1
|
Ozsahin I, Wang X, Zhou L, Xi K, Hojjati SH, Tanzi E, Maloney T, Fung EK, Dyke JP, Chen K, Pahlajani S, McIntire LB, Costa AP, Dartora WJ, Razlighi QR, Glodzik L, Li Y, Chiang GC, Rusinek H, de Leon MJ, Butler TA. Divergent neurodegeneration associations with choroid plexus volume and degree of calcification in cognitively normal APOE ε4 carriers and non-carriers. Sci Rep 2025; 15:12818. [PMID: 40229453 PMCID: PMC11997051 DOI: 10.1038/s41598-025-97409-1] [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: 10/02/2024] [Accepted: 04/04/2025] [Indexed: 04/16/2025] Open
Abstract
Choroid plexus (CP), best known for producing CSF, also regulate inflammation and clear metabolic waste to maintain brain homeostasis. CP dysfunction is implicated in Alzheimer's Disease (AD), with MRI studies showing CP enlargement in AD. The basis for CP enlargement is unknown. We hypothesized that calcium deposition within CP, which increases with aging and in certain neurodegenerative conditions, might underlie pathologic CP enlargement and be linked to neurodegeneration. In 166 cognitively normal participants, we used multimodal imaging to examine CP structure (MRI-measured overall volume, CT-measured calcium volume), PET-measured Aβ, age, and APOE genotype as predictors of neurodegeneration, indexed as hippocampal volume. CP enlargement was associated with reduced hippocampal volume, particularly in APOE4 carriers. CP calcium was not independently associated with hippocampal volume. However, a significant interaction revealed APOE4 genotype-specific associations between CP calcium and neurodegeneration, with APOE4 carriers showing greater hippocampal volumes in association with greater CP calcium-opposite to our hypothesis. Results suggest that a factor other than calcium drives pathologic CP enlargement associated with neurodegeneration, with this factor especially important in APOE4 carriers. Candidate factors include lipids and inflammatory cells, which are known to accumulate in CP and be regulated by APOE. Our findings highlight CP as a critical locus for studying AD pathogenesis and the mechanisms by which APOE4 promotes AD.
Collapse
Affiliation(s)
- Ilker Ozsahin
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, 407 East 61st Street, 2nd floor, New York, NY, 10065, USA.
- Operational Research Center in Healthcare, Near East University, Near East Boulevard, Nicosia/TRNC, 99138, Mersin 10, Turkey.
| | - Xiuyuan Wang
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, 407 East 61st Street, 2nd floor, New York, NY, 10065, USA
| | - Liangdong Zhou
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, 407 East 61st Street, 2nd floor, New York, NY, 10065, USA
| | - Ke Xi
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, 407 East 61st Street, 2nd floor, New York, NY, 10065, USA
| | - Seyed Hani Hojjati
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, 407 East 61st Street, 2nd floor, New York, NY, 10065, USA
| | - Emily Tanzi
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, 407 East 61st Street, 2nd floor, New York, NY, 10065, USA
| | - Thomas Maloney
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, 407 East 61st Street, 2nd floor, New York, NY, 10065, USA
| | - Edward K Fung
- Department of Radiology, Weill Cornell Medicine, 525 East 68th Street, New York, NY, 10065, USA
| | - Jonathan P Dyke
- Department of Radiology, Weill Cornell Medicine, 525 East 68th Street, New York, NY, 10065, USA
| | - Kewei Chen
- Banner Alzheimer Institute, Arizona State University, 901 E Willetta St, Phoenix, AZ, 85006, USA
| | - Silky Pahlajani
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, 407 East 61st Street, 2nd floor, New York, NY, 10065, USA
| | - Laura Beth McIntire
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, 407 East 61st Street, 2nd floor, New York, NY, 10065, USA
| | - Ana Paula Costa
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, 407 East 61st Street, 2nd floor, New York, NY, 10065, USA
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, 15213, USA
| | - William Jones Dartora
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, 407 East 61st Street, 2nd floor, New York, NY, 10065, USA
| | - Qolamreza R Razlighi
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, 407 East 61st Street, 2nd floor, New York, NY, 10065, USA
| | - Lidia Glodzik
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, 407 East 61st Street, 2nd floor, New York, NY, 10065, USA
| | - Yi Li
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, 407 East 61st Street, 2nd floor, New York, NY, 10065, USA
| | - Gloria C Chiang
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, 407 East 61st Street, 2nd floor, New York, NY, 10065, USA
| | - Henry Rusinek
- Department of Radiology, New York University, 660 1st Avenue, New York, NY, 10016, USA
| | - Mony J de Leon
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, 407 East 61st Street, 2nd floor, New York, NY, 10065, USA
| | - Tracy A Butler
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, 407 East 61st Street, 2nd floor, New York, NY, 10065, USA.
| |
Collapse
|
2
|
Hojjati SH, Butler TA, de Leon M, Gupta A, Nayak S, Luchsinger JA, Razlighi QR, Chiang GC. Inter-network functional connectivity increases by beta-amyloid and may facilitate the early stage of tau accumulation. Neurobiol Aging 2025; 148:16-26. [PMID: 39879839 DOI: 10.1016/j.neurobiolaging.2025.01.005] [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: 01/16/2024] [Revised: 01/18/2025] [Accepted: 01/21/2025] [Indexed: 01/31/2025]
Abstract
Alzheimer's disease (AD) is pathologically marked by tau tangles and beta-amyloid (Aβ) plaques. It has been hypothesized that Aβ facilitates spread of tau outside of the medial temporal lobe (MTL), but exact mechanism of this facilitation remains unclear. We aimed to test the hypothesis that abnormal Aβ induces an increase in inter-network functional connectivity, which in turn induces early-stage tau elevation in limbic network. Our study used 18F-Florbetaben Aβ positron emission tomography (PET), 18F-MK6240 tau-PET, and resting-state functional magnetic resonance imaging (rs-fMRI) from 489 healthy unimpaired older adults, including 46 with longitudinal data. We found significant correlations between tau in limbic network and Aβ in distinct functional networks. We then demonstrated that Aβ+ /Tau- participants exhibited elevated inter-network functional connectivity of the limbic network. Finally, our longitudinal results showed that annual increases in inter-network functional connectivity between limbic network and default mode and control networks were linked to annual tau elevation in limbic network, primarily modulated by Aβ+ individuals. Understanding this early brain alteration in response to pathologies could guide treatments early in disease course.
Collapse
Affiliation(s)
- Seyed Hani Hojjati
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, New York, NY, United States.
| | - Tracy A Butler
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, New York, NY, United States
| | - Mony de Leon
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, New York, NY, United States
| | - Ajay Gupta
- Department of Radiology, Columbia University, New York, NY, United States
| | - Siddharth Nayak
- Department of Neurology, Albert Einstein College of Medicine, Bronx, NY, United States
| | - José A Luchsinger
- Department of Medicine, Columbia University Irving Medical Center, New York, NY, United States; Departments of Epidemiology, Columbia University Irving Medical Center, New York, NY, United States
| | - Qolamreza R Razlighi
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, New York, NY, United States
| | - Gloria C Chiang
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, New York, NY, United States
| |
Collapse
|
3
|
Yang X, Wu M, Liang M, Zhang H, Li B, Mao C, Dong L, Wang Y, Xing H, Ren C, Huang Z, Wen Q, Ge Q, Yu Z, Feng F, Gao J, Huo L. Ultra-fast [ 18F]florbetapir PET imaging using the uMI Panorama PET/CT system. EJNMMI Phys 2024; 11:107. [PMID: 39738784 DOI: 10.1186/s40658-024-00712-5] [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: 08/04/2024] [Accepted: 12/16/2024] [Indexed: 01/02/2025] Open
Abstract
BACKGROUND There is a need for faster amyloid PET scans to reduce patients' discomfort, minimize movement artifacts, and increase throughput. The recently introduced uMI Panorama PET/CT system featuring enhanced spatial resolution and sub-200ps TOF offers the potential for shorter scan duration without sacrificing image quality or efficacy to detect Aβ deposition. The study aims to establish a faster acquisition protocol for [18F]florbetapir PET imaging using digital PET/CT scanner uMI Panorama, while ensuring adequate image quality and amyloid-β (Aβ) detectability comparable to the standard 10-minute scan. METHODS Thirty-eight participants (29 Aβ positive and 9 Aβ negative) from a prospective dementia cohort at Peking Union Medical University Hospital underwent routine [18F]florbetapir PET scans using the uMI Panorama PET/CT scanner and a T1-weighted brain MRI scan. List-mode PET data were reconstructed into durations of 10 min, 2 min, 1 min, 45 s, and 30 s (G10min, G2min, G1min, G45s, G30s). Two trained nuclear medicine physicians independently evaluated the image quality using a 5-point scale and provided binary diagnosis. Standardized uptake value ratios (SUVr) of the composite cortex (frontal, lateral parietal, lateral temporal, and cingulate cortices) were calculated to discriminate Aβ status and coefficient of variation assessed objective image quality. Comparisons of image quality and Aβ detectability between various fast scan groups and G10min group were conducted. RESULTS The subjective image quality evaluation and Aβ detectability results from the two physicians showed both good intra-reader and inter-reader agreements (Cohen's kappa coefficient: 0.759-1.000). The subjective and objective image qualities of the G2min scans were comparable to the G10min scans, whereas adequate image quality was achieved with the G1min and G45s scans (5-point score ≥ 3). Subjective visual diagnosis by two physicians yielded consistent accuracy for G10min, G2min, and G1min groups, but lower specificity for G45s and G30s groups. The objective detection of Aβ status by cortex SUVr across all scan durations maintained perfect discriminatory efficiency and relatively high effect size (Hedge's G: 2.48-2.54). CONCLUSIONS A 1-min ultra-fast scan is feasible for [18F]florbetapir PET imaging using uMI Panorama PET/CT, while maintaining adequate image quality and Aβ diagnostic efficiency. CLINICAL TRIAL REGISTRATION NCT05023564. Registered September 2022 https://clinicaltrials.gov/search?term=NCT05023564 .
Collapse
Affiliation(s)
- Xueqian Yang
- Department of Nuclear Medicine, State Key Laboratory of Complex Severe and Rare Diseases, Center for Rare Diseases Research, Beijing Key Laboratory of Molecular Targeted Diagnosis and Therapy in Nuclear Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, 1# Shuaifuyuan, Dongcheng District, Beijing, 100730, China
| | - Meiqi Wu
- Department of Nuclear Medicine, State Key Laboratory of Complex Severe and Rare Diseases, Center for Rare Diseases Research, Beijing Key Laboratory of Molecular Targeted Diagnosis and Therapy in Nuclear Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, 1# Shuaifuyuan, Dongcheng District, Beijing, 100730, China
| | - Menglin Liang
- Department of Nuclear Medicine, State Key Laboratory of Complex Severe and Rare Diseases, Center for Rare Diseases Research, Beijing Key Laboratory of Molecular Targeted Diagnosis and Therapy in Nuclear Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, 1# Shuaifuyuan, Dongcheng District, Beijing, 100730, China
| | - Haiqiong Zhang
- Department of Nuclear Medicine, State Key Laboratory of Complex Severe and Rare Diseases, Center for Rare Diseases Research, Beijing Key Laboratory of Molecular Targeted Diagnosis and Therapy in Nuclear Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, 1# Shuaifuyuan, Dongcheng District, Beijing, 100730, China
| | - Bo Li
- Department of Neurology, State Key Laboratory of Complex Severe and Rare Disease, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, 1# Shuaifuyuan, Dongcheng District, Beijing, 100730, China
| | - Chenhui Mao
- Department of Neurology, State Key Laboratory of Complex Severe and Rare Disease, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, 1# Shuaifuyuan, Dongcheng District, Beijing, 100730, China
| | - Liling Dong
- Department of Neurology, State Key Laboratory of Complex Severe and Rare Disease, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, 1# Shuaifuyuan, Dongcheng District, Beijing, 100730, China
| | - Yuan Wang
- Department of Nuclear Medicine, State Key Laboratory of Complex Severe and Rare Diseases, Center for Rare Diseases Research, Beijing Key Laboratory of Molecular Targeted Diagnosis and Therapy in Nuclear Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, 1# Shuaifuyuan, Dongcheng District, Beijing, 100730, China
| | - Haiqun Xing
- Department of Nuclear Medicine, State Key Laboratory of Complex Severe and Rare Diseases, Center for Rare Diseases Research, Beijing Key Laboratory of Molecular Targeted Diagnosis and Therapy in Nuclear Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, 1# Shuaifuyuan, Dongcheng District, Beijing, 100730, China
| | - Chao Ren
- Department of Nuclear Medicine, State Key Laboratory of Complex Severe and Rare Diseases, Center for Rare Diseases Research, Beijing Key Laboratory of Molecular Targeted Diagnosis and Therapy in Nuclear Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, 1# Shuaifuyuan, Dongcheng District, Beijing, 100730, China
| | - Zhenghai Huang
- Department of Nuclear Medicine, State Key Laboratory of Complex Severe and Rare Diseases, Center for Rare Diseases Research, Beijing Key Laboratory of Molecular Targeted Diagnosis and Therapy in Nuclear Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, 1# Shuaifuyuan, Dongcheng District, Beijing, 100730, China
| | - Qingxiang Wen
- Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, Beijing, 100010, China
| | - Qi Ge
- Central Research Institute, United Imaging Healthcare, Shanghai, 201807, China
| | - Zhengqing Yu
- Central Research Institute, United Imaging Healthcare, Shanghai, 201807, China
| | - Feng Feng
- Department of Radiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730, China
| | - Jing Gao
- Department of Neurology, State Key Laboratory of Complex Severe and Rare Disease, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, 1# Shuaifuyuan, Dongcheng District, Beijing, 100730, China.
| | - Li Huo
- Department of Nuclear Medicine, State Key Laboratory of Complex Severe and Rare Diseases, Center for Rare Diseases Research, Beijing Key Laboratory of Molecular Targeted Diagnosis and Therapy in Nuclear Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, 1# Shuaifuyuan, Dongcheng District, Beijing, 100730, China.
| |
Collapse
|
4
|
Tahmi M, Rippon B, Palta P, Sherwood G, Hernandez G, Soto L, Cespedes S, Pardo M, Laing K, Igwe K, Johnson A, Tomljanovic Z, He H, Gutierrez J, Teresi JA, Moreno H, Kreisl W, Razlighi Q, Brickman AM, Luchsinger JA. Relationship Between Alzheimer Disease Imaging Biomarkers and Performance on the NIH Toolbox Cognition Battery in Late-middle Age Hispanics. Alzheimer Dis Assoc Disord 2024; 38:311-318. [PMID: 39588688 DOI: 10.1097/wad.0000000000000641] [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: 03/30/2021] [Accepted: 07/15/2024] [Indexed: 11/27/2024]
Abstract
PURPOSE The National Institute of Health Toolbox Cognition Battery (NIHTB-CB) is increasingly used in Alzheimer disease (AD) research. We examined the relation of AD biomarkers with performance in the NIHTB-CB in late middle age. METHODS This is a cross-sectional analysis of 334 Hispanic participants aged 64.22±3.35 years from a study of AD biomarkers. White matter hyperintensities (WMH), infarcts, and cortical thickness in AD regions (CT) were assessed with 3T magnetic resonance imaging. Amyloid and tau were assessed with 18F-Florbetaben and 18F-MK6240 positron emission tomography, respectively. RESULTS Lower CT and infarcts were associated with worse Oral Reading Recognition and Cognition Crystallized Composite scores. Lower CT and higher WMH were associated with worse Pattern Comparison Processing Speed. Amyloid and tau were not associated with any test. DISCUSSION Amyloid and tau, the culprits of AD, are not related to the NIHTB-CB in late middle age. Continued follow-up will reveal if AD impacts performance on the NIHTB-CB.
Collapse
Affiliation(s)
| | | | - Priya Palta
- Departments of Medicine
- Department of Epidemiology, Joseph P. Mailman School of Public Health, Columbia University Irving Medical Center
| | | | | | | | | | | | - Krystal Laing
- Neurology, Vagelos College of Physicians and Surgeons, Columbia University
| | - Kay Igwe
- Neurology, Vagelos College of Physicians and Surgeons, Columbia University
| | - Aubrey Johnson
- Neurology, Vagelos College of Physicians and Surgeons, Columbia University
| | - Zeljko Tomljanovic
- Neurology, Vagelos College of Physicians and Surgeons, Columbia University
| | - Hengda He
- Department of Biomedical Engineering, Columbia University
| | - José Gutierrez
- Neurology, Vagelos College of Physicians and Surgeons, Columbia University
| | | | - Herman Moreno
- Department of Neurology, SUNY Downstate Medical Center, Brooklyn
| | - William Kreisl
- Neurology, Vagelos College of Physicians and Surgeons, Columbia University
- Taub Institute for Research on Alzheimer Disease and the Aging Brain, Columbia University Irving Medical Center
- Gertrude H. Sergievsky Center, and Taub Institute for Research on Alzheimer Disease and the Aging Brain, Vagelos College of Physicians and Surgeons, Columbia University
| | | | - Adam M Brickman
- Neurology, Vagelos College of Physicians and Surgeons, Columbia University
- Taub Institute for Research on Alzheimer Disease and the Aging Brain, Columbia University Irving Medical Center
- Gertrude H. Sergievsky Center, and Taub Institute for Research on Alzheimer Disease and the Aging Brain, Vagelos College of Physicians and Surgeons, Columbia University
| | - José A Luchsinger
- Departments of Medicine
- Department of Epidemiology, Joseph P. Mailman School of Public Health, Columbia University Irving Medical Center
| |
Collapse
|
5
|
Kim S, Wang SM, Kang DW, Um YH, Han EJ, Park SY, Ha S, Choe YS, Kim HW, Kim REY, Kim D, Lee CU, Lim HK. A Comparative Analysis of Two Automated Quantification Methods for Regional Cerebral Amyloid Retention: PET-Only and PET-and-MRI-Based Methods. Int J Mol Sci 2024; 25:7649. [PMID: 39062892 PMCID: PMC11276670 DOI: 10.3390/ijms25147649] [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: 06/15/2024] [Revised: 07/06/2024] [Accepted: 07/10/2024] [Indexed: 07/28/2024] Open
Abstract
Accurate quantification of amyloid positron emission tomography (PET) is essential for early detection of and intervention in Alzheimer's disease (AD) but there is still a lack of studies comparing the performance of various automated methods. This study compared the PET-only method and PET-and-MRI-based method with a pre-trained deep learning segmentation model. A large sample of 1180 participants in the Catholic Aging Brain Imaging (CABI) database was analyzed to calculate the regional standardized uptake value ratio (SUVR) using both methods. The logistic regression models were employed to assess the discriminability of amyloid-positive and negative groups through 10-fold cross-validation and area under the receiver operating characteristics (AUROC) metrics. The two methods showed a high correlation in calculating SUVRs but the PET-MRI method, incorporating MRI data for anatomical accuracy, demonstrated superior performance in predicting amyloid-positivity. The parietal, frontal, and cingulate importantly contributed to the prediction. The PET-MRI method with a pre-trained deep learning model approach provides an efficient and precise method for earlier diagnosis and intervention in the AD continuum.
Collapse
Affiliation(s)
- Sunghwan Kim
- Department of Psychiatry, College of Medicine, Yeouido St. Mary’s Hospital, The Catholic University of Korea, 222 Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
| | - Sheng-Min Wang
- Department of Psychiatry, College of Medicine, Yeouido St. Mary’s Hospital, The Catholic University of Korea, 222 Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
| | - Dong Woo Kang
- Department of Psychiatry, College of Medicine, Seoul St. Mary’s Hospital, The Catholic University of Korea, 222 Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
| | - Yoo Hyun Um
- Department of Psychiatry, St. Vincent’s Hospital, College of Medicine, The Catholic University of Korea, 222 Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
| | - Eun Ji Han
- Division of Nuclear Medicine, Department of Radiology, Yeouido St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, 222 Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
| | - Sonya Youngju Park
- Division of Nuclear Medicine, Department of Radiology, Yeouido St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, 222 Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
| | - Seunggyun Ha
- Division of Nuclear Medicine, Department of Radiology, Seoul St. Mary’s Hospital, The Catholic University of Korea, 222 Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
| | - Yeong Sim Choe
- Research Institute, Neurophet Inc., Seoul 06234, Republic of Korea (R.E.K.)
| | - Hye Weon Kim
- Research Institute, Neurophet Inc., Seoul 06234, Republic of Korea (R.E.K.)
| | - Regina EY Kim
- Research Institute, Neurophet Inc., Seoul 06234, Republic of Korea (R.E.K.)
| | - Donghyeon Kim
- Research Institute, Neurophet Inc., Seoul 06234, Republic of Korea (R.E.K.)
| | - Chang Uk Lee
- Department of Psychiatry, College of Medicine, Seoul St. Mary’s Hospital, The Catholic University of Korea, 222 Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
| | - Hyun Kook Lim
- Department of Psychiatry, College of Medicine, Yeouido St. Mary’s Hospital, The Catholic University of Korea, 222 Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
- CMC Institute for Basic Medical Science, The Catholic Medical Center of The Catholic University of Korea, 222 Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
| |
Collapse
|
6
|
Hojjati SH, Chiang GC, Butler TA, de Leon M, Gupta A, Li Y, Sabuncu MR, Feiz F, Nayak S, Shteingart J, Ozoria S, Gholipour Picha S, Stern Y, Luchsinger JA, Devanand DP, Razlighi QR. Remote Associations Between Tau and Cortical Amyloid-β Are Stage-Dependent. J Alzheimers Dis 2024; 98:1467-1482. [PMID: 38552116 PMCID: PMC11091581 DOI: 10.3233/jad-231362] [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] [Accepted: 02/19/2024] [Indexed: 04/20/2024]
Abstract
Background Histopathologic studies of Alzheimer's disease (AD) suggest that extracellular amyloid-β (Aβ) plaques promote the spread of neurofibrillary tau tangles. However, these two proteinopathies initiate in spatially distinct brain regions, so how they interact during AD progression is unclear. Objective In this study, we utilized Aβ and tau positron emission tomography (PET) scans from 572 older subjects (476 healthy controls (HC), 14 with mild cognitive impairment (MCI), 82 with mild AD), at varying stages of the disease, to investigate to what degree tau is associated with cortical Aβ deposition. Methods Using multiple linear regression models and a pseudo-longitudinal ordering technique, we investigated remote tau-Aβ associations in four pathologic phases of AD progression based on tau spread: 1) no-tau, 2) pre-acceleration, 3) acceleration, and 4) post-acceleration. Results No significant tau-Aβ association was detected in the no-tau phase. In the pre-acceleration phase, the earliest stage of tau deposition, associations emerged between regional tau in medial temporal lobe (MTL) (i.e., entorhinal cortex, parahippocampal gyrus) and cortical Aβ in lateral temporal lobe regions. The strongest tau-Aβ associations were found in the acceleration phase, in which tau in MTL regions was strongly associated with cortical Aβ (i.e., temporal and frontal lobes regions). Strikingly, in the post-acceleration phase, including 96% of symptomatic subjects, tau-Aβ associations were no longer significant. Conclusions The results indicate that associations between tau and Aβ are stage-dependent, which could have important implications for understanding the interplay between these two proteinopathies during the progressive stages of AD.
Collapse
Affiliation(s)
- Seyed Hani Hojjati
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, New York, NY, USA
| | - Gloria C. Chiang
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, New York, NY, USA
| | - Tracy A. Butler
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, New York, NY, USA
| | - Mony de Leon
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, New York, NY, USA
| | - Ajay Gupta
- Department of Radiology, Weill Cornell Medicine, New York, NY, USA
| | - Yi Li
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, New York, NY, USA
| | - Mert R. Sabuncu
- Department of Radiology, Weill Cornell Medicine, New York, NY, USA
- Department of Electrical and Computer Engineering, Cornell University, Ithaca, NY, USA
| | - Farnia Feiz
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, New York, NY, USA
| | - Siddharth Nayak
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, New York, NY, USA
| | - Jacob Shteingart
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, New York, NY, USA
| | - Sindy Ozoria
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, New York, NY, USA
| | - Saman Gholipour Picha
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, New York, NY, USA
- Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, USA
| | - Yaakov Stern
- Departments of Neurology, Psychiatry, GH Sergievsky Center, The Taub Institute for the Research on Alzheimer’s Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, USA
| | - José A. Luchsinger
- Departments of Medicine and Epidemiology, Columbia University Irving Medical Center, New York, NY, USA
| | - Davangere P. Devanand
- Division of Geriatric Psychiatry, New York State Psychiatric Institute, Columbia University Irving Medical Center, New York, NY, USA
- Department of Neurology, Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, USA
- Department of Psychiatry, New York State Psychiatric Institute, Columbia University Irving Medical Center, New York, NY, USA
| | - Qolamreza R. Razlighi
- Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, New York, NY, USA
| |
Collapse
|
7
|
Simon SS, Varangis E, Lee S, Gu Y, Gazes Y, Razlighi QR, Habeck C, Stern Y. In vivo tau is associated with change in memory and processing speed, but not reasoning, in cognitively unimpaired older adults. Neurobiol Aging 2024; 133:28-38. [PMID: 38376885 PMCID: PMC10879688 DOI: 10.1016/j.neurobiolaging.2023.10.001] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Revised: 08/30/2023] [Accepted: 10/01/2023] [Indexed: 02/21/2024]
Abstract
The relationship between tau deposition and cognitive decline in cognitively healthy older adults is still unclear. The tau PET tracer 18F-MK-6240 has shown favorable imaging characteristics to identify early tau deposition in aging. We evaluated the relationship between in vivo tau levels (18F-MK-6240) and retrospective cognitive change over 5 years in episodic memory, processing speed, and reasoning. For tau quantification, a set of regions of interest (ROIs) was selected a priori based on previous literature: (1) total-ROI comprising selected areas, (2) medial temporal lobe-ROI, and (3) lateral temporal lobe-ROI and cingulate/parietal lobe-ROI. Higher tau burden in most ROIs was associated with a steeper decline in memory and speed. There were no associations between tau and reasoning change. The novelty of this finding is that tau burden may affect not only episodic memory, a well-established finding but also processing speed. Our finding reinforces the notion that early tau deposition in areas related to Alzheimer's disease is associated with cognitive decline in cognitively unimpaired individuals, even in a sample with low amyloid-β pathology.
Collapse
Affiliation(s)
- Sharon Sanz Simon
- Cognitive Neuroscience Division, Department of Neurology, Columbia University, Vagelos College of Physicians and Surgeons, New York, NY, USA
| | - Eleanna Varangis
- School of Kinesiology, University of Michigan, Ann Arbor, MI, USA; Concussion Center, University of Michigan, Ann Arbor, MI, USA
| | - Seonjoo Lee
- Department of Biostatistics, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Yian Gu
- Cognitive Neuroscience Division, Department of Neurology, Columbia University, Vagelos College of Physicians and Surgeons, New York, NY, USA; Department of Epidemiology, Joseph P. Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Yunglin Gazes
- Cognitive Neuroscience Division, Department of Neurology, Columbia University, Vagelos College of Physicians and Surgeons, New York, NY, USA
| | | | - Christian Habeck
- Cognitive Neuroscience Division, Department of Neurology, Columbia University, Vagelos College of Physicians and Surgeons, New York, NY, USA
| | - Yaakov Stern
- Cognitive Neuroscience Division, Department of Neurology, Columbia University, Vagelos College of Physicians and Surgeons, New York, NY, USA.
| |
Collapse
|
8
|
Hani Hojjati S, Butler TA, Chiang GC, Habeck C, RoyChoudhury A, Feiz F, Shteingart J, Nayak S, Ozoria S, Fernández A, Stern Y, Luchsinger JA, Devanand DP, Razlighi QR. Distinct and joint effects of low and high levels of Aβ and tau deposition on cortical thickness. Neuroimage Clin 2023; 38:103409. [PMID: 37104927 PMCID: PMC10165160 DOI: 10.1016/j.nicl.2023.103409] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 04/11/2023] [Accepted: 04/14/2023] [Indexed: 04/29/2023]
Abstract
Alzheimer's disease (AD) is defined by the presence of Amyloid-β (Aβ),tau, and neurodegeneration (ATN framework) in the human cerebral cortex. Yet, prior studies have suggested that Aβ deposition can be associated with both cortical thinning and thickening. These contradictory results are attributed to small sample sizes, the presence versus absence of tau, and limited detectability in the earliest phase of protein deposition, which may begin in young adulthood and cannot be captured in studies enrolling only older subjects. In this study, we aimed to find the distinct and joint effects of Aβ andtau on neurodegeneration during the progression from normal to abnormal stages of pathologies that remain elusive. We used18F-MK6240 and 18F-Florbetaben/18F-Florbetapir positron emission tomography (PET) and magnetic resonance imaging (MRI) to quantify tau, Aβ, and cortical thickness in 590 participants ranging in age from 20 to 90. We performed multiple regression analyses to assess the distinct and joint effects of Aβ and tau on cortical thickness using 590 healthy control (HC) and mild cognitive impairment (MCI) participants (141 young, 394 HC elderlies, 52 MCI). We showed thatin participants with normal levels of global Aβdeposition, Aβ uptakewassignificantly associated with increasedcortical thickness regardless of tau (e.g., left entorhinal cortex with t > 3.241, p < 0.0013). The relationship between tau deposition and neurodegeneration was more complex: in participants with abnormal levels of global tau, tau uptake was associated with cortical thinning in several regions of the brain (e.g., left entorhinal with t < -2.80, p < 0.0096 and left insula with t-value < -4.284, p < 0.0001), as reported on prior neuroimaging and neuropathological studies. Surprisingly, in participants with normal levels of global tau, tau was found to be associated with cortical thickening. Moreover, in participants with abnormal levels of global Aβandtau, theresonancebetween them, defined as their correlation throughout the cortex, wasassociated strongly with cortical thinning even when controlling for a direct linear effect. We confirm prior findings of an association between Aβ deposition and cortical thickening and suggest this may also be the case in the earliest stages of deposition in normal aging. We also illustrate that resonance between high levels of Aβ and tau uptake is strongly associated with cortical thinning, emphasizing the effects of Aβ/tau synergy inAD pathogenesis.
Collapse
Affiliation(s)
- Seyed Hani Hojjati
- Quantitative Neuroimaging Laboratory, Brain Health Imaging Institute, Department of Radiology, Weill Cornell Medicine, New York, NY, United States.
| | - Tracy A Butler
- Brain Health Imaging Institute, Department of Radiology, Weill Cornell Medicine, New York, NY, United States
| | - Gloria C Chiang
- Brain Health Imaging Institute, Department of Radiology, Weill Cornell Medicine, New York, NY, United States
| | - Christian Habeck
- Department of Neurology and the Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, United States
| | - Arindam RoyChoudhury
- Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States
| | - Farnia Feiz
- Quantitative Neuroimaging Laboratory, Brain Health Imaging Institute, Department of Radiology, Weill Cornell Medicine, New York, NY, United States
| | - Jacob Shteingart
- Quantitative Neuroimaging Laboratory, Brain Health Imaging Institute, Department of Radiology, Weill Cornell Medicine, New York, NY, United States
| | - Siddharth Nayak
- Quantitative Neuroimaging Laboratory, Brain Health Imaging Institute, Department of Radiology, Weill Cornell Medicine, New York, NY, United States
| | - Sindy Ozoria
- Quantitative Neuroimaging Laboratory, Brain Health Imaging Institute, Department of Radiology, Weill Cornell Medicine, New York, NY, United States
| | - Antonio Fernández
- Quantitative Neuroimaging Laboratory, Brain Health Imaging Institute, Department of Radiology, Weill Cornell Medicine, New York, NY, United States
| | - Yaakov Stern
- Departments of Neurology, Psychiatry, GH Sergievsky Center, the Taub Institute for the Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, United States
| | - José A Luchsinger
- Departments of Medicine and Epidemiology, Columbia University Irving Medical Center, New York, NY, United States
| | - Davangere P Devanand
- Division of Geriatric Psychiatry, New York State Psychiatric Institute, Columbia University Irving Medical Center, New York, NY, United States; Department of Neurology, Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, United States; Department of Psychiatry, New York State Psychiatric Institute, Columbia University Irving Medical Center, New York, NY, United States
| | - Qolamreza R Razlighi
- Quantitative Neuroimaging Laboratory, Brain Health Imaging Institute, Department of Radiology, Weill Cornell Medicine, New York, NY, United States
| |
Collapse
|
9
|
Butler T, Chiang GC, Niogi SN, Wang XH, Skudin C, Tanzi E, Wickramasuriya N, Spiegel J, Maloney T, Pahlajani S, Zhou L, Morim S, Rusinek H, Normandin M, Dyke JP, Fung EK, Li Y, Glodzik L, Razlighi QR, Shah SA, de Leon M. Tau PET following acute TBI: Off-target binding to blood products, tauopathy, or both? FRONTIERS IN NEUROIMAGING 2022; 1:958558. [PMID: 36876118 PMCID: PMC9979975 DOI: 10.3389/fnimg.2022.958558] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 08/15/2022] [Indexed: 11/07/2022]
Abstract
Repeated mild Traumatic Brain Injury (TBI) is a risk factor for Chronic Traumatic Encephalopathy (CTE), characterized pathologically by neurofibrillary tau deposition in the depths of brain sulci and surrounding blood vessels. The mechanism by which TBI leads to CTE remains unknown but has been posited to relate to axonal shear injury leading to release and possibly deposition of tau at the time of injury. As part of an IRB-approved study designed to learn how processes occurring acutely after TBI may predict later proteinopathy and neurodegeneration, we performed tau PET using 18F-MK6240 and MRI within 14 days of complicated mild TBI in three subjects. PET radiotracer accumulation was apparent in regions of traumatic hemorrhage in all subjects, with prominent intraparenchymal PET signal in one young subject with a history of repeated sports-related concussions. These results are consistent with off-target tracer binding to blood products as well as possible on-target binding to chronically and/or acutely-deposited neurofibrillary tau. Both explanations are highly relevant to applying tau PET to understanding TBI and CTE. Additional study is needed to assess the potential utility of tau PET in understanding how processes occurring acutely after TBI, such as release and deposition of tau and blood from damaged axons and blood vessels, may relate to development CTE years later.
Collapse
Affiliation(s)
- Tracy Butler
- Department of Radiology, Weill Cornell Medicine,, New York, NY, United States
| | - Gloria C. Chiang
- Department of Radiology, Weill Cornell Medicine,, New York, NY, United States
| | - Sumit Narayan Niogi
- Department of Radiology, Weill Cornell Medicine,, New York, NY, United States
| | - Xiuyuan Hugh Wang
- Department of Radiology, Weill Cornell Medicine,, New York, NY, United States
| | - Carly Skudin
- Department of Radiology, Weill Cornell Medicine,, New York, NY, United States
| | - Emily Tanzi
- Department of Radiology, Weill Cornell Medicine,, New York, NY, United States
| | | | - Jonathan Spiegel
- Department of Radiology, Weill Cornell Medicine,, New York, NY, United States
| | - Thomas Maloney
- Department of Radiology, Weill Cornell Medicine,, New York, NY, United States
| | - Silky Pahlajani
- Department of Radiology, Weill Cornell Medicine,, New York, NY, United States
| | - Liangdong Zhou
- Department of Radiology, Weill Cornell Medicine,, New York, NY, United States
| | - Simon Morim
- Department of Radiology, Weill Cornell Medicine,, New York, NY, United States
| | - Henry Rusinek
- New York University Grossman School of Medicine, New York, NY, United States
| | - Marc Normandin
- Department of Radiology Harvard Medical School, Boston, MA, United States
| | - Jonathan P. Dyke
- Department of Radiology, Weill Cornell Medicine,, New York, NY, United States
| | - Edward K. Fung
- Department of Radiology, Weill Cornell Medicine,, New York, NY, United States
| | - Yi Li
- Department of Radiology, Weill Cornell Medicine,, New York, NY, United States
| | - Lidia Glodzik
- Department of Radiology, Weill Cornell Medicine,, New York, NY, United States
| | | | - Sudhin A. Shah
- Department of Radiology, Weill Cornell Medicine,, New York, NY, United States
| | - Mony de Leon
- Department of Radiology, Weill Cornell Medicine,, New York, NY, United States
| |
Collapse
|
10
|
García Vicente A, Tello Galán M, Pena Pardo F, Amo-Salas M, Mondejar Marín B, Navarro Muñoz S, Rueda Medina I, Poblete García V, Marsal Alonso C, Soriano Castrejón Á. Aumento de la confianza en la interpretación del PET con 18F-Florbetaben: “machine learning” basado en la aproximación cuantitativa. Rev Esp Med Nucl Imagen Mol 2022. [DOI: 10.1016/j.remn.2021.01.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
|
11
|
Rippon B, Palta P, Tahmi M, Sherwood G, Soto L, Cespedes S, Mesen Y, He H, Laing K, Moreno H, Teresi J, Razlighi Q, Brickman AM, Zetterberg H, Luchsinger JA. Plasma Amyloid and in vivo Brain Amyloid in Late Middle-Aged Hispanics. J Alzheimers Dis 2022; 87:1229-1238. [PMID: 35466933 PMCID: PMC10361456 DOI: 10.3233/jad-210391] [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: 11/15/2022]
Abstract
BACKGROUND Determining amyloid positivity is possible with cerebrospinal fluid and brain imaging of amyloid, but these methods are invasive and expensive. OBJECTIVE To relate plasma amyloid-β (Aβ), measured using Single-molecule array (Simoatrademark) assays, to in vivo brain Aβ, measured using positron emission tomography (PET), examine the accuracy of plasma Aβ to predict brain Aβ positivity, and the relation of APOE ɛ4 with plasma Aβ. METHODS We performed a cross-sectional analysis in a cohort of 345 late middle-aged Hispanic men and women (age 64 years, 72% women). Our primary plasma variable was Aβ42/Aβ40 ratio measured with Simoa. Brain Aβ burden was measured as global SUVR with 18F-Florbetaben PET examined continuously and categorically. RESULTS Plasma Aβ42/Aβ40 ratio was inversely associated with global Aβ SUVR (β= -0.13, 95% Confidence Interval (CI): -0.23, -0.03; p = 0.013) and Aβ positivity (Odds Ratio: 0.59, 95% CI: 0.38, 0.91; p = 0.016), independent of demographics and APOE ɛ4. ROC curves (AUC = 0.73, 95% CI: 0.64, 0.82; p < 0.0001) showed that the optimal threshold for plasma Aβ42/Aβ40 ratio in relation to brain Aβ positivity was 0.060 with a sensitivity of 82.4% and specificity of 62.8%. APOE ɛ4 carriers had lower Aβ42/Aβ40 ratio and a higher Aβ positivity determined with the Aβ42/Aβ40 ratio threshold of 0.060. CONCLUSION Plasma Aβ42/Aβ40 ratio assayed using Simoa is weakly correlated with in vivo brain amyloid and has limited accuracy in screening for amyloid positivity and for studying risk factors of brain amyloid burden when in vivo imaging is not feasible.
Collapse
Affiliation(s)
- Brady Rippon
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center (CUIMC), New York, NY, USA
| | - Priya Palta
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center (CUIMC), New York, NY, USA.,Department of Epidemiology, Joseph P. Mailman School of Public Health, CUIMC, New York, NY, USA
| | - Mouna Tahmi
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center (CUIMC), New York, NY, USA
| | - Greysi Sherwood
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center (CUIMC), New York, NY, USA
| | - Luisa Soto
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center (CUIMC), New York, NY, USA
| | - Sandino Cespedes
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center (CUIMC), New York, NY, USA
| | - Yanette Mesen
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center (CUIMC), New York, NY, USA
| | - Hengda He
- Department of Neurology, College of Physicians and Surgeons, CUIMC, New York, NY, USA
| | - Krystal Laing
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, CUIMC, New York, NY, USA
| | - Herman Moreno
- Department of Neurology and Pharmacology/Physiology, SUNY Downstate Medical Center, Brooklyn, NY, USA
| | - Jeanne Teresi
- Research Division, Hebrew Home in Riverdale, Bronx, NY, USA
| | - Qolamreza Razlighi
- Department of Radiology, Weill Cornell Medical College, New York, NY, USA
| | - Adam M Brickman
- Department of Neurology, College of Physicians and Surgeons, CUIMC, New York, NY, USA.,Taub Institute for Research on Alzheimer's Disease and the Aging Brain, CUIMC, New York, NY, USA.,Gertrude H. Sergievsky Center, CUIMC, New York, NY, USA
| | - Henrik Zetterberg
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
| | - José A Luchsinger
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center (CUIMC), New York, NY, USA.,Department of Epidemiology, Joseph P. Mailman School of Public Health, CUIMC, New York, NY, USA
| |
Collapse
|
12
|
Irace AL, Rippon BQ, Brickman AM, Luchsinger JA, Golub JS. The Laterality of Early Age-Related Hearing Loss and Brain β-Amyloid. Otol Neurotol 2022; 43:e382-e390. [PMID: 35147609 PMCID: PMC8852334 DOI: 10.1097/mao.0000000000003454] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE Worse hearing was linked to higher brain β-amyloid, a pathologic hallmark of Alzheimer's disease, in a recent study. We analyze the associations between β-amyloid and early age-related hearing loss in the right versus left ear to explore the laterality of this relationship. STUDY DESIGN Cross-sectional analysis of a prospective cohort study. SETTING Tertiary referral center. PARTICIPANTS Ninety-eight late middle-age adults. INTERVENTIONS None. MAIN OUTCOME MEASURES The primary outcome was whole brain and regional β-amyloid standardized uptake value ratio (SUVR) on positron emission tomography. The exposure was hearing in the right and left ear, measured by pure tone average (PTA) and word recognition score (WRS). Linear regression analyzed the association between β-amyloid and hearing in each ear, adjusting for potential confounders, including age, gender, education, cardiovascular disease, and hearing aid use. RESULTS Mean age ± standard deviation was 64.3 ± 3.5 years. Mean PTA was 20.4 ± 8.8 dB. Multivariable regression adjusting for covariates demonstrated that a 10 dB worsening in PTA in the left ear was associated with significantly higher β-amyloid (SUVR) in the bilateral cingulate gyri (right coefficient: 0.029 [95% confidence interval: 0.003-0.054]; left: 0.029 [0.003-0.055]), bilateral frontal lobes (right: 0.024 [0.002-0.047]; left: 0.028 [0.006-0.049]), and the right temporal lobe (0.019 [0.002-0.037]). Consistent results were observed when WRS served as the exposure. No associations were observed between β-amyloid and PTA or WRS in the right ear. CONCLUSIONS Worse hearing in the left ear, but not the right ear, was associated with higher β-amyloid. This might relate to asymmetric central auditory processing.
Collapse
Affiliation(s)
- Alexandria L. Irace
- Department of Otolaryngology—Head and Neck Surgery,
NewYork-Presbyterian Hospital/Columbia University Irving Medical Center, New York,
NY
- Vagelos College of Physicians & Surgeons, Columbia
University, New York, NY
| | | | - Adam M. Brickman
- Vagelos College of Physicians & Surgeons, Columbia
University, New York, NY
- Department of Neurology, Taub Institute for Research on
Alzheimer’s Disease and the Aging Brain, and the Gertrude H. Sergievsky
Center, Vagelos College of Physicians and Surgeons, Columbia University, New York,
NY
| | - José A. Luchsinger
- Department of Medicine, Columbia University, New York,
NY
- Department of Epidemiology, Mailman School of Public
Health, Columbia University, New York, NY
| | - Justin S. Golub
- Department of Otolaryngology—Head and Neck Surgery,
NewYork-Presbyterian Hospital/Columbia University Irving Medical Center, New York,
NY
| |
Collapse
|
13
|
Hojjati SH, Feiz F, Ozoria S, Razlighi QR. Topographical Overlapping of the Amyloid-β and Tau Pathologies in the Default Mode Network Predicts Alzheimer's Disease with Higher Specificity. J Alzheimers Dis 2021; 83:407-421. [PMID: 34219729 DOI: 10.3233/jad-210419] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
BACKGROUND While amyloid-β (Aβ) plaques and tau tangles are the well-recognized pathologies of Alzheimer's disease (AD), they are more often observed in healthy individuals than in AD patients. This discrepancy makes it extremely challenging to utilize these two proteinopathies as reliable biomarkers for the early detection as well as later diagnosis of AD. OBJECTIVE We hypothesize and provide preliminary evidence that topographically overlapping Aβ and tau within the default mode network (DMN) play more critical roles in the underlying pathophysiology of AD than each of the tau and/or Aβ pathologies alone. METHODS We used our newly developed quantification methods and publicly available neuroimaging data from 303 individuals to provide preliminary evidence of our hypothesis. RESULTS We first showed that the probability of observing overlapping Aβ and tau is significantly higher within than outside the DMN. We then showed evidence that using Aβ and tau overlap can increase the reliability of the prediction of healthy individuals converting to mild cognitive impairment (MCI) and to a lesser degree converting from MCI to AD. Finally, we provided evidence that while the initial accumulations of Aβ and tau seems to be started independently in the healthy participants, the accumulations of the two pathologies interact in the MCI and AD groups. CONCLUSION These findings shed some light on the complex pathophysiology of AD and suggest that overlapping Aβ and tau pathologies within the DMN might be a more reliable biomarker of AD for early detection and later diagnosis of the disease.
Collapse
Affiliation(s)
- Seyed Hani Hojjati
- Quantitative Neuroimaging Laboratory, Brain Health Imaging Institute, Department of Radiology, Weill Cornell Medicine, New York, NY, USA
| | - Farnia Feiz
- Quantitative Neuroimaging Laboratory, Brain Health Imaging Institute, Department of Radiology, Weill Cornell Medicine, New York, NY, USA
| | - Sindy Ozoria
- Quantitative Neuroimaging Laboratory, Brain Health Imaging Institute, Department of Radiology, Weill Cornell Medicine, New York, NY, USA
| | - Qolamreza R Razlighi
- Quantitative Neuroimaging Laboratory, Brain Health Imaging Institute, Department of Radiology, Weill Cornell Medicine, New York, NY, USA
| | | |
Collapse
|
14
|
Palta P, Rippon B, Tahmi M, Pardo M, Johnson A, Tomljanovic Z, He H, Laing KK, Razlighi QR, Teresi JA, Moreno H, Brickman AM, Kreisl WC, Luchsinger JA. Sex differences in in vivo tau neuropathology in a multiethnic sample of late middle-aged adults. Neurobiol Aging 2021; 103:109-116. [PMID: 33894641 PMCID: PMC8178209 DOI: 10.1016/j.neurobiolaging.2021.03.007] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2020] [Revised: 03/03/2021] [Accepted: 03/13/2021] [Indexed: 10/24/2022]
Abstract
It is unclear whether women have higher brain tau pathology. The objective of this study was to examine whether women have higher tau burden than men, and whether tau differences are independent of amyloid β (Aβ) burden. We conducted a cross-sectional analysis of a multiethnic sample of 252 nondemented late middle-aged (mean age: 64.1 years) adults with tau and amyloid Positron Emission Tomography (PET) data. Tau burden was measured as global standardized uptake value ratio (SUVR) in the middle/inferior temporal gyri and medial temporal cortex with 18F-MK-6240 PET. Aβ was measured as global SUVR with 18F-Florbetaben PET. Women had higher middle/inferior temporal gyri tau SUVR compared to men. However, no sex differences in the medial temporal cortex were observed. Women had higher brain Aβ SUVR compared to men. Continuous Aβ SUVR was positively correlated with medial temporal cortex and middle/inferior temporal gyri tau SUVR. However, there was no evidence of effect modification by Aβ SUVR on sex and tau. Compared with men, women in late middle age show higher tau burden, independent of Aβ.
Collapse
Affiliation(s)
- Priya Palta
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA; Department of Epidemiology, Joseph P. Mailman School of Public Health, Columbia University Irving Medical Center, New York, NY, USA.
| | - Brady Rippon
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Mouna Tahmi
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Michelle Pardo
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Aubrey Johnson
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Zeljko Tomljanovic
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Hengda He
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Krystal K Laing
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA; Department of Neurology, SUNY Downstate Medical Center, Brooklyn, NY, USA
| | - Qolamreza R Razlighi
- Department of Radiology, Weill Cornell Medicine, New York, NY, USA; Department of Neurology, SUNY Downstate Medical Center, Brooklyn, NY, USA
| | - Jeanne A Teresi
- Columbia University Stroud Center at New York State Psychiatric Institute, New York, NY and Research Division, Hebrew Home in Riverdale, Bronx, NY, USA
| | - Herman Moreno
- Columbia University Stroud Center at New York State Psychiatric Institute, New York, NY and Research Division, Hebrew Home in Riverdale, Bronx, NY, USA
| | - Adam M Brickman
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA; Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, USA; Gertrude H. Sergievsky Center, Columbia University Irving Medical Center, New York, NY, USA
| | - William C Kreisl
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA; Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, USA; Gertrude H. Sergievsky Center, Columbia University Irving Medical Center, New York, NY, USA; Department of Neurology, SUNY Downstate Medical Center, Brooklyn, NY, USA
| | - José A Luchsinger
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA; Department of Epidemiology, Joseph P. Mailman School of Public Health, Columbia University Irving Medical Center, New York, NY, USA
| |
Collapse
|
15
|
Tahmi M, Rippon B, Palta P, Sherwood G, Hernandez G, Soto L, Ceballos F, Pardo M, Laing K, Igwe K, He H, Teresi JA, Moreno H, Razlighi Q, Brickman AM, Luchsinger JA. In Vivo Amyloid, Neurodegeneration, and Verbal Learning in Late Middle-Aged Hispanics. J Alzheimers Dis 2021; 82:317-325. [PMID: 34024821 DOI: 10.3233/jad-201304] [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: 11/15/2022]
Abstract
BACKGROUND The National Institute on Aging (NIA)/Alzheimer's Association (AA) 2018 framework conceptualizes Alzheimer's disease (AD) biologically. Evidence of brain amyloid by biomarkers defines AD pathologic change and the Alzheimer's continuum. The presence of tau or neurodegeneration in the absence of amyloid defines non-AD pathologic change. OBJECTIVE To examine the relation of in vivo amyloid and neurodegeneration with verbal learning, one of the cognitive abilities affected early in AD, in late middle age. METHODS This was a cross-sectional study of amyloid and neurodegeneration biomarkers in a community-based cohort of 350 late-middle aged Hispanics without dementia (mean age: 64.15±3.34; 72.0%women). Amyloid (A) was measured as global standardized uptake value ratio (SUVR) with 18F-Florbetaben positron emission tomography (PET). Neurodegeneration (N) was ascertained as cortical thickness (CT) in AD signature areas using brain magnetic resonance imaging. We examined A/N continuously, categorically, by A/N profiles, and profile categories. The amyloid threshold for positivity was defined using the K means method. The CT threshold was defined as 2 standard deviations below the mean CT. Verbal learning was ascertained using total recall and delayed recall in the Buschke Selective Reminding test (SRT). RESULTS Higher cortical thickness was associated with higher performance in SRT delayed recall. Amyloid SUVR was not related to SRT performance. The low CT category was associated with lower performance in SRT delayed recall, while Amyloid categories were not related to any SRT score. The non-AD pathologic change group (A-N+) performed worse in SRT delayed recall compared to the Normal A/N profile group (A-N-). CONCLUSION In late middle-aged Hispanics without dementia, non-AD pathologic change, but not the Alzheimer's continuum, was related to verbal learning.
Collapse
Affiliation(s)
- Mouna Tahmi
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Brady Rippon
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Priya Palta
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA.,Department of Epidemiology, Joseph P. Mailman School of Public Health, Columbia University Irving Medical Center, New York, NY, USA
| | - Greysi Sherwood
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Gabriela Hernandez
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Luisa Soto
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Fernando Ceballos
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Michelle Pardo
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Krystal Laing
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Kay Igwe
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Hengda He
- Department of Biomedical Engineering, Columbia University, New York, NY, USA
| | | | - Herman Moreno
- Department of Neurology, SUNY Downstate Medical Center, Brooklyn, NY, USA
| | | | - Adam M Brickman
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA.,Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, USA.,Gertrude H. Sergievsky Center, Columbia University Irving Medical Center, New York, NY, USA
| | - José A Luchsinger
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA.,Department of Epidemiology, Joseph P. Mailman School of Public Health, Columbia University Irving Medical Center, New York, NY, USA
| |
Collapse
|
16
|
García Vicente AM, Tello Galán MJ, Pena Pardo FJ, Amo-Salas M, Mondejar Marín B, Navarro Muñoz S, Rueda Medina I, Poblete García VM, Marsal Alonso C, Soriano Castrejón Á. Increasing the confidence of 18F-Florbetaben PET interpretations: Machine learning quantitative approximation. Rev Esp Med Nucl Imagen Mol 2021; 41:153-163. [DOI: 10.1016/j.remnie.2021.03.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2020] [Accepted: 01/27/2021] [Indexed: 11/28/2022]
|
17
|
Palta P, Rippon B, Tahmi M, Sherwood G, Soto L, Ceballos F, Laing K, He H, Reitz C, Razlighi Q, Teresi JA, Moreno H, Brickman AM, Luchsinger JA. Metabolic syndrome and its components in relation to in vivo brain amyloid and neurodegeneration in late middle age. Neurobiol Aging 2021; 97:89-96. [PMID: 33166929 PMCID: PMC7810168 DOI: 10.1016/j.neurobiolaging.2020.09.023] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Revised: 09/19/2020] [Accepted: 09/24/2020] [Indexed: 12/16/2022]
Abstract
Metabolic syndrome (MetS) is associated with dementia, but it is unclear whether MetS is related to Alzheimer's disease (AD). We investigated the association of MetS with brain amyloid, a key AD feature, and neurodegeneration. A community-based sample of 350 middle-aged Hispanics in New York City had cerebral amyloid β (Aβ) burden ascertained with 18F-Florbetaben positron emission tomography. Neurodegeneration was ascertained as cortical thickness in AD signature regions from 3T brain MRI. MetS and its components (glucose, blood pressure, triglycerides, high-density lipoprotein, adiposity) were defined using the National Institutes of Health criteria. Neither the presence of MetS nor the MetS score was associated with Aβ or neurodegeneration. Among the MetS components, elevated glucose was associated with lower Aβ burden, and this association was not explained by diabetes treatment. Glucose and triglycerides were related to smaller cortical thickness. Our findings suggest that MetS as an arbitrary measure of aggregate metabolic and vascular risk does not capture the risk of AD neuropathology in late middle age and that other approaches to measure the aggregate risk should be examined.
Collapse
Affiliation(s)
- Priya Palta
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA; Department of Epidemiology, Joseph P. Mailman School of Public Health, Columbia University Irving Medical Center, New York, NY, USA.
| | - Brady Rippon
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Mouna Tahmi
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Greysi Sherwood
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Luisa Soto
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Fernando Ceballos
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Krystal Laing
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Hengda He
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA
| | - Christiane Reitz
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA; Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, USA; Gertrude H. Sergievsky Center, Columbia University Irving Medical Center, New York, NY, USA
| | | | - Jeanne A Teresi
- Research Division, Hebrew Home in Riverdale, Bronx, NY, USA; Columbia University Stroud Center at New York State Psychiatric Center, New York, NY, USA
| | - Herman Moreno
- Department of Neurology and Pharmacology/Physiology, SUNY Downstate Medical Center, Brooklyn, NY, USA
| | - Adam M Brickman
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA; Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, USA; Gertrude H. Sergievsky Center, Columbia University Irving Medical Center, New York, NY, USA
| | - José A Luchsinger
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, USA; Department of Epidemiology, Joseph P. Mailman School of Public Health, Columbia University Irving Medical Center, New York, NY, USA
| |
Collapse
|
18
|
Zhang YD, Dong Z, Wang SH, Yu X, Yao X, Zhou Q, Hu H, Li M, Jiménez-Mesa C, Ramirez J, Martinez FJ, Gorriz JM. Advances in multimodal data fusion in neuroimaging: Overview, challenges, and novel orientation. AN INTERNATIONAL JOURNAL ON INFORMATION FUSION 2020; 64:149-187. [PMID: 32834795 PMCID: PMC7366126 DOI: 10.1016/j.inffus.2020.07.006] [Citation(s) in RCA: 153] [Impact Index Per Article: 30.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/30/2020] [Revised: 07/06/2020] [Accepted: 07/14/2020] [Indexed: 05/13/2023]
Abstract
Multimodal fusion in neuroimaging combines data from multiple imaging modalities to overcome the fundamental limitations of individual modalities. Neuroimaging fusion can achieve higher temporal and spatial resolution, enhance contrast, correct imaging distortions, and bridge physiological and cognitive information. In this study, we analyzed over 450 references from PubMed, Google Scholar, IEEE, ScienceDirect, Web of Science, and various sources published from 1978 to 2020. We provide a review that encompasses (1) an overview of current challenges in multimodal fusion (2) the current medical applications of fusion for specific neurological diseases, (3) strengths and limitations of available imaging modalities, (4) fundamental fusion rules, (5) fusion quality assessment methods, and (6) the applications of fusion for atlas-based segmentation and quantification. Overall, multimodal fusion shows significant benefits in clinical diagnosis and neuroscience research. Widespread education and further research amongst engineers, researchers and clinicians will benefit the field of multimodal neuroimaging.
Collapse
Affiliation(s)
- Yu-Dong Zhang
- School of Informatics, University of Leicester, Leicester, LE1 7RH, Leicestershire, UK
- Department of Information Systems, Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah 21589, Saudi Arabia
| | - Zhengchao Dong
- Department of Psychiatry, Columbia University, USA
- New York State Psychiatric Institute, New York, NY 10032, USA
| | - Shui-Hua Wang
- Department of Information Systems, Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah 21589, Saudi Arabia
- School of Architecture Building and Civil engineering, Loughborough University, Loughborough, LE11 3TU, UK
- School of Mathematics and Actuarial Science, University of Leicester, LE1 7RH, UK
| | - Xiang Yu
- School of Informatics, University of Leicester, Leicester, LE1 7RH, Leicestershire, UK
| | - Xujing Yao
- School of Informatics, University of Leicester, Leicester, LE1 7RH, Leicestershire, UK
| | - Qinghua Zhou
- School of Informatics, University of Leicester, Leicester, LE1 7RH, Leicestershire, UK
| | - Hua Hu
- Department of Psychiatry, Columbia University, USA
- Department of Neurology, The Second Affiliated Hospital of Soochow University, China
| | - Min Li
- Department of Psychiatry, Columbia University, USA
- School of Internet of Things, Hohai University, Changzhou, China
| | - Carmen Jiménez-Mesa
- Department of Signal Theory, Networking and Communications, University of Granada, Granada, Spain
| | - Javier Ramirez
- Department of Signal Theory, Networking and Communications, University of Granada, Granada, Spain
| | - Francisco J Martinez
- Department of Signal Theory, Networking and Communications, University of Granada, Granada, Spain
| | - Juan Manuel Gorriz
- Department of Signal Theory, Networking and Communications, University of Granada, Granada, Spain
- Department of Psychiatry, University of Cambridge, Cambridge CB21TN, UK
| |
Collapse
|
19
|
Palta P, Rippon B, Reitz C, He H, Sherwood G, Ceballos F, Teresi J, Razlighi Q, Moreno H, Brickman AM, Luchsinger JA. Apolipoprotein E genotype and in vivo amyloid burden in middle-aged Hispanics. Neurology 2020; 95:e2086-e2094. [PMID: 32847955 PMCID: PMC7713748 DOI: 10.1212/wnl.0000000000010707] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2019] [Accepted: 04/29/2020] [Indexed: 01/20/2023] Open
Abstract
OBJECTIVE To examine in vivo amyloid burden in relation to APOEε4 genotype in middle-aged Hispanics. We hypothesize higher amyloid levels among APOE ε4 carriers vs APOE ε4 noncarriers. METHODS This is a cross-sectional study in a community-based sample of 249 middle-aged Hispanics in New York City who underwent a 3T brain MRI and PET with the amyloid radioligand 18F-florbetaben. APOE genotype was the primary exposure. The primary outcome was amyloid positivity. The secondary outcome was subthreshold amyloid levels examined as a continuous variable. RESULTS APOE ε4 carriers (n = 85) had a higher frequency (15.3%) of amyloid positivity compared to APOE ε4 noncarriers (n = 164, 1.8%). In the subthreshold group of amyloid-negative participants (n = 233), APOE ε4 carriers (n = 72) had a 0.02 (95% confidence interval [CI] 0.01-0.04) higher global brain amyloid standardized uptake value ratio (SUVR) compared to APOE ε4 noncarriers (n = 161). Compared to participants with the ε3/ε3 genotype, participants with ε4/ε4 had the highest frequency of amyloid positivity (28.6%), followed by those with ε3/ε4 (11%). Among amyloid-negative participants (n = 233), compared to participants with ε3/ε3 (n = 134), those with ε4/ε4 (n = 5) had a 0.12 (95% CI 0.07-0.17) higher global brain amyloid SUVR, and those with ε3/ε4 had a 0.02 higher SUVR (95% CI 0.003-0.04). Results were similar when a median split was used for elevated amyloid, when continuous amyloid SUVR was analyzed in all participants, and in nonparametric Mann-Whitney comparisons. CONCLUSION Middle-aged Hispanic APOE ε4 carriers have higher in vivo brain amyloid burden compared with noncarriers, as reported in non-Hispanics.
Collapse
Affiliation(s)
- Priya Palta
- From the Department of Medicine (P.P., B.R., G.S., F.C., J.A.L.), Vagelos College of Physicians and Surgeons, Department of Epidemiology (P.P., C.R., J.A.L.), Joseph P. Mailman School of Public Health, Department of Neurology (C.R., H.H., Q.R., A.M.B.), College of Physicians and Surgeons, Taub Institute for Research on Alzheimer's Disease and the Aging Brain (C.R., Q.R., A.M.B.), and Gertrude H. Sergievsky Center (C.R., Q.R., A.M.B.), Columbia University Irving Medical Center, New York; Research Division (J.T.), Hebrew Home in Riverdale, Bronx; Columbia University Stroud Center at New York State Psychiatric Center (J.T.); Department of Biomedical Engineering (Q.R.), Columbia University, New York; and Department of Neurology (H.M.), SUNY Downstate Medical Center, Brooklyn, NY.
| | - Brady Rippon
- From the Department of Medicine (P.P., B.R., G.S., F.C., J.A.L.), Vagelos College of Physicians and Surgeons, Department of Epidemiology (P.P., C.R., J.A.L.), Joseph P. Mailman School of Public Health, Department of Neurology (C.R., H.H., Q.R., A.M.B.), College of Physicians and Surgeons, Taub Institute for Research on Alzheimer's Disease and the Aging Brain (C.R., Q.R., A.M.B.), and Gertrude H. Sergievsky Center (C.R., Q.R., A.M.B.), Columbia University Irving Medical Center, New York; Research Division (J.T.), Hebrew Home in Riverdale, Bronx; Columbia University Stroud Center at New York State Psychiatric Center (J.T.); Department of Biomedical Engineering (Q.R.), Columbia University, New York; and Department of Neurology (H.M.), SUNY Downstate Medical Center, Brooklyn, NY
| | - Christiane Reitz
- From the Department of Medicine (P.P., B.R., G.S., F.C., J.A.L.), Vagelos College of Physicians and Surgeons, Department of Epidemiology (P.P., C.R., J.A.L.), Joseph P. Mailman School of Public Health, Department of Neurology (C.R., H.H., Q.R., A.M.B.), College of Physicians and Surgeons, Taub Institute for Research on Alzheimer's Disease and the Aging Brain (C.R., Q.R., A.M.B.), and Gertrude H. Sergievsky Center (C.R., Q.R., A.M.B.), Columbia University Irving Medical Center, New York; Research Division (J.T.), Hebrew Home in Riverdale, Bronx; Columbia University Stroud Center at New York State Psychiatric Center (J.T.); Department of Biomedical Engineering (Q.R.), Columbia University, New York; and Department of Neurology (H.M.), SUNY Downstate Medical Center, Brooklyn, NY
| | - Hengda He
- From the Department of Medicine (P.P., B.R., G.S., F.C., J.A.L.), Vagelos College of Physicians and Surgeons, Department of Epidemiology (P.P., C.R., J.A.L.), Joseph P. Mailman School of Public Health, Department of Neurology (C.R., H.H., Q.R., A.M.B.), College of Physicians and Surgeons, Taub Institute for Research on Alzheimer's Disease and the Aging Brain (C.R., Q.R., A.M.B.), and Gertrude H. Sergievsky Center (C.R., Q.R., A.M.B.), Columbia University Irving Medical Center, New York; Research Division (J.T.), Hebrew Home in Riverdale, Bronx; Columbia University Stroud Center at New York State Psychiatric Center (J.T.); Department of Biomedical Engineering (Q.R.), Columbia University, New York; and Department of Neurology (H.M.), SUNY Downstate Medical Center, Brooklyn, NY
| | - Greysi Sherwood
- From the Department of Medicine (P.P., B.R., G.S., F.C., J.A.L.), Vagelos College of Physicians and Surgeons, Department of Epidemiology (P.P., C.R., J.A.L.), Joseph P. Mailman School of Public Health, Department of Neurology (C.R., H.H., Q.R., A.M.B.), College of Physicians and Surgeons, Taub Institute for Research on Alzheimer's Disease and the Aging Brain (C.R., Q.R., A.M.B.), and Gertrude H. Sergievsky Center (C.R., Q.R., A.M.B.), Columbia University Irving Medical Center, New York; Research Division (J.T.), Hebrew Home in Riverdale, Bronx; Columbia University Stroud Center at New York State Psychiatric Center (J.T.); Department of Biomedical Engineering (Q.R.), Columbia University, New York; and Department of Neurology (H.M.), SUNY Downstate Medical Center, Brooklyn, NY
| | - Fernando Ceballos
- From the Department of Medicine (P.P., B.R., G.S., F.C., J.A.L.), Vagelos College of Physicians and Surgeons, Department of Epidemiology (P.P., C.R., J.A.L.), Joseph P. Mailman School of Public Health, Department of Neurology (C.R., H.H., Q.R., A.M.B.), College of Physicians and Surgeons, Taub Institute for Research on Alzheimer's Disease and the Aging Brain (C.R., Q.R., A.M.B.), and Gertrude H. Sergievsky Center (C.R., Q.R., A.M.B.), Columbia University Irving Medical Center, New York; Research Division (J.T.), Hebrew Home in Riverdale, Bronx; Columbia University Stroud Center at New York State Psychiatric Center (J.T.); Department of Biomedical Engineering (Q.R.), Columbia University, New York; and Department of Neurology (H.M.), SUNY Downstate Medical Center, Brooklyn, NY
| | - Jeanne Teresi
- From the Department of Medicine (P.P., B.R., G.S., F.C., J.A.L.), Vagelos College of Physicians and Surgeons, Department of Epidemiology (P.P., C.R., J.A.L.), Joseph P. Mailman School of Public Health, Department of Neurology (C.R., H.H., Q.R., A.M.B.), College of Physicians and Surgeons, Taub Institute for Research on Alzheimer's Disease and the Aging Brain (C.R., Q.R., A.M.B.), and Gertrude H. Sergievsky Center (C.R., Q.R., A.M.B.), Columbia University Irving Medical Center, New York; Research Division (J.T.), Hebrew Home in Riverdale, Bronx; Columbia University Stroud Center at New York State Psychiatric Center (J.T.); Department of Biomedical Engineering (Q.R.), Columbia University, New York; and Department of Neurology (H.M.), SUNY Downstate Medical Center, Brooklyn, NY
| | - Qolamreza Razlighi
- From the Department of Medicine (P.P., B.R., G.S., F.C., J.A.L.), Vagelos College of Physicians and Surgeons, Department of Epidemiology (P.P., C.R., J.A.L.), Joseph P. Mailman School of Public Health, Department of Neurology (C.R., H.H., Q.R., A.M.B.), College of Physicians and Surgeons, Taub Institute for Research on Alzheimer's Disease and the Aging Brain (C.R., Q.R., A.M.B.), and Gertrude H. Sergievsky Center (C.R., Q.R., A.M.B.), Columbia University Irving Medical Center, New York; Research Division (J.T.), Hebrew Home in Riverdale, Bronx; Columbia University Stroud Center at New York State Psychiatric Center (J.T.); Department of Biomedical Engineering (Q.R.), Columbia University, New York; and Department of Neurology (H.M.), SUNY Downstate Medical Center, Brooklyn, NY
| | - Herman Moreno
- From the Department of Medicine (P.P., B.R., G.S., F.C., J.A.L.), Vagelos College of Physicians and Surgeons, Department of Epidemiology (P.P., C.R., J.A.L.), Joseph P. Mailman School of Public Health, Department of Neurology (C.R., H.H., Q.R., A.M.B.), College of Physicians and Surgeons, Taub Institute for Research on Alzheimer's Disease and the Aging Brain (C.R., Q.R., A.M.B.), and Gertrude H. Sergievsky Center (C.R., Q.R., A.M.B.), Columbia University Irving Medical Center, New York; Research Division (J.T.), Hebrew Home in Riverdale, Bronx; Columbia University Stroud Center at New York State Psychiatric Center (J.T.); Department of Biomedical Engineering (Q.R.), Columbia University, New York; and Department of Neurology (H.M.), SUNY Downstate Medical Center, Brooklyn, NY
| | - Adam M Brickman
- From the Department of Medicine (P.P., B.R., G.S., F.C., J.A.L.), Vagelos College of Physicians and Surgeons, Department of Epidemiology (P.P., C.R., J.A.L.), Joseph P. Mailman School of Public Health, Department of Neurology (C.R., H.H., Q.R., A.M.B.), College of Physicians and Surgeons, Taub Institute for Research on Alzheimer's Disease and the Aging Brain (C.R., Q.R., A.M.B.), and Gertrude H. Sergievsky Center (C.R., Q.R., A.M.B.), Columbia University Irving Medical Center, New York; Research Division (J.T.), Hebrew Home in Riverdale, Bronx; Columbia University Stroud Center at New York State Psychiatric Center (J.T.); Department of Biomedical Engineering (Q.R.), Columbia University, New York; and Department of Neurology (H.M.), SUNY Downstate Medical Center, Brooklyn, NY
| | - José A Luchsinger
- From the Department of Medicine (P.P., B.R., G.S., F.C., J.A.L.), Vagelos College of Physicians and Surgeons, Department of Epidemiology (P.P., C.R., J.A.L.), Joseph P. Mailman School of Public Health, Department of Neurology (C.R., H.H., Q.R., A.M.B.), College of Physicians and Surgeons, Taub Institute for Research on Alzheimer's Disease and the Aging Brain (C.R., Q.R., A.M.B.), and Gertrude H. Sergievsky Center (C.R., Q.R., A.M.B.), Columbia University Irving Medical Center, New York; Research Division (J.T.), Hebrew Home in Riverdale, Bronx; Columbia University Stroud Center at New York State Psychiatric Center (J.T.); Department of Biomedical Engineering (Q.R.), Columbia University, New York; and Department of Neurology (H.M.), SUNY Downstate Medical Center, Brooklyn, NY
| |
Collapse
|
20
|
Tahmi M, Rippon B, Palta P, Soto L, Ceballos F, Pardo M, Sherwood G, Hernandez G, Arevalo R, He H, Sedaghat A, Arabshahi S, Teresi J, Moreno H, Brickman AM, Razlighi QR, Luchsinger JA. Brain Amyloid Burden and Resting-State Functional Connectivity in Late Middle-Aged Hispanics. Front Neurol 2020; 11:529930. [PMID: 33123070 PMCID: PMC7573129 DOI: 10.3389/fneur.2020.529930] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2020] [Accepted: 09/02/2020] [Indexed: 01/26/2023] Open
Abstract
Non-linear relations of brain amyloid beta (Aβ) with task- based functional connectivity (tbFC) measured with functional magnetic resonance imaging (fMRI) have been reported in late middle age. Our objective was to examine the association between brain Aβ and resting-state functional connectivity (rsFC) in late middle-aged adults. Global brain Aβ burden was ascertained with 18F-Florbetaben Positron Emission Tomography (PET); rsFC was ascertained on 3T Magnetic Resonance Imaging (MRI) among 333 late middle-aged Hispanics adults without dementia in four major brain functional connectivity networks: default mode network (DMN), fronto-parietal control network (FPC), salience network (SAL) and dorsal attention network (DAN). We examined the relationship of global brain Aβ with rsFC using multivariable linear regression adjusted for age, sex, education, and APOE-ε4 genotype. We quantified the non-linear associations both with quadratic terms and by categorizing Aβ into three groups: low Aβ, intermediate Aβ, and positive Aβ. We found no significant linear or non-linear associations between Aβ, measured either continuously or categorically, with rsFC in the examined networks. Our null findings may be explained by the younger age of our participants in whom amyloid burden is relatively low. It is also possible that the recently reported non-linear relationship is exclusive to task fMRI and not rsfMRI.
Collapse
Affiliation(s)
- Mouna Tahmi
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, United States
| | - Brady Rippon
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, United States
| | - Priya Palta
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, United States
- Department of Epidemiology, Joseph P. Mailman School of Public Health, Columbia University Irving Medical Center, New York, NY, United States
| | - Luisa Soto
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, United States
| | - Fernando Ceballos
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, United States
| | - Michelle Pardo
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, United States
| | - Greysi Sherwood
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, United States
| | - Gabriela Hernandez
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, United States
| | - Rodolfo Arevalo
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, United States
| | - Hengda He
- Department of Biomedical Engineering, Columbia University, New York, NY, United States
| | - Amirreza Sedaghat
- Department of Biomedical Engineering, Columbia University, New York, NY, United States
| | - Soroush Arabshahi
- Department of Biomedical Engineering, Columbia University, New York, NY, United States
| | - Jeanne Teresi
- Research Division, Hebrew Home in Riverdale, Bronx, NY, United States
| | - Herman Moreno
- Departments of Neurology and Physiology/Pharmacology, The Robert F. Furchgott Center for Neural and Behavioral Science, SUNY Downstate Medical Center, New York, NY, United States
- Kings County Hospital Neurology, New York, NYUnited States
| | - Adam M. Brickman
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, United States
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, United States
- Gertrude H. Sergievsky Center, Columbia University Irving Medical Center, New York, NY, United States
| | | | - José A. Luchsinger
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY, United States
- Department of Epidemiology, Joseph P. Mailman School of Public Health, Columbia University Irving Medical Center, New York, NY, United States
| |
Collapse
|
21
|
Luchsinger JA, Palta P, Rippon B, Sherwood G, Soto L, Ceballos F, Laing K, Igwe K, Tomljanovic Z, He H, Razlighi Q, Teresi J, Moreno H, Brickman AM. Pre-Diabetes, but not Type 2 Diabetes, Is Related to Brain Amyloid in Late Middle-Age. J Alzheimers Dis 2020; 75:1241-1252. [PMID: 32390636 PMCID: PMC7659021 DOI: 10.3233/jad-200232] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
BACKGROUND Type 2 diabetes is a dementia risk factor, but its relation to Alzheimer's disease (AD), the most common cause of dementia, is unclear. OBJECTIVE Our primary objective was to examine the association of pre-diabetes and type 2 diabetes with brain amyloid-β (Aβ), the putative main culprit of AD. Our secondary objective was to examine the association of pre-diabetes and type 2 diabetes with neurodegeneration, cerebrovascular disease (CVD), and memory performance. METHODS We conducted a cross-sectional study of 350 late middle-aged Hispanics without dementia in New York City. We classified diabetes status as normal glucose tolerance (NGT), pre-diabetes, and type 2 diabetes following American Diabetes Association criteria. Brain Aβ was ascertained as global Aβ standardized value uptake ratio using PET with 18F-Florbetaben. Neurodegeneration was operationalized as cortical thickness in regions affected by AD using MRI. CVD was operationalized as white matter hyperintensity volume (WMH) on MRI, and memory as performance with the selective reminding test (SRT). RESULTS Mean age was 64.15±3.34 years, 72.00% were women, and 35.43% were APOEɛ4 carriers. Pre-diabetes, but not type 2 diabetes, was associated with higher Aβ compared with NGT. Type 2 diabetes treatment was related to lower Aβ. Type 2 diabetes was related to lower cortical thickness, higher WMH, and lower SRT score. CONCLUSION Pre-diabetes, but not type 2 diabetes, is associated with higher brain Aβ in late middle age, and this observation could be explained by the relation of diabetes treatment with lower brain Aβ. Whether type 2 diabetes treatment lowers brain Aβ requires further study.
Collapse
Affiliation(s)
- Jose A. Luchsinger
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center (CUIMC), New York, NY
- Department of Epidemiology, Joseph P. Mailman School of Public Health, CUIMC, New York, NY
| | - Priya Palta
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center (CUIMC), New York, NY
- Department of Epidemiology, Joseph P. Mailman School of Public Health, CUIMC, New York, NY
| | - Brady Rippon
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center (CUIMC), New York, NY
| | - Greysi Sherwood
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center (CUIMC), New York, NY
| | - Luisa Soto
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center (CUIMC), New York, NY
| | - Fernando Ceballos
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center (CUIMC), New York, NY
| | - Krystal Laing
- Department of Neurology, College of Physicians and Surgeons, CUIMC, New York, NY
| | - Kay Igwe
- Department of Neurology, College of Physicians and Surgeons, CUIMC, New York, NY
| | - Zeljko Tomljanovic
- Department of Neurology, College of Physicians and Surgeons, CUIMC, New York, NY
| | - Hengda He
- Department of Neurology, College of Physicians and Surgeons, CUIMC, New York, NY
| | - Qolamreza Razlighi
- Department of Neurology, College of Physicians and Surgeons, CUIMC, New York, NY
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, CUIMC, New York, NY
- Gertrude H. Sergievsky Center, CUIMC, New York, NY
- Department of Biomedical Engineering, Columbia University, New York, NY
| | - Jeanne Teresi
- Research Division, Hebrew Home in Riverdale, Bronx, NY
| | - Herman Moreno
- Department of Neurology, SUNY Downstate Medical Center, Brooklyn, NY
| | - Adam M. Brickman
- Department of Neurology, College of Physicians and Surgeons, CUIMC, New York, NY
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, CUIMC, New York, NY
- Gertrude H. Sergievsky Center, CUIMC, New York, NY
| |
Collapse
|
22
|
Luchsinger JA, Palta P, Rippon B, Soto L, Ceballos F, Pardo M, Laing K, Igwe K, Johnson A, Tomljanovic Z, He H, Reitz C, Kreisl W, Razlighi Q, Teresi J, Moreno H, Brickman AM. Sex Differences in in vivo Alzheimer's Disease Neuropathology in Late Middle-Aged Hispanics. J Alzheimers Dis 2020; 74:1243-1252. [PMID: 32250303 PMCID: PMC7656318 DOI: 10.3233/jad-191183] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
BACKGROUND Females may have a higher risk of dementia than males. It is not clear if sex differences in Alzheimer's disease (AD) neuropathology explain the higher risk of dementia in females. Sex differences in AD neuropathology might begin in middle age, decades before the sex differences in dementia are apparent. OBJECTIVE To examine sex differences in in vivo AD neuropathology in late middle age. METHODS We conducted a cross-sectional comparison of AD biomarkers among 266 Hispanic males and females (mean age: 64.0; 71.8% females) without dementia. Amyloid burden was measured as global standardized uptake value ratio (SUVR) with18F-Florbetaben positron emission tomography (PET). Neurodegeneration was ascertained as cortical thickness in AD signature areas using brain magnetic resonance imaging. Tau burden was measured as tau SUVR in the middle/inferior temporal gyri and medial temporal cortex with 18F-MK-6240 in 75 of the 266 participants. RESULTS Females had higher amyloid SUVR and tau SUVR in the middle/inferior temporal gyri than males. However, females had higher cortical thickness than males and performed better in a test of verbal memory despite having higher AD neuropathology burden. CONCLUSION Higher amyloid and tau in females compared to males in late middle-age may explain the reported higher dementia risk in elderly females compared to males. Longitudinal follow-up is necessary to examine whether higher amyloid and tau burden in late middle age is followed by increased neurodegeneration and cognitive decline in females as compared with males.
Collapse
Affiliation(s)
- José A. Luchsinger
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY
- Department of Epidemiology, Joseph P. Mailman School of Public Health, Columbia University Irving Medical Center, New York, NY
| | - Priya Palta
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY
- Department of Epidemiology, Joseph P. Mailman School of Public Health, Columbia University Irving Medical Center, New York, NY
| | - Brady Rippon
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY
| | - Luisa Soto
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY
| | - Fernando Ceballos
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY
| | - Michelle Pardo
- Department of Medicine, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY
| | - Krystal Laing
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY
| | - Kay Igwe
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY
| | - Aubrey Johnson
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY
| | - Zeljko Tomljanovic
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY
| | - Hengda He
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY
| | - Christiane Reitz
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY
- Gertrude H. Sergievsky Center, Columbia University Irving Medical Center, New York, NY
| | - William Kreisl
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY
- Gertrude H. Sergievsky Center, Columbia University Irving Medical Center, New York, NY
| | - Qolamreza Razlighi
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY
- Gertrude H. Sergievsky Center, Columbia University Irving Medical Center, New York, NY
- Department of Biomedical Engineering, Columbia University, New York, NY
| | - Jeanne Teresi
- Research Division, Hebrew Home in Riverdale, Bronx, NY
| | - Herman Moreno
- Research Division, Hebrew Home in Riverdale, Bronx, NY
| | - Adam M. Brickman
- Department of Neurology, College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY
- Gertrude H. Sergievsky Center, Columbia University Irving Medical Center, New York, NY
| |
Collapse
|