghani N, Vida TA. From Plaques to Pathways in Alzheimer's Disease: The Mitochondrial-Neurovascular-Metabolic Hypothesis. Int J Mol Sci 2024; 25:11720. [PMID: 39519272 PMCID: PMC11546801 DOI: 10.3390/ijms252111720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2024] [Revised: 10/28/2024] [Accepted: 10/29/2024] [Indexed: 11/16/2024] Open
Abstract
Alzheimer's disease (AD) presents a public health challenge due to its progressive neurodegeneration, cognitive decline, and memory loss. The amyloid cascade hypothesis, which postulates that the accumulation of amyloid-beta (Aβ) peptides initiates a cascade leading to AD, has dominated research and therapeutic strategies. The failure of recent Aβ-targeted therapies to yield conclusive benefits necessitates further exploration of AD pathology. This review proposes the Mitochondrial-Neurovascular-Metabolic (MNM) hypothesis, which integrates mitochondrial dysfunction, impaired neurovascular regulation, and systemic metabolic disturbances as interrelated contributors to AD pathogenesis. Mitochondrial dysfunction, a hallmark of AD, leads to oxidative stress and bioenergetic failure. Concurrently, the breakdown of the blood-brain barrier (BBB) and impaired cerebral blood flow, which characterize neurovascular dysregulation, accelerate neurodegeneration. Metabolic disturbances such as glucose hypometabolism and insulin resistance further impair neuronal function and survival. This hypothesis highlights the interconnectedness of these pathways and suggests that therapeutic strategies targeting mitochondrial health, neurovascular integrity, and metabolic regulation may offer more effective interventions. The MNM hypothesis addresses these multifaceted aspects of AD, providing a comprehensive framework for understanding disease progression and developing novel therapeutic approaches. This approach paves the way for developing innovative therapeutic strategies that could significantly improve outcomes for millions affected worldwide.
Collapse
Affiliation(s)
| | | | | | | | | | - Thomas A. Vida
- Kirk Kerkorian School of Medicine at UNLV, 625 Shadow Lane, Las Vegas, NV 89106, USA; (S.K.); (A.N.-T.); (R.S.); (J.R.); (N.G.)
| |
Collapse
|
18
|
Lin PBC, Holtzman DM. Current insights into apolipoprotein E and the immune response in Alzheimer's disease. Immunol Rev 2024. [PMID: 39445515 DOI: 10.1111/imr.13414] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2024]
Abstract
Alzheimer's disease (AD) is a progressive neurological disorder and the most common cause of dementia. Genetic analyses identified apolipoprotein E (APOE) as the strongest genetic risk for late-onset AD. Studies have shown that ApoE modulates AD pathogenesis in part by influencing amyloid-β (Aβ) deposition. However, ApoE also appears to regulate elements of AD via regulation of innate immune response, especially through microglial and astrocyte activation. In model systems, it also regulates changes in T-cells. This review focuses on the key findings that have advanced our understanding of the role of ApoE in the pathogenesis of AD and the current view of innate immune response regulated by ApoE in AD, while discussing open questions and areas for future research.
Collapse
Affiliation(s)
- Peter Bor-Chian Lin
- Department of Neurology, Hope Center for Neurological Disorders, Knight Alzheimer's Disease Research Center, Washington University, St. Louis, Missouri, USA
| | - David M Holtzman
- Department of Neurology, Hope Center for Neurological Disorders, Knight Alzheimer's Disease Research Center, Washington University, St. Louis, Missouri, USA
| |
Collapse
|
19
|
Wang X, Freiesleben SD, Schneider LS, Preis L, Priller J, Spruth EJ, Altenstein S, Schneider A, Fliessbach K, Wiltfang J, Hansen N, Jessen F, Rostamzadeh A, Duzel E, Glanz W, Incesoy EI, Buerger K, Janowitz D, Ewers M, Perneczky R, Rauchmann BS, Teipel SJ, Kilimann I, Goerss D, Laske C, Munk MHJ, Spottke A, Roy-Kluth N, Heneka MT, Brosseron F, Wagner M, Wolfsgruber S, Ramirez A, Kleineidam L, Stark M, Peters O. Association of Neurogranin and BACE1 With Clinical Cognitive Decline in Individuals With Subjective Cognitive Decline. Neurology 2024; 103:e209806. [PMID: 39303184 DOI: 10.1212/wnl.0000000000209806] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/22/2024] Open
Abstract
BACKGROUND AND OBJECTIVES CSF biomarkers have immense diagnostic and prognostic potential for Alzheimer disease (AD). However, AD is still diagnosed relatively late in the disease process, sometimes even years after the initial manifestation of cognitive symptoms. Thus, further identification of biomarkers is required to detect related pathology in the preclinical stage and predict cognitive decline. Our study aimed to assess the association of neurogranin and β-site amyloid precursor protein-cleaving enzyme 1 (BACE1) with cognitive decline in individuals with subjective cognitive decline (SCD). METHODS We enrolled participants with available neurogranin and BACE1 measurements in CSF from the DELCODE (DZNE-Longitudinal Cognitive Impairment and Dementia, Germany) cohort. The longitudinal change of Preclinical Alzheimer's Cognitive Composite score was assessed as the primary outcome in participants with SCD and controls. The secondary outcome was defined as conversion of SCD to mild cognitive impairment (MCI) during follow-up. Levels of neurogranin, BACE1, and neurogranin/BACE1 ratio across groups were compared by analysis of covariance after adjustment for demographics. The linear mixed-effects model and Cox regression analysis were applied to evaluate their association with cognitive decline and progression of SCD to MCI, respectively. RESULTS A total of 530 participants (mean age: 70.76 ± 6.01 years, 48.7% female) were analyzed in the study. The rate of cognitive decline was faster in individuals with SCD with higher neurogranin and neurogranin/BACE1 ratio (β = -0.138, SE = 0.065, p = 0.037, and β = -0.293, SE = 0.115, p = 0.013). Higher baseline neurogranin and neurogranin/BACE1 ratio were associated with an increased rate of conversion from SCD to MCI (hazard ratio [HR] 1.35 per SD, 95% CI 1.03-1.77, p = 0.028, and HR 1.53 per SD, 95% CI 1.13-2.07, p = 0.007). In addition, the impact of higher neurogranin levels on accelerating the rate of cognitive decline was more pronounced in the SCD group than in cognitively unimpaired controls (β = -0.077, SE = 0.033, p = 0.020). DISCUSSION Our findings suggest that CSF neurogranin and BACE1 begin to change in the preclinical stage of AD and they are associated with clinical progression in individuals with SCD.
Collapse
Affiliation(s)
- Xiao Wang
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Silka D Freiesleben
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Luisa-Sophie Schneider
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Lukas Preis
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Josef Priller
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Eike J Spruth
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Slawek Altenstein
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Anja Schneider
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Klaus Fliessbach
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Jens Wiltfang
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Niels Hansen
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Frank Jessen
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Ayda Rostamzadeh
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Emrah Duzel
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Wenzel Glanz
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Enise I Incesoy
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Katharina Buerger
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Daniel Janowitz
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Michael Ewers
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Robert Perneczky
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Boris-Stephan Rauchmann
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Stefan J Teipel
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Ingo Kilimann
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Doreen Goerss
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Christoph Laske
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Matthias H J Munk
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Annika Spottke
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Nina Roy-Kluth
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Michael T Heneka
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Frederic Brosseron
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Michael Wagner
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Steffen Wolfsgruber
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Alfredo Ramirez
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Luca Kleineidam
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Melina Stark
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| | - Oliver Peters
- From the Department of Psychiatry and Neurosciences (X.W., S.D.F., L.-S.S., L.P., O.P.), Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Experimental and Clinical Research Center (ECRC) (X.W., S.D.F., L.-S.S., L.P., O.P.); German Center for Neurodegenerative Diseases (DZNE) (S.D.F., J.P., E.J.S., S.A., O.P.); Department of Psychiatry and Psychotherapy (J.P., E.J.S., S.A.), Charité, Berlin; Department of Psychiatry and Psychotherapy (J.P.), School of Medicine, Technical University of Munich, Germany; University of Edinburgh and UK DRI (J.P.), United Kingdom; German Center for Neurodegenerative Diseases (DZNE) (A. Schneider, K.F., F.J., A. Spottke, N.R.-K., F.B., M.W., S.W., A. Ramirez, L.K., M.S.), Bonn; Department of Neurodegenerative Disease and Geriatric Psychiatry (A. Schneider, K.F., M.W., S.W., A. Ramirez, L.K., M.S.), University of Bonn Medical Center; German Center for Neurodegenerative Diseases (DZNE) (J.W.), Goettingen; Department of Psychiatry and Psychotherapy (J.W., N.H.), University Medical Center Goettingen, University of Goettingen, Germany; Neurosciences and Signaling Group (J.W.), Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Portugal; Department of Psychiatry (F.J., A. Rostamzadeh), Medical Faculty, University of Cologne; Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD) (F.J., A. Ramirez), University of Cologne, Köln; German Center for Neurodegenerative Diseases (DZNE) (E.D., W.G., E.I.I.), Magdeburg; Institute of Cognitive Neurology and Dementia Research (IKND) (E.D., E.I.I.), Otto-von-Guericke University, Magdeburg; Department for Psychiatry and Psychotherapy (E.I.I.), University Clinic Magdeburg; German Center for Neurodegenerative Diseases (DZNE) (K.B., M.E., R.P.), Munich; Institute for Stroke and Dementia Research (ISD) (K.B., D.J., M.E.), and Department of Psychiatry and Psychotherapy (R.P., B.-S.R.), University Hospital, LMU Munich; Munich Cluster for Systems Neurology (SyNergy) (R.P.), Germany; Ageing Epidemiology Research Unit (AGE) (R.P.), School of Public Health, Imperial College London; Sheffield Institute for Translational Neuroscience (SITraN) (B.-S.R.), University of Sheffield, United Kingdom; Department of Neuroradiology (B.-S.R.), University Hospital, LMU Munich; German Center for Neurodegenerative Diseases (DZNE) (S.J.T., I.K., D.G.), Rostock; Department of Psychosomatic Medicine (S.J.T., I.K., D.G.), Rostock University Medical Center; German Center for Neurodegenerative Diseases (DZNE) (C.L., M.H.J.M.), Tübingen; Section for Dementia Research (C.L.), Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy (C.L., M.H.J.M.), University of Tübingen; Department of Neurology (A. Spottke), University of Bonn, Germany; Luxembourg Centre for Systems Biomedicine (LCSB) (M.T.H.), University of Luxembourg, Belvaux; Division of Neurogenetics and Molecular Psychiatry (A. Ramirez), Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Germany; and Department of Psychiatry & Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (A. Ramirez), San Antonio, TX
| |
Collapse
|
20
|
Parul, Singh A, Shukla S. Novel techniques for early diagnosis and monitoring of Alzheimer's disease. Expert Rev Neurother 2024:1-14. [PMID: 39435792 DOI: 10.1080/14737175.2024.2415985] [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: 05/30/2024] [Accepted: 10/09/2024] [Indexed: 10/23/2024]
Abstract
INTRODUCTION Alzheimer's disease (AD) is the most common neurodegenerative disorder, which is characterized by a progressive loss of cognitive functions. The high prevalence, chronicity, and multimorbidity are very common in AD, which significantly impair the quality of life and functioning of patients. Early detection and accurate diagnosis of Alzheimer's disease (AD) can stop the illness from progressing thereby postponing its symptoms. Therefore, for the early diagnosis and monitoring of AD, more sensitive, noninvasive, straightforward, and affordable screening tools are needed. AREAS COVERED This review summarizes the importance of early detection methods and novel techniques for Alzheimer's disease diagnosis that can be used by healthcare professionals. EXPERT OPINION Early diagnosis assists the patient and caregivers to understand the problem establishing reasonable goals and making future plans together. Early diagnosis techniques not only help in monitoring disease progression but also provide crucial information for the development of novel therapeutic targets. Researchers can plan to potentially alleviate symptoms or slow down the progression of Alzheimer's disease by identifying early molecular changes and targeting altered pathways.
Collapse
Affiliation(s)
- Parul
- Division of Neuroscience and Ageing biology, CSIR-Central Drug Research Institute, Lucknow, India
| | - Animesh Singh
- Division of Neuroscience and Ageing biology, CSIR-Central Drug Research Institute, Lucknow, India
| | - Shubha Shukla
- Division of Neuroscience and Ageing biology, CSIR-Central Drug Research Institute, Lucknow, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
| |
Collapse
|
21
|
Mahon E, Lachman ME. Voice biomarkers in middle and later adulthood as predictors of cognitive changes. Front Psychol 2024; 15:1422376. [PMID: 39492818 PMCID: PMC11527629 DOI: 10.3389/fpsyg.2024.1422376] [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: 04/23/2024] [Accepted: 09/16/2024] [Indexed: 11/05/2024] Open
Abstract
Background Prosody voice measures, especially jitter and shimmer, have been associated with cognitive impairment and hold potential as early indicators of risk for cognitive decline. Prior research suggests that voice measures assessed concurrently with longitudinal cognitive outcomes are associated with 10-year cognitive declines in middle-age and older adults from Midlife in the U.S. (MIDUS) study. Results Using a subsample from the same study, we expanded previous research to examine voice measures that were (1) collected 8 years before cognitive outcomes, (2) derived from narrative speech in logical memory tests instead of word list recall tests, and (3) independent of the cognitive outcomes. Multilevel analyses controlled for covariates of age, sex, education, neurological conditions, depressive symptoms, and chronic conditions. The results indicated that higher jitter and lower shimmer predicted greater 10-year declines in episodic memory and working memory. Conclusion These findings extend previous research by highlighting prosody voice measures assessed 8 years earlier as predictors of subsequent cognitive declines over a decade.
Collapse
Affiliation(s)
- Elizabeth Mahon
- Psychology Department of Psychology, Brandeis University, Waltham, MA, United States
| | | |
Collapse
|
22
|
Shang S, Shi Y, Zhang Y, Liu M, Zhang H, Wang P, Zhuang L. Artificial intelligence for brain disease diagnosis using electroencephalogram signals. J Zhejiang Univ Sci B 2024; 25:914-940. [PMID: 39420525 PMCID: PMC11494159 DOI: 10.1631/jzus.b2400103] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2024] [Accepted: 08/27/2024] [Indexed: 10/19/2024]
Abstract
Brain signals refer to electrical signals or metabolic changes that occur as a consequence of brain cell activity. Among the various non-invasive measurement methods, electroencephalogram (EEG) stands out as a widely employed technique, providing valuable insights into brain patterns. The deviations observed in EEG reading serve as indicators of abnormal brain activity, which is associated with neurological diseases. Brain‒computer interface (BCI) systems enable the direct extraction and transmission of information from the human brain, facilitating interaction with external devices. Notably, the emergence of artificial intelligence (AI) has had a profound impact on the enhancement of precision and accuracy in BCI technology, thereby broadening the scope of research in this field. AI techniques, encompassing machine learning (ML) and deep learning (DL) models, have demonstrated remarkable success in classifying and predicting various brain diseases. This comprehensive review investigates the application of AI in EEG-based brain disease diagnosis, highlighting advancements in AI algorithms.
Collapse
Affiliation(s)
- Shunuo Shang
- Biosensor National Special Laboratory, Key Laboratory for Biomedical Engineering of Education Ministry, Department of Biomedical Engineering, Zhejiang University, Hangzhou 310027, China
- The MOE Frontier Science Center for Brain Science & Brain-Machine Integration, Zhejiang University, Hangzhou 310027, China
| | - Yingqian Shi
- Biosensor National Special Laboratory, Key Laboratory for Biomedical Engineering of Education Ministry, Department of Biomedical Engineering, Zhejiang University, Hangzhou 310027, China
| | - Yajie Zhang
- Biosensor National Special Laboratory, Key Laboratory for Biomedical Engineering of Education Ministry, Department of Biomedical Engineering, Zhejiang University, Hangzhou 310027, China
| | - Mengxue Liu
- Biosensor National Special Laboratory, Key Laboratory for Biomedical Engineering of Education Ministry, Department of Biomedical Engineering, Zhejiang University, Hangzhou 310027, China
| | - Hong Zhang
- Biosensor National Special Laboratory, Key Laboratory for Biomedical Engineering of Education Ministry, Department of Biomedical Engineering, Zhejiang University, Hangzhou 310027, China
| | - Ping Wang
- Biosensor National Special Laboratory, Key Laboratory for Biomedical Engineering of Education Ministry, Department of Biomedical Engineering, Zhejiang University, Hangzhou 310027, China.
- The MOE Frontier Science Center for Brain Science & Brain-Machine Integration, Zhejiang University, Hangzhou 310027, China.
- The State Key Lab of Brain-Machine Intelligence, Zhejiang University, Hangzhou 310027, China.
| | - Liujing Zhuang
- Biosensor National Special Laboratory, Key Laboratory for Biomedical Engineering of Education Ministry, Department of Biomedical Engineering, Zhejiang University, Hangzhou 310027, China.
- The State Key Lab of Brain-Machine Intelligence, Zhejiang University, Hangzhou 310027, China.
| |
Collapse
|
23
|
Salloway S, Rowe C, Burns JM. Are Blood Tests for Alzheimer Disease Ready for Prime Time? JAMA 2024; 332:1240-1241. [PMID: 39068544 DOI: 10.1001/jama.2024.12814] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 07/30/2024]
Affiliation(s)
- Stephen Salloway
- Departments of Psychiatry and Neurology, Warren Alpert Medical School, Brown University, Providence, Rhode Island
| | - Christopher Rowe
- Department of Molecular Imaging, Austin Health, Melbourne, Australia
- Florey Institute of Neuroscience and Mental Health, Melbourne, Australia
- Australian Dementia Network, University of Melbourne, Melbourne, Australia
| | - Jeffrey M Burns
- Alzheimer's Disease Research Center, University of Kansas Medical Center, Lawrence
| |
Collapse
|
24
|
Quan M. Timing of biomarker changes preceding Alzheimer's disease: for diagnosis, treatment or prevention? SCIENCE CHINA. LIFE SCIENCES 2024:10.1007/s11427-024-2733-7. [PMID: 39422811 DOI: 10.1007/s11427-024-2733-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/10/2024] [Accepted: 09/15/2024] [Indexed: 10/19/2024]
Affiliation(s)
- Meina Quan
- Innovation Center for Neurological Disorders and Department of Neurology, Xuanwu Hospital, Capital Medical University, Beijing, 100053, China.
- National Medical Center for Neurological Diseases and National Clinical Research Center for Geriatric Diseases, Beijing, 100053, China.
- Center of Alzheimer's Disease, Beijing Institute of Brain Disorders, Collaborative Innovation Center for Brain Disorders, Beijing, 100053, China.
| |
Collapse
|
25
|
Vermunt L, Sutphen CL, Dicks E, de Leeuw DM, Allegri RF, Berman SB, Cash DM, Chhatwal JP, Cruchaga C, Day GS, Ewers M, Farlow MR, Fox NC, Ghetti B, Graff-Radford NR, Hassenstab J, Jucker M, Karch CM, Kuhle J, Laske C, Levin J, Masters CL, McDade E, Mori H, Morris JC, Perrin RJ, Preische O, Schofield PR, Suárez-Calvet M, Xiong C, Scheltens P, Teunissen CE, Visser PJ, Bateman RJ, Benzinger TLS, Fagan AM, Gordon BA, Tijms BM. Axonal damage and inflammation response are biological correlates of decline in small-world values: a cohort study in autosomal dominant Alzheimer's disease. Brain Commun 2024; 6:fcae357. [PMID: 39440304 PMCID: PMC11495221 DOI: 10.1093/braincomms/fcae357] [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: 07/11/2023] [Revised: 08/22/2024] [Accepted: 10/07/2024] [Indexed: 10/25/2024] Open
Abstract
The grey matter of the brain develops and declines in coordinated patterns during the lifespan. Such covariation patterns of grey matter structure can be quantified as grey matter networks, which can be measured with magnetic resonance imaging. In Alzheimer's disease, the global organization of grey matter networks becomes more random, which is captured by a decline in the small-world coefficient. Such decline in the small-world value has been robustly associated with cognitive decline across clinical stages of Alzheimer's disease. The biological mechanisms causing this decline in small-world values remain unknown. Cerebrospinal fluid (CSF) protein biomarkers are available for studying diverse pathological mechanisms in humans and can provide insight into decline. We investigated the relationships between 10 CSF proteins and small-world coefficient in mutation carriers (N = 219) and non-carriers (N = 136) of the Dominantly Inherited Alzheimer Network Observational study. Abnormalities in Amyloid beta, Tau, synaptic (Synaptosome associated protein-25, Neurogranin) and neuronal calcium-sensor protein (Visinin-like protein-1) preceded loss of small-world coefficient by several years, while increased levels in CSF markers for inflammation (Chitinase-3-like protein 1) and axonal injury (Neurofilament light) co-occurred with decreasing small-world values. This suggests that axonal loss and inflammation play a role in structural grey matter network changes.
Collapse
Affiliation(s)
- Lisa Vermunt
- Alzheimer center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Programme Neurodegeneration, Amsterdam University Medical Centers, Vrije Universiteit, 1081 HZ Amsterdam, The Netherlands
- Neurochemistry Laboratory, Departmentt of Laboratory Medicine, Amsterdam Neuroscience, Programme Neurodegeneration, Amsterdam University Medical Centers, Vrije Universiteit, 1081 HZ Amsterdam, The Netherlands
| | | | - Ellen Dicks
- Alzheimer center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Programme Neurodegeneration, Amsterdam University Medical Centers, Vrije Universiteit, 1081 HZ Amsterdam, The Netherlands
- Department of Neurology, Mayo Clinic, Rochester, MN 55905, USA
| | - Diederick M de Leeuw
- Alzheimer center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Programme Neurodegeneration, Amsterdam University Medical Centers, Vrije Universiteit, 1081 HZ Amsterdam, The Netherlands
| | - Ricardo F Allegri
- Instituto de Investigaciones Neurológicas FLENI, Buenos Aires, Argentina
| | - Sarah B Berman
- Department of Neurology, Alzheimer’s Disease Research Center, and Pittsburgh Institute for Neurodegenerative Diseases, University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - David M Cash
- Dementia Research Centre, UCL Queen Square Institute of Neurology, London WC1N 3AR, UK
| | - Jasmeer P Chhatwal
- Department of Neurology, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Carlos Cruchaga
- Washington University School of Medicine, St. Louis, MO 63110, USA
| | | | - Michael Ewers
- Institute for Stroke and Dementia Research, University Hospital, Ludwig-Maximilian-University Munich, 81377 Munich, Germany
- German Center for Neurodegenerative Diseases (DZNE), 37075 Göttingen, Germany
| | - Martin R Farlow
- Department of Pathology and Laboratory Medicine, Indiana University, Indianapolis, IN 46202, USA
| | - Nick C Fox
- Dementia Research Institute at UCL, University College London Institute of Neurology, London W1T 7NF, UK
- Department of Neurodegenerative Disease, Dementia Research Centre, London WC1N 3AR, UK
| | - Bernardino Ghetti
- Section for Dementia Research, Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy, University of Tübingen, 72076 Tübingen, Germany
| | | | - Jason Hassenstab
- Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Mathias Jucker
- German Center for Neurodegenerative Diseases (DZNE), 37075 Göttingen, Germany
- Section for Dementia Research, Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy, University of Tübingen, 72076 Tübingen, Germany
| | - Celeste M Karch
- Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Jens Kuhle
- Neurologic Clinic and Policlinic, University Hospital and University Basel, 4031 Basel, Switzerland
| | - Christoph Laske
- German Center for Neurodegenerative Diseases (DZNE), 37075 Göttingen, Germany
- Section for Dementia Research, Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy, University of Tübingen, 72076 Tübingen, Germany
| | - Johannes Levin
- German Center for Neurodegenerative Diseases (DZNE), 37075 Göttingen, Germany
- Ludwig-Maximilians-Universität München, D-80539 München, Germany
| | - Colin L Masters
- Florey Institute, Melbourne, Parkville Vic 3052, Australia
- The University of Melbourne, Melbourne, Parkville Vic 3052, Australia
| | - Eric McDade
- Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Hiroshi Mori
- Department of Clinical Neuroscience, Osaka City University Medical School, 558-8585 Osaka, Japan
| | - John C Morris
- Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Richard J Perrin
- Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Oliver Preische
- German Center for Neurodegenerative Diseases (DZNE), 37075 Göttingen, Germany
- Section for Dementia Research, Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy, University of Tübingen, 72076 Tübingen, Germany
| | - Peter R Schofield
- Neuroscience Research Australia & School of Medical Sciences, NSW 2052 Sydney, Sydney, Australia
| | - Marc Suárez-Calvet
- Barcelonaβeta Brain Research Center (BBRC), Pasqual Maragall Foundation, 08005 Barcelona, Spain
- IMIM (Hospital del Mar Medical Research Institute), 08003 Barcelona, Spain
- Servei de Neurologia, Hospital del Mar, 08003 Barcelona, Spain
| | - Chengjie Xiong
- Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Philip Scheltens
- Alzheimer center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Programme Neurodegeneration, Amsterdam University Medical Centers, Vrije Universiteit, 1081 HZ Amsterdam, The Netherlands
- Life Science Partners, 1071 DV Amsterdam, The Netherlands
| | - Charlotte E Teunissen
- Neurochemistry Laboratory, Departmentt of Laboratory Medicine, Amsterdam Neuroscience, Programme Neurodegeneration, Amsterdam University Medical Centers, Vrije Universiteit, 1081 HZ Amsterdam, The Netherlands
| | - Pieter Jelle Visser
- Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Alzheimer Center Limburg, Maastricht University, 6229 ER Maastricht, Netherlands
| | | | | | - Anne M Fagan
- Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Brian A Gordon
- Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Betty M Tijms
- Alzheimer center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Programme Neurodegeneration, Amsterdam University Medical Centers, Vrije Universiteit, 1081 HZ Amsterdam, The Netherlands
| |
Collapse
|
26
|
Son HJ, Kim JS, Bateman RJ, Kim S, Llibre-Guerra JJ, Day GS, Chhatwal JP, Berman SB, Schofield PR, Jucker M, Levin J, Lee JH, Perrin RJ, Morris JC, Cruchaga C, Hassenstab J, Salloway SP, Lee JH, Daniels A. Association of Resilience-Related Life Experiences on Variability on Age of Onset in Dominantly Inherited Alzheimer Disease. Neurology 2024; 103:e209766. [PMID: 39270149 PMCID: PMC11399067 DOI: 10.1212/wnl.0000000000209766] [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: 01/16/2024] [Accepted: 06/25/2024] [Indexed: 09/15/2024] Open
Abstract
BACKGROUND AND OBJECTIVES It remains unknown whether the associations between protective lifestyles and sporadic dementia risk reported in observational studies also affect age at symptom onset (AAO) in autosomal dominant Alzheimer disease (ADAD) with predominant genetic influences. We investigated the associations between resilience-related life experiences and interindividual AAO variability in ADAD. METHODS We performed a longitudinal and confirmatory analysis of the Dominantly Inherited Alzheimer Network prospective observational cohort (January 2009-June 2018, follow-up duration 2.13 ± 2.22 years), involving clinical, CSF, and lifestyle/behavioral assessments. We performed a 2-pronged comprehensive resilience assessment in each cohort. Cohort 1, incorporating the general resilience definition (cognitive maintenance [Clinical Dementia Rating = 0] despite high pathology), included carriers during the periods of significant CSFp-tau181 variability and grouped into resilience/resistance outcome bins according to the dichotomous pathologic and cognitive statuses, subcategorized by the estimated years from expected symptom onset (EYO). Cohort 2, focused on ADAD-specific genetically determined time frame characterizing the onset predictability, included asymptomatic participants with available preclinical lifestyle data and AAO outcomes and grouped into delayed or earlier AAO relative to the parental AAO. Associations of cognitive, CSFp-tau181, and lifestyle/behavioral predictors with binary outcomes were investigated using logistic regression. RESULTS Of 320 carriers (age 38.19 ± 10.94 years, female 56.25%), cohort 1 included 218 participants (39.00 ± 9.37 years, 57.34%) and cohort 2 included 28 participants (43.34 ± 7.40 years, 71.43%). In cohort 1, 218 carriers after -20 EYO, when the interindividual variability (SD) of CSFp-tau181 first became more than twice greater in carriers than in noncarriers, were grouped into low-risk control (asymptomatic, low pathology, n = 103), high-resilience (asymptomatic despite high pathology, n = 60), low-resilience (symptomatic despite low pathology, n = 15), and susceptible control (symptomatic, high pathology, n = 40) groups. Multivariable predictors of high resilience, controlling for age and depression, included higher conscientiousness (odds ratio 1.051 [95% CI 1.016-1.086], p = 0.004), openness to experience (1.068 [1.005-1.135], p = 0.03) (vs. susceptible controls), and agreeableness (1.082 [1.015-1.153], p = 0.02) (vs. low resilience). From 1 to 3 years before parental AAO (cohort 2), the multivariable predictor of delayed AAO, controlling for CSFp-tau181, was higher conscientiousness (0.916 [0.845-0.994], p = 0.036). DISCUSSION Among the cognitively and socially integrated life experiences associated with resilience, measures of conscientiousness were useful indicators for evaluating resilience and predicting future dementia onset in late preclinical ADAD.
Collapse
Affiliation(s)
- Hye Joo Son
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Jae Seung Kim
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Randall J Bateman
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Seonok Kim
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Jorge J Llibre-Guerra
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Gregory S Day
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Jasmeer P Chhatwal
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Sarah B Berman
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Peter R Schofield
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Mathias Jucker
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Johannes Levin
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Jae-Hong Lee
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Richard J Perrin
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - John C Morris
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Carlos Cruchaga
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Jason Hassenstab
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Stephen P Salloway
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Jai-Hyuen Lee
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Alisha Daniels
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| |
Collapse
|
27
|
Sekiya M, Sakakibara Y, Hirota Y, Ito N, Chikamatsu S, Takei K, Nishijima R, Iijima KM. Decreased plasma nicotinamide and altered NAD + metabolism in glial cells surrounding Aβ plaques in a mouse model of Alzheimer's disease. Neurobiol Dis 2024; 202:106694. [PMID: 39374707 DOI: 10.1016/j.nbd.2024.106694] [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: 02/20/2024] [Revised: 10/03/2024] [Accepted: 10/03/2024] [Indexed: 10/09/2024] Open
Abstract
Alzheimer's disease (AD) is a progressive neurodegenerative disease and a leading cause of senile dementia. Amyloid-β (Aβ) accumulation triggers chronic neuroinflammation, initiating AD pathogenesis. Recent clinical trials for anti-Aβ immunotherapy underscore that blood-based biomarkers have significant advantages and applicability over conventional diagnostics and are an unmet clinical need. To further advance ongoing clinical trials and identify novel therapeutic targets for AD, developing additional plasma biomarkers closely associated with pathogenic mechanisms downstream of Aβ accumulation is critically important. To identify plasma metabolites reflective of neuroinflammation caused by Aβ pathology, we performed untargeted metabolomic analyses of the plasma by capillary electrophoresis time-of-flight mass spectrometry (CE-TOFMS) and analyzed the potential roles of the identified metabolic changes in the brain neuroinflammatory response using the female App knock-in (AppNLGF) mouse model of Aβ amyloidosis. The CE-TOFMS analysis of plasma samples from female wild-type (WT) and AppNLGF mice revealed that plasma levels of nicotinamide, a nicotinamide adenine dinucleotide (NAD+) precursor, were decreased in AppNLGF mice, and altered metabolite profiles were enriched for nicotinate/nicotinamide metabolism. In AppNLGF mouse brains, NAD+ levels were unaltered, but mRNA levels of NAD+-synthesizing nicotinate phosphoribosyltransferase (Naprt) and NAD+-degrading Cd38 genes were increased. These enzymes were induced in reactive astrocytes and microglia surrounding Aβ plaques in the cortex and hippocampus of female AppNLGF mouse brains, suggesting neuroinflammation increases NAD+ metabolism. This study suggests plasma nicotinamide could be indicative of the neuroinflammatory response and that nicotinate and nicotinamide metabolism are potential therapeutic targets for AD, by targeting both neuroinflammation and neuroprotection.
Collapse
Affiliation(s)
- Michiko Sekiya
- Department of Neurogenetics, Center for Development of Advanced Medicine for Dementia, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan; Department of Experimental Gerontology, Graduate School of Pharmaceutical Sciences, Nagoya City University, Nagoya, Japan.
| | - Yasufumi Sakakibara
- Department of Neurogenetics, Center for Development of Advanced Medicine for Dementia, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan
| | - Yu Hirota
- Department of Neurogenetics, Center for Development of Advanced Medicine for Dementia, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan; Reseach Fellow of Japan Society for the Promotion of Science, Tokyo, Japan
| | - Naoki Ito
- Brain-Skeletal Muscle Connection in Aging Project Team, Geroscience Research Center, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan
| | - Sachie Chikamatsu
- Department of Neurogenetics, Center for Development of Advanced Medicine for Dementia, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan; Department of Experimental Gerontology, Graduate School of Pharmaceutical Sciences, Nagoya City University, Nagoya, Japan
| | - Kimi Takei
- Department of Neurogenetics, Center for Development of Advanced Medicine for Dementia, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan
| | - Risa Nishijima
- Department of Neurogenetics, Center for Development of Advanced Medicine for Dementia, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan
| | - Koichi M Iijima
- Department of Neurogenetics, Center for Development of Advanced Medicine for Dementia, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan; Department of Experimental Gerontology, Graduate School of Pharmaceutical Sciences, Nagoya City University, Nagoya, Japan.
| |
Collapse
|
28
|
Lee R, Kim G, Kim S. Co-activation of selective nicotinic acetylcholine receptor subtypes is required to reverse hippocampal network dysfunction and prevent fear memory loss in Alzheimer's disease. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.07.08.602576. [PMID: 39026693 PMCID: PMC11257460 DOI: 10.1101/2024.07.08.602576] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/20/2024]
Abstract
Alzheimer's disease (AD) is the most common form of dementia with no known cause and cure. Research suggests that a reduction of GABAergic inhibitory interneurons' activity in the hippocampus by beta-amyloid peptide (Aβ) is a crucial trigger for cognitive impairment in AD via hyperexcitability. Therefore, enhancing hippocampal inhibition is thought to be protective against AD. However, hippocampal inhibitory cells are highly diverse, and these distinct interneuron subtypes differentially regulate hippocampal inhibitory circuits and cognitive processes. Moreover, Aβ unlikely affects all subtypes of inhibitory interneurons in the hippocampus equally. Hence, identifying the affected interneuron subtypes in AD to enhance hippocampal inhibition optimally is conceptually and practically challenging. We have previously found that Aβ selectively binds to two of the three major hippocampal nicotinic acetylcholine receptor (nAChR) subtypes, α7- and α4β2-nAChRs, but not α3β4-nAChRs, and inhibits these two receptors in cultured hippocampal inhibitory interneurons to decrease their activity, leading to hyperexcitation and synaptic dysfunction in excitatory neurons. We have also revealed that co-activation of α7- and α4β2-nAChRs is required to reverse the Aβ-induced adverse effects in hippocampal excitatory neurons. Here, we discover that α7- and α4β2-nAChRs predominantly control the nicotinic cholinergic signaling and neuronal activity in hippocampal parvalbumin-positive (PV+) and somatostatin-positive (SST+) inhibitory interneurons, respectively. Furthermore, we reveal that co-activation of these receptors is necessary to reverse hippocampal network dysfunction and fear memory loss in the amyloid pathology model mice. We thus suggest that co-activation of PV+ and SST+ cells is a novel strategy to reverse hippocampal dysfunction and cognitive decline in AD.
Collapse
|
29
|
Chen J, Zhao X, Liu H, Wang K, Xu X, Wang S, Li M, Zheng R, Zhou L, Bi Y, Xu Y. Association of systolic blood pressure variability with cognitive decline in type 2 diabetes: A post hoc analysis of a randomized clinical trial. J Diabetes 2024; 16:e70020. [PMID: 39470149 PMCID: PMC11519988 DOI: 10.1111/1753-0407.70020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Revised: 09/16/2024] [Accepted: 10/09/2024] [Indexed: 10/30/2024] Open
Abstract
BACKGROUND We aimed to explore the association between visit-to-visit systolic blood pressure variability (BPV) and cognitive function in individuals with type 2 diabetes. METHODS We performed a post hoc analysis of the Action to Control Cardiovascular Risk in Diabetes Memory in Diabetes (ACCORD-MIND) substudy. A total of 2867 diabetes patients with ≥3 BP measurements between the 4- and 20-month visits were included. Visit-to-visit systolic BPV was calculated. Cognitive decline was defined as a Mini-Mental State Exam (MMSE), Digit Symbol Substitution Test (DSST), or Rey Auditory Verbal Learning Test (RAVLT) score greater than 1 standard deviation (SD) below the baseline mean, or a Stroop test score more than 1 SD above the baseline mean. The associations of systolic BPV with risks of cognitive decline were examined using Cox proportional hazards models, and with changes in brain magnetic resonance imaging parameters were evaluated using mixed models. RESULTS The risk of cognitive decline defined by the DSST score (but not by other scores) increased significantly with systolic BPV quartiles (p for trend = 0.008), and there was a 55% increased risk for BPV quartile 4 versus quartile 1 (hazard ratio = 1.55, 95% confidence interval 1.10-2.19). Furthermore, a positive correlation was observed between systolic BPV and change in white matter lesion volume (β = 0.07, 95% CI 0.01-0.13). CONCLUSIONS A greater visit-to-visit systolic BPV was significantly associated with an increased risk of cognitive decline measured by DSST and an increase in white matter lesion volume in patients with type 2 diabetes.
Collapse
Affiliation(s)
- Junmin Chen
- School of Integrative MedicineShanghai University of Traditional Chinese MedicineShanghaiChina
- Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
- National Clinical Research Center for Metabolic Diseases (Shanghai), Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission, National Research Center for Translational Medicine, State Key Laboratory of Medical Genomics, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
| | - Xuan Zhao
- Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
- National Clinical Research Center for Metabolic Diseases (Shanghai), Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission, National Research Center for Translational Medicine, State Key Laboratory of Medical Genomics, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
| | - Huidan Liu
- School of Integrative MedicineShanghai University of Traditional Chinese MedicineShanghaiChina
- Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
- National Clinical Research Center for Metabolic Diseases (Shanghai), Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission, National Research Center for Translational Medicine, State Key Laboratory of Medical Genomics, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
| | - Kan Wang
- Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
- National Clinical Research Center for Metabolic Diseases (Shanghai), Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission, National Research Center for Translational Medicine, State Key Laboratory of Medical Genomics, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
| | - Xiaoli Xu
- Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
- National Clinical Research Center for Metabolic Diseases (Shanghai), Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission, National Research Center for Translational Medicine, State Key Laboratory of Medical Genomics, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
| | - Siyu Wang
- Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
- National Clinical Research Center for Metabolic Diseases (Shanghai), Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission, National Research Center for Translational Medicine, State Key Laboratory of Medical Genomics, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
| | - Mian Li
- Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
- National Clinical Research Center for Metabolic Diseases (Shanghai), Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission, National Research Center for Translational Medicine, State Key Laboratory of Medical Genomics, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
| | - Ruizhi Zheng
- Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
- National Clinical Research Center for Metabolic Diseases (Shanghai), Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission, National Research Center for Translational Medicine, State Key Laboratory of Medical Genomics, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
| | - Libin Zhou
- Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
- National Clinical Research Center for Metabolic Diseases (Shanghai), Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission, National Research Center for Translational Medicine, State Key Laboratory of Medical Genomics, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
| | - Yufang Bi
- School of Integrative MedicineShanghai University of Traditional Chinese MedicineShanghaiChina
- Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
- National Clinical Research Center for Metabolic Diseases (Shanghai), Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission, National Research Center for Translational Medicine, State Key Laboratory of Medical Genomics, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
| | - Yu Xu
- Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
- National Clinical Research Center for Metabolic Diseases (Shanghai), Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission, National Research Center for Translational Medicine, State Key Laboratory of Medical Genomics, Ruijin HospitalShanghai Jiaotong University School of MedicineShanghaiChina
| |
Collapse
|
30
|
You J, Guo Y, Wang YJ, Zhang Y, Wang HF, Wang LB, Kang JJ, Feng JF, Yu JT, Cheng W. Clinical trajectories preceding incident dementia up to 15 years before diagnosis: a large prospective cohort study. Mol Psychiatry 2024; 29:3097-3105. [PMID: 38678085 DOI: 10.1038/s41380-024-02570-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Revised: 04/16/2024] [Accepted: 04/17/2024] [Indexed: 04/29/2024]
Abstract
BACKGROUND Dementia has a long prodromal stage with various pathophysiological manifestations; however, the progression of pre-diagnostic changes remains unclear. We aimed to determine the evolutional trajectories of multiple-domain clinical assessments and health conditions up to 15 years before the diagnosis of dementia. METHODS Data was extracted from the UK-Biobank, a longitudinal cohort that recruited over 500,000 participants from March 2006 to October 2010. Each demented subject was matched with 10 healthy controls. We performed logistic regressions on 400 predictors covering a comprehensive range of clinical assessments or health conditions. Their evolutional trajectories were quantified using adjusted odds ratios (ORs) and FDR-corrected p-values under consecutive timeframes preceding the diagnosis of dementia. FINDINGS During a median follow-up of 13.7 [Interquartile range, IQR 12.9-14.2] years until July 2022, 7620 subjects were diagnosed with dementia. In general, upon approaching the diagnosis, demented subjects witnessed worse functional assessments and a higher prevalence of health conditions. Associations up to 15 years preceding the diagnosis comprised declined physical strength (hand grip strength, OR 0.65 [0.63-0.67]), lung dysfunction (peak expiratory flow, OR 0.78 [0.76-0.81]) and kidney dysfunction (cystatin C, OR 1.13 [1.11-1.16]), comorbidities of coronary heart disease (OR 1.78 [1.67-1.91]), stroke (OR 2.34 [2.1-1.37]), diabetes (OR 2.03 [1.89-2.18]) and a series of mental disorders. Cognitive functions in multiple tests also demonstrate decline over a decade before the diagnosis. Inadequate activity (3-5 year, overall time of activity, OR 0.82 [0.73-0.92]), drowsiness (3-5 year, sleep duration, OR 1.13 [1.04-1.24]) and weight loss (0-5 year, weight, OR 0.9 [0.83-0.98]) only exhibited associations within five years before the diagnosis. In addition, serum biomarkers of enriched endocrine, dysregulations of ketones, deficiency of brand-chain amino acids and polyunsaturated fatty acids were found in a similar prodromal time window and can be witnessed as the last pre-symptomatic conditions before the diagnosis. INTERPRETATION Our findings present a comprehensive temporal-diagnostic landscape preceding incident dementia, which could improve selection for preventive and early disease-modifying treatment trials.
Collapse
Affiliation(s)
- Jia You
- Institute of Science and Technology for Brain-Inspired Intelligence, Department of Neurology, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Fudan University, Shanghai, China
| | - Yu Guo
- Institute of Science and Technology for Brain-Inspired Intelligence, Department of Neurology, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Fudan University, Shanghai, China
| | - Yu-Jia Wang
- Institute of Science and Technology for Brain-Inspired Intelligence, Department of Neurology, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Fudan University, Shanghai, China
| | - Yi Zhang
- Institute of Science and Technology for Brain-Inspired Intelligence, Department of Neurology, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Fudan University, Shanghai, China
| | - Hui-Fu Wang
- Institute of Science and Technology for Brain-Inspired Intelligence, Department of Neurology, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Fudan University, Shanghai, China
| | - Lin-Bo Wang
- Institute of Science and Technology for Brain-Inspired Intelligence, Department of Neurology, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Fudan University, Shanghai, China
| | - Ju-Jiao Kang
- Institute of Science and Technology for Brain-Inspired Intelligence, Department of Neurology, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Fudan University, Shanghai, China
| | - Jian-Feng Feng
- Institute of Science and Technology for Brain-Inspired Intelligence, Department of Neurology, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Fudan University, Shanghai, China.
- Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University), Ministry of Education, Shanghai, China.
- Zhangjiang Fudan International Innovation Center, Shanghai, China.
- School of Data Science, Fudan University, Shanghai, China.
- Fudan ISTBI-ZJNU Algorithm Centre for Brain-inspired Intelligence, Zhejiang Normal University, Zhejiang, China.
| | - Jin-Tai Yu
- Institute of Science and Technology for Brain-Inspired Intelligence, Department of Neurology, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Fudan University, Shanghai, China.
| | - Wei Cheng
- Institute of Science and Technology for Brain-Inspired Intelligence, Department of Neurology, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Fudan University, Shanghai, China.
- Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University), Ministry of Education, Shanghai, China.
- Fudan ISTBI-ZJNU Algorithm Centre for Brain-inspired Intelligence, Zhejiang Normal University, Zhejiang, China.
- Shanghai Medical College and Zhongshan Hospital Immunotherapy Technology Transfer Center, Shanghai, China.
| |
Collapse
|
31
|
Salmon E, Collette F, Bastin C. Cerebral glucose metabolism in Alzheimer's disease. Cortex 2024; 179:50-61. [PMID: 39141935 DOI: 10.1016/j.cortex.2024.07.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2024] [Revised: 07/05/2024] [Accepted: 07/25/2024] [Indexed: 08/16/2024]
Abstract
18F-fluoro-deoxy-glucose positron emission tomography (FDG-PET) is a useful paraclinical exam for the diagnosis of Alzheimer's disease (AD). In this narrative review, we report seminal studies in clinically probable AD that have shown the importance of posterior brain metabolic decrease and the paradoxical variability of the hippocampal metabolism. The FDG-PET pattern was a sensitive indicator of AD in pathologically confirmed cases and it was used for differential diagnosis of dementia conditions. In prodromal AD, the AD FDG-PET pattern was observed in converters and predicted conversion. Automated data analysis techniques provided variable accuracy according to the reported indices and machine learning methods showed variable reliability of results. FDG-PET could confirm AD clinical heterogeneity and image data driven analyses identified hypometabolic subtypes with variable involvement of the hippocampus, reminiscent if the paradoxical FDG uptake. In studies dedicated to clinical and metabolic correlations, episodic memory was related to metabolism in the default mode network (and Papez's circuit) in prodromal and mild AD stages, and specific cognitive processes were associated to precisely distributed brain metabolism. Cerebral metabolic correlates of anosognosia could also be related to current neuropsychological models. AD FDG-PET pattern was reported in preclinical AD stages and related to cognition or to conversion to mild cognitive impairment (MCI). Using other biomarkers, the AD FDG-PET pattern was confirmed in AD participants with positive PET-amyloid. Intriguing observations reported increased metabolism related to brain amyloid and/or tau deposition. Preserved glucose metabolism sometimes appear as a compensation, but it was frequently detrimental and the nature of such a preservation of glucose metabolism remains an open question. Limbic metabolic involvement was frequently related to non-AD biomarkers profile and clinical stability, and it was reported in non-AD pathologies, such as the limbic predominant age-related encephalopathy (LATE). FDG-PET abnormalities observed in the absence of classical AD proteinopathies can be useful to search for pathological mechanisms and differential diagnosis of AD.
Collapse
Affiliation(s)
- Eric Salmon
- GIGA Research, CRC Human Imaging, University of Liege, Liege, Belgium.
| | - Fabienne Collette
- GIGA Research, CRC Human Imaging, University of Liege, Liege, Belgium.
| | - Christine Bastin
- GIGA Research, CRC Human Imaging, University of Liege, Liege, Belgium.
| |
Collapse
|
32
|
Saha P, Sisodia SS. Role of the gut microbiome in mediating sex-specific differences in the pathophysiology of Alzheimer's disease. Neurotherapeutics 2024; 21:e00426. [PMID: 39054179 DOI: 10.1016/j.neurot.2024.e00426] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2024] [Revised: 07/17/2024] [Accepted: 07/17/2024] [Indexed: 07/27/2024] Open
Abstract
Alzheimer's disease (AD) presents distinct pathophysiological features influenced by biological sex, with women disproportionately affected due to sex-specific genetic, hormonal, and epigenetic factors. This review delves into three critical areas of sex differences in AD: First, we explore how genetic predisposition and hormonal changes, particularly those involving sex-specific modifications, influence susceptibility and progression of the disease. Second, we examine the neuroimmune dynamics in AD, emphasizing variations in microglial activity between sexes during crucial developmental stages and the effects of hormonal interventions on disease outcomes. Crucially, this review highlights the significant role of gut microbiome perturbations in shaping AD pathophysiology in a sex-specific manner, suggesting that these alterations can further influence microglial activity and overall disease trajectory. Third, we provide a viewpoint that advocates for personalized therapeutic strategies that integrate the understanding of hormonal fluctuations and microbiome dynamics into treatment plans in order to optimize patient outcomes.
Collapse
Affiliation(s)
- Piyali Saha
- Department of Neurobiology, The University of Chicago, Chicago, IL, USA.
| | - Sangram S Sisodia
- Department of Neurobiology, The University of Chicago, Chicago, IL, USA.
| |
Collapse
|
33
|
Davies-Jenkins CW, Workman CI, Hupfeld KE, Zöllner HJ, Leoutsakos JM, Kraut MA, Barker PB, Smith GS, Oeltzschner G. Multimodal investigation of neuropathology and neurometabolites in mild cognitive impairment and late-life depression with 11C-PiB beta-amyloid PET and 7T magnetic resonance spectroscopy. Neurobiol Aging 2024; 142:27-40. [PMID: 39111221 DOI: 10.1016/j.neurobiolaging.2024.06.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Revised: 06/10/2024] [Accepted: 06/13/2024] [Indexed: 09/02/2024]
Abstract
Positron emission tomography (PET) and magnetic resonance spectroscopy (1H-MRS) are complementary techniques that can be applied to study how proteinopathy and neurometabolism relate to cognitive deficits in preclinical stages of Alzheimer's disease (AD)-mild cognitive impairment (MCI) and late-life depression (LLD). We acquired beta-amyloid (Aβ) PET and 7 T 1H-MRS measures of GABA, glutamate, glutathione, N-acetylaspartate, N-acetylaspartylglutamate, myo-inositol, choline, and lactate in the anterior and posterior cingulate cortices (ACC, PCC) in 13 MCI and 9 LLD patients, and 13 controls. We used linear regression to examine associations between metabolites, Aβ, and cognitive scores, and whether metabolites and Aβ explained cognitive scores better than Aβ alone. In the ACC, higher Aβ was associated with lower GABA in controls but not MCI or LLD patients, but results depended upon MRS data quality control criteria. Greater variance in California Verbal Learning Test scores was better explained by a model that combined ACC glutamate and Aβ deposition than by models that only included one of these variables. These findings identify preliminary associations between Aβ, neurometabolites, and cognition.
Collapse
Affiliation(s)
- Christopher W Davies-Jenkins
- The Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University School of Medicine, Baltimore, MD, USA; F.M. Kirby Research Center for Functional Brain Imaging, Kennedy Krieger Institute, Baltimore, MD, USA
| | - Clifford I Workman
- Division of Geriatric Psychiatry and Neuropsychiatry, Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA; Division of Nuclear Medicine and Molecular Imaging, Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Kathleen E Hupfeld
- The Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University School of Medicine, Baltimore, MD, USA; F.M. Kirby Research Center for Functional Brain Imaging, Kennedy Krieger Institute, Baltimore, MD, USA
| | - Helge J Zöllner
- The Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University School of Medicine, Baltimore, MD, USA; F.M. Kirby Research Center for Functional Brain Imaging, Kennedy Krieger Institute, Baltimore, MD, USA
| | - Jeannie-Marie Leoutsakos
- Division of Geriatric Psychiatry and Neuropsychiatry, Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA; Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Michael A Kraut
- The Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Peter B Barker
- The Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University School of Medicine, Baltimore, MD, USA; F.M. Kirby Research Center for Functional Brain Imaging, Kennedy Krieger Institute, Baltimore, MD, USA
| | - Gwenn S Smith
- Division of Geriatric Psychiatry and Neuropsychiatry, Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA; Division of Nuclear Medicine and Molecular Imaging, Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
| | - Georg Oeltzschner
- The Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University School of Medicine, Baltimore, MD, USA; F.M. Kirby Research Center for Functional Brain Imaging, Kennedy Krieger Institute, Baltimore, MD, USA
| |
Collapse
|
34
|
Zondagh LS, Malan SF, Joubert J. Edaravone N-benzyl pyridinium derivatives: BACE-1 inhibition, kinetics and in silico binding pose determination. Eur J Pharm Sci 2024; 201:106869. [PMID: 39102997 DOI: 10.1016/j.ejps.2024.106869] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2024] [Revised: 07/08/2024] [Accepted: 08/02/2024] [Indexed: 08/07/2024]
Abstract
BACE-1 plays a pivotal role in the production of β-amyloid (Aβ) peptides, implicated in Alzheimer's Disease (AD) pathology. We previously described edaravone N-benzyl pyridinium derivatives (EBPDs) that exhibited multifunctional activity against multiple AD targets. In this study we explored the EBPDs BACE-1 inhibitory activity to potentially enhance the compounds therapeutic profile. The EBPDs exhibited moderate BACE-1 inhibitory activity (IC50 = 44.10 µM - 123.70 µM) and obtained IC50 values between 2.0 and 5.8-fold greater than resveratrol, a known BACE-1 inhibitor (IC50 = 253.20 µM), in this assay. Compound 3 was the most potent inhibitor with an IC50 of 44.10 µM and a Ki of 19.96 µM and a mixed-type mode of inhibition that favored binding in a competitive manner. Molecular docking identified crucial interactions with BACE-1 active site residues, supported by 100 ns MD simulations. The study highlighted the EBPDs therapeutic potential as BACE-1 inhibitors and multifunctional anti-AD therapeutic agents.
Collapse
Affiliation(s)
- L S Zondagh
- Pharmaceutical Chemistry, School of Pharmacy, University of the Western Cape, Cape Town, Western Cape 7535, South Africa
| | - S F Malan
- Pharmaceutical Chemistry, School of Pharmacy, University of the Western Cape, Cape Town, Western Cape 7535, South Africa
| | - J Joubert
- Pharmaceutical Chemistry, School of Pharmacy, University of the Western Cape, Cape Town, Western Cape 7535, South Africa.
| |
Collapse
|
35
|
Nissim NR, Fudge MR, Lachner C, Babulal GM, Allyse MA, Graff-Radford NR, Lucas JA, Day GS. Age-Specific Barriers and Facilitators to Research Participation Amongst African Americans in Observational Studies of Memory and Aging. J Racial Ethn Health Disparities 2024; 11:2796-2805. [PMID: 37555913 PMCID: PMC10853486 DOI: 10.1007/s40615-023-01741-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 07/15/2023] [Accepted: 07/27/2023] [Indexed: 08/10/2023]
Abstract
BACKGROUND Black/African Americans experience a high burden of Alzheimer disease and related dementias yet are critically underrepresented in corresponding research. Understanding barriers and facilitators to research participation among younger and older African Americans is necessary to inform age-specific strategies to promote equity in studies of early- and late-onset neurodegenerative diseases. STUDY DESIGN Survey respondents (n = 240) rated barriers and facilitators of research participation. Age-specific differences were evaluated using nonparametric Kruskal-Wallis tests across respondents aged 18-44 years (n = 76), 45-64 years (n = 83), and ≥ 65 years (n = 81). Strategies to mitigate barriers and promote facilitators were further explored via community-based focus groups. Pooled frequency of common themes discussed in focus groups were evaluated and compared across different ages including ≥ 45 years, ≥ 65 years, and mixed ages ≥ 45 years. RESULTS Younger respondents (aged 18-44 and 45-64 years) expressed a greater need for flexibility in when, where, and how research testing takes place versus adults ≥ 65 years. Focus groups emphasized long-lasting consequences of systemic racism and the need to build and foster trust to resolve barriers and promote research engagement amongst African Americans. DISCUSSION Age-specific strategies are needed to increase engagement, address recruitment disparities, and promote retention of African American participants in memory and aging studies across the lifespan.
Collapse
Affiliation(s)
- Nicole R Nissim
- Department of Neurology, Mayo Clinic, Jacksonville, FL, 32224, USA
| | - Michelle R Fudge
- Department of Neurology, Mayo Clinic, Jacksonville, FL, 32224, USA
| | - Christian Lachner
- Department of Neurology, Mayo Clinic, Jacksonville, FL, 32224, USA
- Department of Psychiatry and Psychology, Mayo Clinic, Jacksonville, FL, 32224, USA
| | | | - Megan A Allyse
- Department of Health Sciences Research, Mayo Clinic, Jacksonville, FL, 32224, USA
| | | | - John A Lucas
- Department of Psychiatry and Psychology, Mayo Clinic, Jacksonville, FL, 32224, USA
| | - Gregory S Day
- Department of Neurology, Mayo Clinic, Jacksonville, FL, 32224, USA.
| |
Collapse
|
36
|
Qin H, Zhou L, Haque FT, Martin-Jimenez C, Trang A, Benveniste EN, Wang Q. Diverse signaling mechanisms and heterogeneity of astrocyte reactivity in Alzheimer's disease. J Neurochem 2024; 168:3536-3557. [PMID: 37932959 DOI: 10.1111/jnc.16002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Revised: 10/10/2023] [Accepted: 10/11/2023] [Indexed: 11/08/2023]
Abstract
Alzheimer's disease (AD) affects various brain cell types, including astrocytes, which are the most abundant cell types in the central nervous system (CNS). Astrocytes not only provide homeostatic support to neurons but also actively regulate synaptic signaling and functions and become reactive in response to CNS insults through diverse signaling pathways including the JAK/STAT, NF-κB, and GPCR-elicited pathways. The advent of new technology for transcriptomic profiling at the single-cell level has led to increasing recognition of the highly versatile nature of reactive astrocytes and the context-dependent specificity of astrocyte reactivity. In AD, reactive astrocytes have long been observed in senile plaques and have recently been suggested to play a role in AD pathogenesis and progression. However, the precise contributions of reactive astrocytes to AD remain elusive, and targeting this complex cell population for AD treatment poses significant challenges. In this review, we summarize the current understanding of astrocyte reactivity and its role in AD, with a particular focus on the signaling pathways that promote astrocyte reactivity and the heterogeneity of reactive astrocytes. Furthermore, we explore potential implications for the development of therapeutics for AD. Our objective is to shed light on the complex involvement of astrocytes in AD and offer insights into potential therapeutic targets and strategies for treating and managing this devastating neurodegenerative disorder.
Collapse
Affiliation(s)
- Hongwei Qin
- Department of Cell, Developmental and Integrative Biology, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Lianna Zhou
- Department of Cell, Developmental and Integrative Biology, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Faris T Haque
- Department of Cell, Developmental and Integrative Biology, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Cynthia Martin-Jimenez
- Department of Neuroscience and Regenerative Medicine, Medical College of Georgia at Augusta University, Augusta, Georgia, USA
| | - Amy Trang
- Department of Neuroscience and Regenerative Medicine, Medical College of Georgia at Augusta University, Augusta, Georgia, USA
| | - Etty N Benveniste
- Department of Cell, Developmental and Integrative Biology, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Qin Wang
- Department of Neuroscience and Regenerative Medicine, Medical College of Georgia at Augusta University, Augusta, Georgia, USA
| |
Collapse
|
37
|
Carmona-Iragui M, O'Connor A, Llibre-Guerra J, Lao P, Ashton NJ, Fortea J, Sánchez-Valle R. Clinical and research application of fluid biomarkers in autosomal dominant Alzheimer's disease and Down syndrome. EBioMedicine 2024; 108:105327. [PMID: 39366843 DOI: 10.1016/j.ebiom.2024.105327] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2024] [Revised: 07/30/2024] [Accepted: 08/27/2024] [Indexed: 10/06/2024] Open
Abstract
Autosomal dominant Alzheimer's disease (ADAD) and Down syndrome (DS) constitute genetic forms of Alzheimer's disease (AD). The study of these forms has been crucial in understanding the biomarker changes and disease progression, notably in advancing our knowledge of the natural history of AD. However, some specific characteristics of biomarkers in genetically determined forms and, most importantly, the near full penetrance and predictability of disease onset lead to a very different context of use for biomarkers in these populations. This article delves into the similarities and differences in biomarker profiles between genetically determined AD and sporadic cases, discussing the implications for research and clinical practice. It also emphasizes the need to account for factors that may affect biomarker reliability differently in genetically determined AD. Enhancing our understanding of the disease will pave the way for more personalized therapeutic approaches for affected individuals.
Collapse
Affiliation(s)
- María Carmona-Iragui
- Sant Pau Memory Unit, Neurology Department. Hospital de la Santa Creu i Sant Pau- Biomedical Research Institute Sant Pau- Universitat Autònoma de Barcelona, Spain; Barcelona Down Medical Center, Fundació Catalana Síndrome de Down, Spain; Center of Biomedical Investigation Network for Neurodegenerative Diseases, CIBERNED, Spain.
| | - Antoinette O'Connor
- Department of Neurology, Tallaght University Hospital, Tallaght, Dublin 24, Ireland; Institute of Memory and Cognition, Tallaght University Hospital, Tallaght, Dublin 24, Ireland. antoinette.o'
| | - Jorge Llibre-Guerra
- Dominantly Inherited Alzheimer's Network Trials Unit, Department of Neurology, Washington University School of Medicine in St.Louis, USA.
| | - Patrick Lao
- G.H. Sergievsky Center and Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University Irving Medical Center, New York, NY, 10019, USA.
| | - Nicholas J Ashton
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience & Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; King's College London, Institute of Psychiatry, Psychology and Neuroscience, Maurice Wohl Institute Clinical Neuroscience Institute, London, UK; NIHR Biomedical Research Centre for Mental Health and Biomedical Research Unit for Dementia at South London and Maudsley NHS Foundation, London, UK; Centre for Age-Related Medicine, Stavanger University Hospital, Stavanger, Norway.
| | - Juan Fortea
- Sant Pau Memory Unit, Neurology Department. Hospital de la Santa Creu i Sant Pau- Biomedical Research Institute Sant Pau- Universitat Autònoma de Barcelona, Spain; Barcelona Down Medical Center, Fundació Catalana Síndrome de Down, Spain; Center of Biomedical Investigation Network for Neurodegenerative Diseases, CIBERNED, Spain.
| | - Raquel Sánchez-Valle
- Alzheimer's Disease and Other Cognitive Disorders Unit, Hospital Clínic de Barcelona, Fundació de Recerca Clínic Barcelona-IDIBAPS, University of Barcelona, Barcelona, Spain.
| |
Collapse
|
38
|
Paitel ER, Nielson KA. Inhibitory P300 subprocesses and neural compensation in genetic risk for Alzheimer's disease: The case for temporal-spatial principal component analysis. Psychophysiology 2024:e14693. [PMID: 39344966 DOI: 10.1111/psyp.14693] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2024] [Revised: 08/21/2024] [Accepted: 09/16/2024] [Indexed: 10/01/2024]
Abstract
The P300 event-related potential (ERP) is widely investigated in cognitive neuroscience, including related to aging, with smaller amplitudes and delayed latency consistently reported in Alzheimer's disease (AD). Given that AD-related neurological changes begin years before symptom onset, ERPs in asymptomatic elders with AD risk may characterize early changes. ERPs are seldom studied in this population. Yet, healthy carriers of apolipoprotein-E (APOE) ε4 have evidenced delayed P300 latencies, while P300 amplitude differences are seldom found. However, despite its frequent study, the specific cognitive processes reflected by P300 remain unclear. We propose that these challenges are due to the relatively long P300 window, which likely encompasses multiple underlying subprocesses that overlap in time. Temporal-spatial principal component analysis (tsPCA) maintains the high temporal resolution of EEG and is better suited to isolate processes that overlap in time. Thus, we interrogated APOE ε4 differences in P300 activity during successful stop-signal inhibitory control in healthy, cognitively intact older adults (25 ε4-, 20 ε4+), using both conventional ERP metrics (i.e., mean and peak amplitude) and P300 tsPCA factors. P300 amplitudes did not differ by ε4 using conventional metrics. tsPCA revealed two P300 factors in each ε4 group: first, a Posterior P300 (attention allocation) factor, and second, a relatively Anterior P300 (performance monitoring, evaluating, and updating) factor. tsPCA uniquely revealed greater activity in ε4+ vs. ε4- in Anterior P300. ε4 groups had comparable task performance, suggesting that greater P300 activity in ε4+ likely reflects neural compensation for ε4-related deficits, thereby enabling the maintenance of good task performance.
Collapse
Affiliation(s)
- Elizabeth R Paitel
- Department of Psychology, Marquette University, Milwaukee, Wisconsin, USA
| | - Kristy A Nielson
- Department of Psychology, Marquette University, Milwaukee, Wisconsin, USA
- Department of Neurology and the Center for Imaging Research, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
| |
Collapse
|
39
|
Xiao H, Wang J, Wan S. WIMOAD: Weighted Integration of Multi-Omics data for Alzheimer's Disease (AD) Diagnosis. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.25.614862. [PMID: 39386613 PMCID: PMC11463407 DOI: 10.1101/2024.09.25.614862] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 10/12/2024]
Abstract
As the most common subtype of dementia, Alzheimer's disease (AD) is characterized by a progressive decline in cognitive functions, especially in memory, thinking, and reasoning ability. Early diagnosis and interventions enable the implementation of measures to reduce or slow further regression of the disease, preventing individuals from severe brain function decline. The current framework of AD diagnosis depends on A/T/(N) biomarkers detection from cerebrospinal fluid or brain imaging data, which is invasive and expensive during the data acquisition process. Moreover, the pathophysiological changes of AD accumulate in amino acids, metabolism, neuroinflammation, etc., resulting in heterogeneity in newly registered patients. Recently, next generation sequencing (NGS) technologies have found to be a non-invasive, efficient and less-costly alternative on AD screening. However, most of existing studies rely on single omics only. To address these concerns, we introduce WIMOAD, a weighted integration of multi-omics data for AD diagnosis. WIMOAD synergistically leverages specialized classifiers for patients' paired gene expression and methylation data for multi-stage classification. The resulting scores were then stacked with MLP-based meta-models for performance improvement. The prediction results of two distinct meta-models were integrated with optimized weights for the final decision-making of the model, providing higher performance than using single omics only. Remarkably, WIMOAD achieves significantly higher performance than using single omics alone in the classification tasks. The model's overall performance also outperformed most existing approaches, highlighting its ability to effectively discern intricate patterns in multi-omics data and their correlations with clinical diagnosis results. In addition, WIMOAD also stands out as a biologically interpretable model by leveraging the SHapley Additive exPlanations (SHAP) to elucidate the contributions of each gene from each omics to the model output. We believe WIMOAD is a very promising tool for accurate AD diagnosis and effective biomarker discovery across different progression stages, which eventually will have consequential impacts on early treatment intervention and personalized therapy design on AD.
Collapse
Affiliation(s)
- Hanyu Xiao
- Department of Genetics, Cell Biology and Anatomy, University of Nebraska Medical Center, Omaha, NE, United States, 68198
| | - Jieqiong Wang
- Department of Neurological Sciences, University of Nebraska Medical Center, Omaha, NE, United States, 68198
| | - Shibiao Wan
- Department of Genetics, Cell Biology and Anatomy, University of Nebraska Medical Center, Omaha, NE, United States, 68198
| |
Collapse
|
40
|
Cousineau JP, Dawe AM, Alpaugh M. Investigating the Interplay between Cardiovascular and Neurodegenerative Disease. BIOLOGY 2024; 13:764. [PMID: 39452073 PMCID: PMC11505144 DOI: 10.3390/biology13100764] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/20/2024] [Revised: 09/18/2024] [Accepted: 09/21/2024] [Indexed: 10/26/2024]
Abstract
Neurological diseases, including neurodegenerative diseases (NDDs), are the primary cause of disability worldwide and the second leading cause of death. The chronic nature of these conditions and the lack of disease-modifying therapies highlight the urgent need for developing effective therapies. To accomplish this, effective models of NDDs are required to increase our understanding of underlying pathophysiology and for evaluating treatment efficacy. Traditionally, models of NDDs have focused on the central nervous system (CNS). However, evidence points to a relationship between systemic factors and the development of NDDs. Cardiovascular disease and related risk factors have been shown to modify the cerebral vasculature and the risk of developing Alzheimer's disease. These findings, combined with reports of changes to vascular density and blood-brain barrier integrity in other NDDs, such as Huntington's disease and Parkinson's disease, suggest that cardiovascular health may be predictive of brain function. To evaluate this, we explore evidence for disruptions to the circulatory system in murine models of NDDs, evidence of disruptions to the CNS in cardiovascular disease models and summarize models combining cardiovascular disruption with models of NDDs. In this study, we aim to increase our understanding of cardiovascular disease and neurodegeneration interactions across multiple disease states and evaluate the utility of combining model systems.
Collapse
Affiliation(s)
| | | | - Melanie Alpaugh
- Department of Molecular and Cellular Biology, University of Guelph, Guelph, ON N1G 2W1, Canada; (J.P.C.); (A.M.D.)
| |
Collapse
|
41
|
Johansson C, Thordardottir S, Laffita-Mesa J, Pannee J, Rodriguez-Vieitez E, Zetterberg H, Blennow K, Graff C. Gene-variant specific effects of plasma amyloid-β levels in Swedish autosomal dominant Alzheimer disease. Alzheimers Res Ther 2024; 16:207. [PMID: 39322953 PMCID: PMC11423518 DOI: 10.1186/s13195-024-01574-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2024] [Accepted: 09/11/2024] [Indexed: 09/27/2024]
Abstract
BACKGROUND Several blood-based biomarkers offer the opportunity of in vivo detection of brain pathology and neurodegeneration in Alzheimer disease with high specificity and sensitivity, but the performance of amyloid-β (Aβ) measurements remains under evaluation. Autosomal dominant Alzheimer disease (ADAD) with mutations in PSEN1, PSEN2 and APP can be studied as a model for sporadic Alzheimer disease. However, clarifying the genetic effects on the Aβ-levels in different matrices such as cerebrospinal fluid or plasma is crucial for generalizability and utility of data. We aimed to explore plasma Aβ concentrations over the Alzheimer disease continuum in a longitudinal cohort of genetic Alzheimer disease. METHODS 92 plasma samples were collected from at-risk individuals (n = 47) in a Swedish cohort of ADAD, including 18 mutation carriers (13 APPswe (p.KM670/671NL) MC), 5 PSEN1 (p.H163Y) MC) and 29 non-carriers (NC) as the reference group. Concentrations of Aβ1-38, Aβ1-40 and Aβ1-42 were analyzed in plasma using immunoprecipitation coupled to tandem liquid chromatography mass spectrometry (IP-LC-MS/MS). Cross-sectional and repeated-measures data analyses were investigated family-wise, applying non-parametric tests as well as mixed-effects models. RESULTS Cross-sectional analysis at baseline showed more than a 3-fold increase in all plasma Aβ peptides in APPswe MC, regardless of clinical status, compared to controls (p < 0.01). PSEN1 (p.H163Y) presymptomatic MC had a decrease of plasma Aβ1-38 compared to controls (p < 0.05). There was no difference in Aβ1-42/1-40 ratio between APPswe MC (PMC and SMC), PSEN1 MC (PMC) and controls at baseline. Notably, both cross-sectional data and repeated-measures analysis suggested that APPswe MC have a stable Aβ1-42/1-40 ratio with increasing age, in contrast to the decrease seen with aging in both controls and PSEN1 (p.H163Y) MC. CONCLUSION These data show very strong mutation-specific effects on Aβ profiles in blood, most likely due to a ubiquitous production outside of the CNS. Hence, analyses in an unselected clinical setting might unintentionally disclose genetic status. Furthermore, our findings suggest that the Aβ ratio might be a poor indicator of brain Aβ pathology in selected genetic cases. The very small sample size is a limitation that needs to be considered but reflects the scarcity of longitudinal in vivo data from genetic cohorts.
Collapse
Affiliation(s)
- Charlotte Johansson
- Department NVS, Division of Neurogeriatrics, Center for Alzheimer Research, Karolinska Institutet, Visionsgatan 4, Bioclinicum, Solna, J10:20, 171 64, Sweden
- Theme Inflammation and Aging, Karolinska University Hospital, Stockholm, Sweden
| | - Steinunn Thordardottir
- Department NVS, Division of Neurogeriatrics, Center for Alzheimer Research, Karolinska Institutet, Visionsgatan 4, Bioclinicum, Solna, J10:20, 171 64, Sweden
| | - José Laffita-Mesa
- Department NVS, Division of Neurogeriatrics, Center for Alzheimer Research, Karolinska Institutet, Visionsgatan 4, Bioclinicum, Solna, J10:20, 171 64, Sweden
| | - Josef Pannee
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Mölndal, Sweden
| | - Elena Rodriguez-Vieitez
- Department NVS, Division of Neurogeriatrics, Center for Alzheimer Research, Karolinska Institutet, Visionsgatan 4, Bioclinicum, Solna, J10:20, 171 64, Sweden
| | - Henrik Zetterberg
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Mölndal, Sweden
- Department of Neurodegenerative Disease, UCL Institute of Neurology, London, UK
- UK Dementia Research Institute at UCL, London, UK
| | - Kaj Blennow
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Mölndal, Sweden
- Pitié-Salpêtrière Hospital, Paris Brain Institute, ICM, Sorbonne University, Paris, France
- Neurodegenerative Disorder Research Center, Division of Life Sciences and Medicine, Department of Neurology, Institute on Aging and Brain Disorders, University of Science and Technology of China and First Affiliated Hospital of USTC, Hefei, P.R. China
| | - Caroline Graff
- Department NVS, Division of Neurogeriatrics, Center for Alzheimer Research, Karolinska Institutet, Visionsgatan 4, Bioclinicum, Solna, J10:20, 171 64, Sweden.
- Theme Inflammation and Aging, Karolinska University Hospital, Stockholm, Sweden.
| |
Collapse
|
42
|
Edwards NC, Lao PJ, Alshikho MJ, Ericsson OM, Rizvi B, Petersen ME, O’Bryant S, Aguilar LF, Simoes S, Mapstone M, Tudorascu DL, Janelidze S, Hansson O, Handen BL, Christian BT, Lee JH, Lai F, Rosas HD, Zaman S, Lott IT, Yassa MA, Gutierrez J, Wilcock DM, Head E, Brickman AM. Cerebrovascular disease is associated with Alzheimer's plasma biomarker concentrations in adults with Down syndrome. Brain Commun 2024; 6:fcae331. [PMID: 39403075 PMCID: PMC11472828 DOI: 10.1093/braincomms/fcae331] [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: 05/03/2024] [Revised: 07/23/2024] [Accepted: 09/24/2024] [Indexed: 10/20/2024] Open
Abstract
By age 40 years, over 90% of adults with Down syndrome have Alzheimer's disease pathology and most progress to dementia. Despite having few systemic vascular risk factors, individuals with Down syndrome have elevated cerebrovascular disease markers that track with the clinical progression of Alzheimer's disease, suggesting a role of cerebrovascular disease that is hypothesized to be mediated by inflammatory factors. This study examined the pathways through which small vessel cerebrovascular disease contributes to Alzheimer's disease-related pathophysiology and neurodegeneration in adults with Down syndrome. One hundred eighty-five participants from the Alzheimer's Biomarkers Consortium-Down Syndrome [mean (SD) age = 45.2 (9.3) years] with available MRI and plasma biomarker data were included in this study. White matter hyperintensity (WMH) volumes were derived from T2-weighted fluid-attenuated inversion recovery MRI scans, and plasma biomarker concentrations of amyloid beta 42/40, phosphorylated tau 217, astrocytosis (glial fibrillary acidic protein) and neurodegeneration (neurofilament light chain) were measured with ultrasensitive immunoassays. We examined the bivariate relationships of WMH, amyloid beta 42/40, phosphorylated tau 217 and glial fibrillary acidic protein with age-residualized neurofilament light chain across Alzheimer's disease diagnostic groups. A series of mediation and path analyses examined statistical pathways linking WMH and Alzheimer's disease pathophysiology to promote neurodegeneration in the total sample and groups stratified by clinical diagnosis. There was a direct and indirect bidirectional effect through the glial fibrillary acidic protein of WMH on phosphorylated tau 217 concentration, which was associated with neurofilament light chain concentration in the entire sample. Amongst cognitively stable participants, WMH was directly and indirectly, through glial fibrillary acidic protein, associated with phosphorylated tau 217 concentration, and in those with mild cognitive impairment, there was a direct effect of WMH on phosphorylated tau 217 and neurofilament light chain concentrations. There were no associations of WMH with biomarker concentrations among those diagnosed with dementia. The findings from this cross-sectional study suggest that among individuals with Down syndrome, cerebrovascular disease promotes neurodegeneration by increasing astrocytosis and tau pathophysiology in the presymptomatic phases of Alzheimer's disease, but future studies will need to confirm these associations with longitudinal data. This work joins an emerging literature that implicates cerebrovascular disease and its interface with neuroinflammation as a core pathological feature of Alzheimer's disease in adults with Down syndrome.
Collapse
Affiliation(s)
- Natalie C Edwards
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, Columbia University, New York City, NY 10032, USA
- Department of Neurology, Vagelos College of Physicians and Surgeons, Columbia University, New York City, NY 10032, USA
- Department of Neuroscience, Columbia University, New York City, NY 10032, USA
| | - Patrick J Lao
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, Columbia University, New York City, NY 10032, USA
- Department of Neurology, Vagelos College of Physicians and Surgeons, Columbia University, New York City, NY 10032, USA
| | - Mohamad J Alshikho
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, Columbia University, New York City, NY 10032, USA
- Department of Neurology, Vagelos College of Physicians and Surgeons, Columbia University, New York City, NY 10032, USA
| | - Olivia M Ericsson
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, Columbia University, New York City, NY 10032, USA
- Department of Neurology, Vagelos College of Physicians and Surgeons, Columbia University, New York City, NY 10032, USA
| | - Batool Rizvi
- Department of Neurobiology & Behavior, University of California, Irvine, CA 92697, USA
| | - Melissa E Petersen
- University of North Texas Health Science Center, Department of Pharmacology and Neuroscience, Fort Worth, TX 76107, USA
| | - Sid O’Bryant
- University of North Texas Health Science Center, Department of Pharmacology and Neuroscience, Fort Worth, TX 76107, USA
| | - Lisi Flores Aguilar
- Department of Pathology and Laboratory Medicine, University of California Irvine School of Medicine, University of California, Irvine, CA 92617, USA
| | - Sabrina Simoes
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, Columbia University, New York City, NY 10032, USA
- Department of Neurology, Vagelos College of Physicians and Surgeons, Columbia University, New York City, NY 10032, USA
| | - Mark Mapstone
- Department of Neurology, University of California, Irvine, CA 92697, USA
| | - Dana L Tudorascu
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - Shorena Janelidze
- Clinical Memory Research Unit, Department of Clinical Sciences Malmö, Lund University, Lund 221 00, Sweden
| | - Oskar Hansson
- Clinical Memory Research Unit, Department of Clinical Sciences Malmö, Lund University, Lund 221 00, Sweden
- Memory Clinic, Skåne University Hospital, Malmö 214 28, Sweden
| | - Benjamin L Handen
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA 15213, USA
| | | | - Joseph H Lee
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, Columbia University, New York City, NY 10032, USA
- Department of Neurology, Vagelos College of Physicians and Surgeons, Columbia University, New York City, NY 10032, USA
| | - Florence Lai
- Department of Neurology, Harvard Medical School, Massachusetts General Hospital, Boston, MA 02114, USA
| | - H Diana Rosas
- Department of Neurology, Harvard Medical School, Massachusetts General Hospital, Boston, MA 02114, USA
- Department of Radiology, Center for Neuroimaging of Aging and Neurodegenerative Diseases, Athinoula A. Martinos Center for Biomedical Imaging, Charlestown, MA 02129, USA
| | - Shahid Zaman
- Department of Psychiatry, University of Cambridge, Cambridge CB2 0SZ, UK
| | - Ira T Lott
- Department of Pediatrics and Neurology, School of Medicine, University of California, Irvine, CA 92868, USA
| | - Michael A Yassa
- Department of Neurobiology & Behavior, University of California, Irvine, CA 92697, USA
- Center for the Neurobiology of Learning and Memory, University of California, Irvine, CA 92697, USA
| | - José Gutierrez
- Department of Neurology, Vagelos College of Physicians and Surgeons, Columbia University, New York City, NY 10032, USA
| | - Donna M Wilcock
- Stark Neurosciences Research Institute, Indiana University School of Medicine, Indianapolis, IN 46202, USA
- Department of Neurology, Indiana University School of Medicine, Indianapolis, IN 46202, USA
- Department of Anatomy, Cell Biology and Physiology, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Elizabeth Head
- Department of Pathology and Laboratory Medicine, University of California Irvine School of Medicine, University of California, Irvine, CA 92617, USA
| | - Adam M Brickman
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, Columbia University, New York City, NY 10032, USA
- Department of Neurology, Vagelos College of Physicians and Surgeons, Columbia University, New York City, NY 10032, USA
| |
Collapse
|
43
|
Khan AF, Iturria-Medina Y. Beyond the usual suspects: multi-factorial computational models in the search for neurodegenerative disease mechanisms. Transl Psychiatry 2024; 14:386. [PMID: 39313512 PMCID: PMC11420368 DOI: 10.1038/s41398-024-03073-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Revised: 08/20/2024] [Accepted: 08/27/2024] [Indexed: 09/25/2024] Open
Abstract
From Alzheimer's disease to amyotrophic lateral sclerosis, the molecular cascades underlying neurodegenerative disorders remain poorly understood. The clinical view of neurodegeneration is confounded by symptomatic heterogeneity and mixed pathology in almost every patient. While the underlying physiological alterations originate, proliferate, and propagate potentially decades before symptomatic onset, the complexity and inaccessibility of the living brain limit direct observation over a patient's lifespan. Consequently, there is a critical need for robust computational methods to support the search for causal mechanisms of neurodegeneration by distinguishing pathogenic processes from consequential alterations, and inter-individual variability from intra-individual progression. Recently, promising advances have been made by data-driven spatiotemporal modeling of the brain, based on in vivo neuroimaging and biospecimen markers. These methods include disease progression models comparing the temporal evolution of various biomarkers, causal models linking interacting biological processes, network propagation models reproducing the spatial spreading of pathology, and biophysical models spanning cellular- to network-scale phenomena. In this review, we discuss various computational approaches for integrating cross-sectional, longitudinal, and multi-modal data, primarily from large observational neuroimaging studies, to understand (i) the temporal ordering of physiological alterations, i(i) their spatial relationships to the brain's molecular and cellular architecture, (iii) mechanistic interactions between biological processes, and (iv) the macroscopic effects of microscopic factors. We consider the extents to which computational models can evaluate mechanistic hypotheses, explore applications such as improving treatment selection, and discuss how model-informed insights can lay the groundwork for a pathobiological redefinition of neurodegenerative disorders.
Collapse
Affiliation(s)
- Ahmed Faraz Khan
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada
- McConnell Brain Imaging Center, Montreal Neurological Institute, Montreal, Canada
- Ludmer Centre for Neuroinformatics & Mental Health, Montreal, Canada
| | - Yasser Iturria-Medina
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada.
- McConnell Brain Imaging Center, Montreal Neurological Institute, Montreal, Canada.
- Ludmer Centre for Neuroinformatics & Mental Health, Montreal, Canada.
| |
Collapse
|
44
|
Ray A, Loghinov I, Ravindranath V, Barth AL. Early hippocampal hyperexcitability and synaptic reorganization in mouse models of amyloidosis. iScience 2024; 27:110629. [PMID: 39262788 PMCID: PMC11388185 DOI: 10.1016/j.isci.2024.110629] [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: 01/30/2024] [Revised: 05/09/2024] [Accepted: 07/29/2024] [Indexed: 09/13/2024] Open
Abstract
The limited success of plaque-reducing therapies in Alzheimer's disease suggests that early treatment might be more effective in delaying or reversing memory impairments. Toward this end, it is important to establish the progression of synaptic and circuit changes before onset of plaques or cognitive deficits. Here, we used quantitative, fluorescence-based methods for synapse detection in CA1 pyramidal neurons to investigate the interaction between abnormal circuit activity, measured by Fos-immunoreactivity, and synapse reorganization in mouse models of amyloidosis. Using a genetically encoded, fluorescently labeled synaptic marker in juvenile mice (prior to sexual maturity), we find both synapse gain and loss depending on dendritic location. This progresses to broad synapse loss in aged mice. Elevated hippocampal activity in both CA3 and CA1 was present at weaning and preceded this reorganization. Thus, Aβ overproduction may initiate abnormal activity and subsequent input-specific synapse plasticity. These findings indicate that sustained amyloidosis drives heterogeneous and progressive circuit-wide abnormalities.
Collapse
Affiliation(s)
- Ajit Ray
- Department of Biological Sciences, Carnegie Mellon University, Pittsburgh, PA 15213, USA
| | - Iulia Loghinov
- Department of Biological Sciences, Carnegie Mellon University, Pittsburgh, PA 15213, USA
| | - Vijayalakshmi Ravindranath
- Centre for Neuroscience, Indian Institute of Science, Bengaluru, Karnataka 560012, India
- Centre for Brain Research, Indian Institute of Science, Bengaluru, Karnataka 560012, India
| | - Alison L Barth
- Department of Biological Sciences, Carnegie Mellon University, Pittsburgh, PA 15213, USA
| |
Collapse
|
45
|
McDonnell EI, Xie S, Marder K, Cui F, Wang Y. Dynamic undirected graphical models for time-varying clinical symptom and neuroimaging networks. Stat Med 2024; 43:4131-4147. [PMID: 39007408 PMCID: PMC11502120 DOI: 10.1002/sim.10143] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2023] [Revised: 05/24/2024] [Accepted: 05/27/2024] [Indexed: 07/16/2024]
Abstract
In this work, we propose methods to examine how the complex interrelationships between clinical symptoms and, separately, brain imaging biomarkers change over time leading up to the diagnosis of a disease in subjects with a known genetic near-certainty of disease. We propose a time-dependent undirected graphical model that ensures temporal and structural smoothness across time-specific networks to examine the trajectories of interactions between markers aligned at the time of disease onset. Specifically, we anchor subjects relative to the time of disease diagnosis (anchoring time) as in a revival process, and we estimate networks at each time point of interest relative to the anchoring time. To use all available data, we apply kernel weights to borrow information across observations that are close to the time of interest. Adaptive lasso weights are introduced to encourage temporal smoothness in edge strength, while a novel elastic fused-l 0 $$ {l}_0 $$ penalty removes spurious edges and encourages temporal smoothness in network structure. Our approach can handle practical complications such as unbalanced visit times. We conduct simulation studies to compare our approach with existing methods. We then apply our method to data from PREDICT-HD, a large prospective observational study of pre-manifest Huntington's disease (HD) patients, to identify symptom and imaging network changes that precede clinical diagnosis of HD.
Collapse
Affiliation(s)
- Erin I. McDonnell
- Department of Biostatistics, Mailman School of Public Health, Columbia University, New York, New York
| | - Shanghong Xie
- Department of Biostatistics, Mailman School of Public Health, Columbia University, New York, New York
- Department of Statistics, University of South Carolina, Columbia, South Carolina, USA
| | - Karen Marder
- Department of Neurology, Columbia University Medical Center, New York, New York
- Department of Psychiatry, Columbia University Medical Center, New York, New York
- The Taub Institute for Alzheimer’s Disease and the Aging Brain, Columbia University Medical Center, New York, New York
- Gertrude H. Sergievsky Center, Columbia University Medical Center, New York, New York
| | - Fanyu Cui
- Department of Biostatistics, Mailman School of Public Health, Columbia University, New York, New York
| | - Yuanjia Wang
- Department of Biostatistics, Mailman School of Public Health, Columbia University, New York, New York
- Department of Psychiatry, Columbia University Medical Center, New York, New York
| |
Collapse
|
46
|
Kara F, Kantarci K. Understanding Proton Magnetic Resonance Spectroscopy Neurochemical Changes Using Alzheimer's Disease Biofluid, PET, Postmortem Pathology Biomarkers, and APOE Genotype. Int J Mol Sci 2024; 25:10064. [PMID: 39337551 PMCID: PMC11432594 DOI: 10.3390/ijms251810064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2024] [Revised: 09/15/2024] [Accepted: 09/17/2024] [Indexed: 09/30/2024] Open
Abstract
In vivo proton (1H) magnetic resonance spectroscopy (MRS) is a powerful non-invasive method that can measure Alzheimer's disease (AD)-related neuropathological alterations at the molecular level. AD biomarkers include amyloid-beta (Aβ) plaques and hyperphosphorylated tau neurofibrillary tangles. These biomarkers can be detected via postmortem analysis but also in living individuals through positron emission tomography (PET) or biofluid biomarkers of Aβ and tau. This review offers an overview of biochemical abnormalities detected by 1H MRS within the biologically defined AD spectrum. It includes a summary of earlier studies that explored the association of 1H MRS metabolites with biofluid, PET, and postmortem AD biomarkers and examined how apolipoprotein e4 allele carrier status influences brain biochemistry. Studying these associations is crucial for understanding how AD pathology affects brain homeostasis throughout the AD continuum and may eventually facilitate the development of potential novel therapeutic approaches.
Collapse
Affiliation(s)
- Firat Kara
- Department of Radiology, Mayo Clinic, Rochester, MN 55905, USA
| | - Kejal Kantarci
- Department of Radiology, Mayo Clinic, Rochester, MN 55905, USA
| |
Collapse
|
47
|
Ciurleo GCV, de Azevedo OGR, Carvalho CGM, Vitek MP, Warren CA, Guerrant RL, Oriá RB. Apolipoprotein E4 and Alzheimer's disease causality under adverse environments and potential intervention by senolytic nutrients. Clin Nutr ESPEN 2024; 64:16-20. [PMID: 39251089 DOI: 10.1016/j.clnesp.2024.09.004] [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: 06/28/2024] [Revised: 08/16/2024] [Accepted: 09/05/2024] [Indexed: 09/11/2024]
Abstract
Apolipoprotein E (apoE) has a pivotal role in Alzheimer's Disease (AD) pathophysiology. APOE4 has been recognized as a risk factor for developing late-onset AD. Recently, APOE4 homozygosity was regarded as a new familial genetic trait of AD. In this opinion paper, we summarized the potential pleiotropic antagonism role of APOE4 in children living under early life adversity and afflicted with enteric infection/malnutrition-related pathogenic exposome. APOE4 was found to be neuroprotective early in life despite its increasing risk for AD with aging. We call for awareness of the potential burden this can bring to the public health system when APOE4 carriers, raised under adverse environmental conditions in early life and then aging with unhealthy lifestyles in later life may be at special risk for cognitive impairments and acquired AD. We postulate the importance of anti-senescence therapies to protect these individuals and remediate aging-related chronic illnesses.
Collapse
Affiliation(s)
- Gabriella C V Ciurleo
- Laboratory of the Biology of Tissue Healing, Ontogeny and Nutrition, Department of Morphology and Institute of Biomedicine, School of Medicine, Federal University of Ceara, Fortaleza, Brazil
| | - Orleâncio G R de Azevedo
- Laboratory of the Biology of Tissue Healing, Ontogeny and Nutrition, Department of Morphology and Institute of Biomedicine, School of Medicine, Federal University of Ceara, Fortaleza, Brazil
| | - Camila G M Carvalho
- Laboratory of the Biology of Tissue Healing, Ontogeny and Nutrition, Department of Morphology and Institute of Biomedicine, School of Medicine, Federal University of Ceara, Fortaleza, Brazil
| | - Michael P Vitek
- Department of Neurology, Duke University Medical Center, Durham, NC, USA
| | - Cirle A Warren
- Division of Infectious Diseases and International Health, Department of Medicine, School of Medicine, University of Virginia, Charlottesville, VA, USA
| | - Richard L Guerrant
- Division of Infectious Diseases and International Health, Department of Medicine, School of Medicine, University of Virginia, Charlottesville, VA, USA
| | - Reinaldo B Oriá
- Laboratory of the Biology of Tissue Healing, Ontogeny and Nutrition, Department of Morphology and Institute of Biomedicine, School of Medicine, Federal University of Ceara, Fortaleza, Brazil.
| |
Collapse
|
48
|
Dey A, Ghosh S, Rajendran RL, Bhuniya T, Das P, Bhattacharjee B, Das S, Mahajan AA, Samant A, Krishnan A, Ahn BC, Gangadaran P. Alzheimer's Disease Pathology and Assistive Nanotheranostic Approaches for Its Therapeutic Interventions. Int J Mol Sci 2024; 25:9690. [PMID: 39273645 PMCID: PMC11395116 DOI: 10.3390/ijms25179690] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2024] [Revised: 09/05/2024] [Accepted: 09/06/2024] [Indexed: 09/15/2024] Open
Abstract
Alzheimer's disease (AD) still prevails and continues to increase indiscriminately throughout the 21st century, and is thus responsible for the depreciating quality of health and associated sectors. AD is a progressive neurodegenerative disorder marked by a significant amassment of beta-amyloid plaques and neurofibrillary tangles near the hippocampus, leading to the consequent loss of cognitive abilities. Conventionally, amyloid and tau hypotheses have been established as the most prominent in providing detailed insight into the disease pathogenesis and revealing the associative biomarkers intricately involved in AD progression. Nanotheranostic deliberates rational thought toward designing efficacious nanosystems and strategic endeavors for AD diagnosis and therapeutic implications. The exceeding advancements in this field enable the scientific community to envisage and conceptualize pharmacokinetic monitoring of the drug, sustained and targeted drug delivery responses, fabrication of anti-amyloid therapeutics, and enhanced accumulation of the targeted drug across the blood-brain barrier (BBB), thus giving an optimistic approach towards personalized and precision medicine. Current methods idealized on the design and bioengineering of an array of nanoparticulate systems offer higher affinity towards neurocapillary endothelial cells and the BBB. They have recently attracted intriguing attention to the early diagnostic and therapeutic measures taken to manage the progression of the disease. In this article, we tend to furnish a comprehensive outlook, the detailed mechanism of conventional AD pathogenesis, and new findings. We also summarize the shortcomings in diagnostic, prognostic, and therapeutic approaches undertaken to alleviate AD, thus providing a unique window towards nanotheranostic advancements without disregarding potential drawbacks, side effects, and safety concerns.
Collapse
Affiliation(s)
- Anuvab Dey
- Department of Biosciences and Bioengineering, Indian Institute of Technology Guwahati, North Guwahati 781039, Assam, India
| | - Subhrojyoti Ghosh
- Department of Biotechnology, Indian Institute of Technology Madras, Chennai 600036, Tamil Nadu, India
| | - Ramya Lakshmi Rajendran
- Department of Nuclear Medicine, School of Medicine, Kyungpook National University, Daegu 41944, Republic of Korea
| | - Tiyasa Bhuniya
- Department of Biotechnology, National Institute of Technology Durgapur, Durgapur 713209, West Bengal, India
| | - Purbasha Das
- Department of Life Sciences, Presidency University, Kolkata 700073, West Bengal, India
| | - Bidyabati Bhattacharjee
- Department of Life Sciences, Jain (Deemed-to-be) University, Bangalore 560078, Karnataka, India
| | - Sagnik Das
- Department of Microbiology, St Xavier's College (Autonomous), Kolkata 700016, West Bengal, India
| | - Atharva Anand Mahajan
- Advance Centre for Treatment, Research and Education in Cancer (ACTREC), Navi Mumbai 410210, Maharashtra, India
| | - Anushka Samant
- Department of Biotechnology and Medical Engineering, National Institute of Technology, Rourkela, Rourkela 769008, Orissa, India
| | - Anand Krishnan
- Department of Chemical Pathology, School of Pathology, Office of the Dean, Faculty of Health Sciences, University of the Free State, Bloemfontein 9300, South Africa
| | - Byeong-Cheol Ahn
- Department of Nuclear Medicine, School of Medicine, Kyungpook National University, Daegu 41944, Republic of Korea
- Department of Nuclear Medicine, Kyungpook National University Hospital, Daegu 41944, Republic of Korea
- BK21 FOUR KNU Convergence Educational Program of Biomedical Sciences for Creative Future Talents, Department of Biomedical Sciences, School of Medicine, Kyungpook National University, Daegu 41944, Republic of Korea
| | - Prakash Gangadaran
- Department of Nuclear Medicine, School of Medicine, Kyungpook National University, Daegu 41944, Republic of Korea
- BK21 FOUR KNU Convergence Educational Program of Biomedical Sciences for Creative Future Talents, Department of Biomedical Sciences, School of Medicine, Kyungpook National University, Daegu 41944, Republic of Korea
| |
Collapse
|
49
|
Parvand M, Liang JJH, Bozorgmehr T, Born D, Luna Cortes A, Rankin CH. A familial Alzheimer's disease associated mutation in presenilin-1 mediates amyloid-beta independent cell specific neurodegeneration. PLoS One 2024; 19:e0289435. [PMID: 39240956 PMCID: PMC11379242 DOI: 10.1371/journal.pone.0289435] [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: 07/17/2023] [Accepted: 08/23/2024] [Indexed: 09/08/2024] Open
Abstract
Mutations in the presenilin (PS) genes are a predominant cause of familial Alzheimer's disease (fAD). An ortholog of PS in the genetic model organism Caenorhabditis elegans (C. elegans) is sel-12. Mutations in the presenilin genes are commonly thought to lead to fAD by upregulating the expression of amyloid beta (Aβ), however this hypothesis has been challenged by recent evidence. As C. elegans lack amyloid beta (Aβ), the goal of this work was to examine Aβ-independent effects of mutations in sel-12 and PS1/PS2 on behaviour and sensory neuron morphology across the lifespan in a C. elegans model. Olfactory chemotaxis experiments were conducted on sel-12(ok2078) loss-of-function mutant worms. Adult sel-12 mutant worms showed significantly lower levels of chemotaxis to odorants compared to wild-type worms throughout their lifespan, and this deficit increased with age. The chemotaxis phenotype in sel-12 mutant worms is rescued by transgenic over-expression of human wild-type PS1, but not the classic fAD-associated variant PS1C410Y, when expression was driven by either the endogenous sel-12 promoter (Psel-12), a pan-neuronal promoter (Primb-1), or by a promoter whose primary expression was in the sensory neurons responsible for the chemotaxis behavior (Psra-6, Podr-10). The behavioural phenotype was also rescued by over-expressing an atypical fAD-linked mutation in PS1 (PS1ΔS169) that has been reported to leave the Notch pathway intact. An examination of the morphology of polymodal nociceptive (ASH) neurons responsible for the chemotaxis behavior also showed increased neurodegeneration over time in sel-12 mutant worms that could be rescued by the same transgenes that rescued the behaviour, demonstrating a parallel with the observed behavioral deficits. Thus, we report an Aβ-independent neurodegeneration in C. elegans that was rescued by cell specific over-expression of wild-type human presenilin.
Collapse
Affiliation(s)
- Mahraz Parvand
- Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, British Columbia, Canada
| | - Joseph J H Liang
- Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, British Columbia, Canada
| | - Tahereh Bozorgmehr
- Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, British Columbia, Canada
| | - Dawson Born
- Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, British Columbia, Canada
| | - Alvaro Luna Cortes
- Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, British Columbia, Canada
| | - Catharine H Rankin
- Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, British Columbia, Canada
- Department of Psychology, University of British Columbia, Vancouver, BC, Canada
| |
Collapse
|
50
|
Fang L, Song Y, Jin H, Liu Y, Gou S. An Approach to Apply BDNF Targeting Fe 3O 4-Based Nanoparticles as Multifunctional Anti-Alzheimer Agents. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2024:e2403625. [PMID: 39240076 DOI: 10.1002/smll.202403625] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/02/2024] [Revised: 07/31/2024] [Indexed: 09/07/2024]
Abstract
To search for novel anti-Alzheimer agents, multifunctional Fe3O4-based nanoparticles (FSSIO) is designed and prepared which contain ferulic acid (FA) and Simvastatin linked to the surface of Fe3O4 particles. In vitro tests confirmed that FSSIO possessed favorable biocompatibility and a pronounced ability to penetrate blood brain barrier. The FA moiety endowed the particles with remarkable antioxidant and anti-inflammatory properties, and effectively protected neuron cells from the toxicity induced by Aβ. Moreover, the Simvastatin pharmacophore assists the particles up-regulate the expression level of BDNF and significantly promotes the expression levels of p-TrkB, p-ERK, p-PI3K and Akt, which consequently leads to the neurite outgrowth via regulating PI3K/ATK and TrkB-mediated signaling pathway. More importantly, in the Morris water maze test, FSSIO shows excellent activity to enhance the learning and memory retention of AD model rats.
Collapse
Affiliation(s)
- Lei Fang
- Jiangsu Province Hi-Tech Key Laboratory for Biomedical Research and Pharmaceutical Research Center, School of Chemistry and Chemical Engineering, Southeast University, Nanjing, 211189, China
| | - Yunxia Song
- Jiangsu Province Hi-Tech Key Laboratory for Biomedical Research and Pharmaceutical Research Center, School of Chemistry and Chemical Engineering, Southeast University, Nanjing, 211189, China
| | - Haifeng Jin
- Jiangsu Province Hi-Tech Key Laboratory for Biomedical Research and Pharmaceutical Research Center, School of Chemistry and Chemical Engineering, Southeast University, Nanjing, 211189, China
| | - Yinyin Liu
- Nanjing University of Chinese Medicine, Nanjing, 210046, China
| | - Shaohua Gou
- Jiangsu Province Hi-Tech Key Laboratory for Biomedical Research and Pharmaceutical Research Center, School of Chemistry and Chemical Engineering, Southeast University, Nanjing, 211189, China
| |
Collapse
|