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Hayden MR. The Brain Endothelial Cell Glycocalyx Plays a Crucial Role in the Development of Enlarged Perivascular Spaces in Obesity, Metabolic Syndrome, and Type 2 Diabetes Mellitus. Life (Basel) 2023; 13:1955. [PMID: 37895337 PMCID: PMC10608474 DOI: 10.3390/life13101955] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2023] [Revised: 09/07/2023] [Accepted: 09/22/2023] [Indexed: 10/29/2023] Open
Abstract
The brain endothelial cell (BEC) glycocalyx (ecGCx) is a BEC surface coating consisting of a complex interwoven polysaccharide (sweet husk) mesh-like network of membrane-bound proteoglycans, glycoproteins, and glycosaminoglycans (GAGs) covering the apical luminal layer of the brain endothelial cells. The ecGCx may be considered as the first barrier of a tripartite blood-brain barrier (BBB) consisting of (1) ecGCx; (2) BECs; and (3) an extravascular compartment of pericytes, the extracellular matrix, and perivascular astrocytes. Perturbations of this barrier allow for increased permeability in the postcapillary venule that will be permissive to both fluids, solutes, and proinflammatory peripherally derived leukocytes into the perivascular spaces (PVS) which result in enlargement as well as increased neuroinflammation. The ecGCx is known to have multiple functions, which include its physical and charge barrier, mechanical transduction, regulation of vascular permeability, modulation of inflammatory response, and anticoagulation functions. This review discusses each of the listed functions in detail and utilizes multiple transmission electron micrographs and illustrations to allow for a better understanding of the ecGCx structural and functional roles as it relates to enlarged perivascular spaces (EPVS). This is the fifth review of a quintet series that discuss the importance of EPVS from the perspective of the cells of brain barriers. Attenuation and/or loss of the ecGCx results in brain barrier disruption with increased permeability to proinflammatory leukocytes, fluids, and solutes, which accumulate in the postcapillary venule perivascular spaces. This accumulation results in obstruction and results in EPVS with impaired waste removal of the recently recognized glymphatic system. Importantly, EPVS are increasingly being regarded as a marker of cerebrovascular and neurodegenerative pathology.
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Affiliation(s)
- Melvin R Hayden
- Department of Internal Medicine, Endocrinology Diabetes and Metabolism, Diabetes and Cardiovascular Disease Center, University of Missouri School of Medicine, One Hospital Drive, Columbia, MO 65211, USA
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Hooyman A, Huentelman MJ, De Both M, Ryan L, Schaefer SY. Establishing the Validity and Reliability of an Online Motor Learning Game: Applications for Alzheimer's Disease Research Within MindCrowd. Games Health J 2023; 12:132-139. [PMID: 36745382 PMCID: PMC10066776 DOI: 10.1089/g4h.2022.0042] [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] [Indexed: 02/07/2023] Open
Abstract
Objective: Motor practice effects (i.e., improvements in motor task performance with practice) are emerging as a unique variable that can predict Alzheimer's disease (AD) progression and biomarker positivity. However, the tasks used to study motor practice effects have involved face-to-face assessment, making them difficult to integrate into large internet-based cohorts that represent the next generation of AD research. The purpose of this study was to validate an online computer game against its in-lab version, which has been shown previously to characterize motor practice effects. Materials and Methods: This study leveraged young adult participants within the MindCrowd electronic cohort, a large nationwide cohort for AD research collected entirely through the internet. Validation compared performance on the online version among MindCrowd users against an age-matched cohort's performance on an in-lab version using a different controller (Xbox 360 controller joystick for in-lab sample versus keyboard arrow keys for online sample). Results: Data indicated that the rate of skill acquisition among MindCrowd users were not significantly different from those of the in-lab cohort. Furthermore, the contact-to-consent rate observed in this study (although low) was similar to that of other online AD cohorts. Conclusion: Overall, this study demonstrates that implementing online games designed to study and measure motor practice effects into online research cohorts is feasible and valid. Future research will explore how online game performance is associated with age and dementia risk factors that may help further an understanding of AD.
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Affiliation(s)
- Andrew Hooyman
- School of Biological and Health Systems Engineering, Arizona State University, Tempe, AZ, USA
- The Arizona Alzheimer's Consortium, Phoenix, AZ, USA
| | - Matthew J. Huentelman
- The Arizona Alzheimer's Consortium, Phoenix, AZ, USA
- Neurogenomics Division, The Translational Genomics Research Institute (TGen), Phoenix, AZ, USA
| | - Matt De Both
- The Arizona Alzheimer's Consortium, Phoenix, AZ, USA
- Neurogenomics Division, The Translational Genomics Research Institute (TGen), Phoenix, AZ, USA
| | - Lee Ryan
- The Arizona Alzheimer's Consortium, Phoenix, AZ, USA
- Psychology Department, University of Arizona, Tucson, AZ, USA
- Evelyn F. McKnight Brain Institute, University of Arizona, Tucson, AZ, USA
| | - Sydney Y. Schaefer
- School of Biological and Health Systems Engineering, Arizona State University, Tempe, AZ, USA
- The Arizona Alzheimer's Consortium, Phoenix, AZ, USA
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Deoni SCL, Burton P, Beauchemin J, Cano-Lorente R, De Both MD, Johnson M, Ryan L, Huentelman MJ. Neuroimaging and verbal memory assessment in healthy aging adults using a portable low-field MRI scanner and a web-based platform: results from a proof-of-concept population-based cross-section study. Brain Struct Funct 2023; 228:493-509. [PMID: 36352153 PMCID: PMC9646260 DOI: 10.1007/s00429-022-02595-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Accepted: 11/01/2022] [Indexed: 11/10/2022]
Abstract
Consumer wearables and health monitors, internet-based health and cognitive assessments, and at-home biosample (e.g., saliva and capillary blood) collection kits are increasingly used by public health researchers for large population-based studies without requiring intensive in-person visits. Alongside reduced participant time burden, remote and virtual data collection allows the participation of individuals who live long distances from hospital or university research centers, or who lack access to transportation. Unfortunately, studies that include magnetic resonance neuroimaging are challenging to perform remotely given the infrastructure requirements of MRI scanners, and, as a result, they often omit socially, economically, and educationally disadvantaged individuals. Lower field strength systems (< 100 mT) offer the potential to perform neuroimaging at a participant's home, enabling more accessible and equitable research. Here we report the first use of a low-field MRI "scan van" with an online assessment of paired-associate learning (PAL) to examine associations between brain morphometry and verbal memory performance. In a sample of 67 individuals, 18-93 years of age, imaged at or near their home, we show expected white and gray matter volume trends with age and find significant (p < 0.05 FWE) associations between PAL performance and hippocampus, amygdala, caudate, and thalamic volumes. High-quality data were acquired in 93% of individuals, and at-home scanning was preferred by all individuals with prior MRI at a hospital or research setting. Results demonstrate the feasibility of remote neuroimaging and cognitive data collection, with important implications for engaging traditionally under-represented communities in neuroimaging research.
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Affiliation(s)
- Sean C L Deoni
- Maternal, Newborn, and Child Health Discovery & Tools, Bill & Melinda Gates Foundation, 500 5th Ave, Seattle, WA, 98109, USA.
| | - Phoebe Burton
- Advanced Baby Imaging Lab, Rhode Island Hospital, Providence, RI, USA
- Department of Pediatrics, Warren Alpert Medical School at Brown University, Providence, RI, USA
| | - Jennifer Beauchemin
- Advanced Baby Imaging Lab, Rhode Island Hospital, Providence, RI, USA
- Department of Pediatrics, Warren Alpert Medical School at Brown University, Providence, RI, USA
| | - Rosa Cano-Lorente
- Advanced Baby Imaging Lab, Rhode Island Hospital, Providence, RI, USA
- Department of Pediatrics, Warren Alpert Medical School at Brown University, Providence, RI, USA
| | | | | | - Lee Ryan
- Department of Psychology, University of Arizona, Tucson, AZ, USA
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Coon DW, Gómez-Morales A. Modifiable Risk Factors for Brain Health and Dementia and Opportunities for Intervention: A Brief Review. Clin Gerontol 2023; 46:143-154. [PMID: 35996225 DOI: 10.1080/07317115.2022.2114396] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
Maintaining brain health and promoting healthy lifestyle strategies to manage modifiable risk factors is vital to ensuring well-being for all - not only for the individuals with memory challenges but also their family caregivers and professional providers. In this brief review paper, we highlight modifiable risk and protective factors and opportunities for dementia risk reduction (e.g., limited alcohol use and reduced exposure to air pollution, secondhand smoke, and excessive noise); provide an overview of the World-Wide FINGERS Network and its goal to adapt the original Finnish Geriatric Intervention Study to Prevent Cognitive Impairment and Disability (FINGER) multidomain lifestyle approach in various settings to determine whether the protocol is effective across different populations in varied geographic, cultural, and economic settings and to optimize the model across a continuum of cognitive decline; and, comment on challenges and opportunities for researchers and clinicians including opportunities for risk reduction and intervention in primary care settings and the need to establish linkages across multiple levels of intervention to sustain behavior change in prevention, treatment, and care.
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Affiliation(s)
- David W Coon
- Center for Innovation in Healthy and Resilient Aging, Arizona State University, Tempe, Arizona, USA
- Edson College of Nursing and Health Innovation, Arizona State University, Tempe, Arizona, USA
| | - Abigail Gómez-Morales
- Edson College of Nursing and Health Innovation, Arizona State University, Tempe, Arizona, USA
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Hooyman A, Talboom JS, DeBoth MD, Ryan L, Huentelman M, Schaefer SY. Remote, Unsupervised Functional Motor Task Evaluation in Older Adults across the United States Using the MindCrowd Electronic Cohort. Dev Neuropsychol 2021; 46:435-446. [PMID: 34612107 PMCID: PMC8671381 DOI: 10.1080/87565641.2021.1979005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2021] [Revised: 09/01/2021] [Accepted: 09/04/2021] [Indexed: 10/20/2022]
Abstract
COVID-19 has impacted the ability to evaluate motor function in older adults, as motor assessments typically require face-to-face interaction. One hundred seventy-seven older adults nationwide completed an unsupervised functional upper-extremity assessment at home. Data were compared to data from an independent sample of community-dwelling older adults (N = 250) assessed in lab. The effect of age on performance was similar between the in-lab and at-home groups. Practice effects were also similar. Assessing upper-extremity motor function remotely is feasible and reliable in community-dwelling older adults. This test offers a practical solution for telehealth practice and other research involving remote or geographically isolated individuals.
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Affiliation(s)
- Andrew Hooyman
- School of Biological and Health Systems Engineering, Arizona State University, Tempe, AZ, USA
- The Arizona Alzheimer’s Consortium, Phoenix, AZ, USA
| | - Joshua S. Talboom
- The Arizona Alzheimer’s Consortium, Phoenix, AZ, USA
- Neurogenomics Division, The Translational Genomics Research Institute (TGen), Phoenix, AZ, USA
| | - Matthew D. DeBoth
- The Arizona Alzheimer’s Consortium, Phoenix, AZ, USA
- Neurogenomics Division, The Translational Genomics Research Institute (TGen), Phoenix, AZ, USA
| | - Lee Ryan
- The Arizona Alzheimer’s Consortium, Phoenix, AZ, USA
- Evelyn F. McKnight Brain Institute, University of Arizona, Tucson, AZ, USA
| | - Matt Huentelman
- The Arizona Alzheimer’s Consortium, Phoenix, AZ, USA
- Neurogenomics Division, The Translational Genomics Research Institute (TGen), Phoenix, AZ, USA
| | - Sydney Y. Schaefer
- School of Biological and Health Systems Engineering, Arizona State University, Tempe, AZ, USA
- The Arizona Alzheimer’s Consortium, Phoenix, AZ, USA
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Talboom JS, De Both MD, Naymik MA, Schmidt AM, Lewis CR, Jepsen WM, Håberg AK, Rundek T, Levin BE, Hoscheidt S, Bolla Y, Brinton RD, Schork NJ, Hay M, Barnes CA, Glisky E, Ryan L, Huentelman MJ. Two separate, large cohorts reveal potential modifiers of age-associated variation in visual reaction time performance. NPJ Aging Mech Dis 2021; 7:14. [PMID: 34210964 PMCID: PMC8249619 DOI: 10.1038/s41514-021-00067-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2020] [Accepted: 04/21/2021] [Indexed: 02/04/2023] Open
Abstract
To identify potential factors influencing age-related cognitive decline and disease, we created MindCrowd. MindCrowd is a cross-sectional web-based assessment of simple visual (sv) reaction time (RT) and paired-associate learning (PAL). svRT and PAL results were combined with 22 survey questions. Analysis of svRT revealed education and stroke as potential modifiers of changes in processing speed and memory from younger to older ages (ntotal = 75,666, nwomen = 47,700, nmen = 27,966; ages 18-85 years old, mean (M)Age = 46.54, standard deviation (SD)Age = 18.40). To complement this work, we evaluated complex visual recognition reaction time (cvrRT) in the UK Biobank (ntotal = 158,249 nwomen = 89,333 nmen = 68,916; ages 40-70 years old, MAge = 55.81, SDAge = 7.72). Similarities between the UK Biobank and MindCrowd were assessed using a subset of MindCrowd (UKBb MindCrowd) selected to mirror the UK Biobank demographics (ntotal = 39,795, nwomen = 29,640, nmen = 10,155; ages 40-70 years old, MAge = 56.59, SDAge = 8.16). An identical linear model (LM) was used to assess both cohorts. Analyses revealed similarities between MindCrowd and the UK Biobank across most results. Divergent findings from the UK Biobank included (1) a first-degree family history of Alzheimer's disease (FHAD) was associated with longer cvrRT. (2) Men with the least education were associated with longer cvrRTs comparable to women across all educational attainment levels. Divergent findings from UKBb MindCrowd included more education being associated with shorter svRTs and a history of smoking with longer svRTs from younger to older ages.
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Affiliation(s)
- J. S. Talboom
- grid.250942.80000 0004 0507 3225The Translational Genomics Research Institute (TGen), Phoenix, AZ USA ,Arizona Alzheimer’s Consortium, Phoenix, AZ USA
| | - M. D. De Both
- grid.250942.80000 0004 0507 3225The Translational Genomics Research Institute (TGen), Phoenix, AZ USA ,Arizona Alzheimer’s Consortium, Phoenix, AZ USA
| | - M. A. Naymik
- grid.250942.80000 0004 0507 3225The Translational Genomics Research Institute (TGen), Phoenix, AZ USA ,Arizona Alzheimer’s Consortium, Phoenix, AZ USA
| | - A. M. Schmidt
- grid.250942.80000 0004 0507 3225The Translational Genomics Research Institute (TGen), Phoenix, AZ USA ,Arizona Alzheimer’s Consortium, Phoenix, AZ USA
| | - C. R. Lewis
- grid.250942.80000 0004 0507 3225The Translational Genomics Research Institute (TGen), Phoenix, AZ USA ,Arizona Alzheimer’s Consortium, Phoenix, AZ USA
| | - W. M. Jepsen
- grid.250942.80000 0004 0507 3225The Translational Genomics Research Institute (TGen), Phoenix, AZ USA ,Arizona Alzheimer’s Consortium, Phoenix, AZ USA
| | - A. K. Håberg
- grid.5947.f0000 0001 1516 2393Norwegian University of Science and Technology, Trondheim, Norway
| | - T. Rundek
- grid.26790.3a0000 0004 1936 8606University of Miami Miller School of Medicine and Evelyn F. McKnight Brain Institute, Miami, FL USA
| | - B. E. Levin
- grid.26790.3a0000 0004 1936 8606University of Miami Miller School of Medicine and Evelyn F. McKnight Brain Institute, Miami, FL USA
| | - S. Hoscheidt
- Arizona Alzheimer’s Consortium, Phoenix, AZ USA ,grid.134563.60000 0001 2168 186XUniversity of Arizona, Tucson, AZ USA
| | - Y. Bolla
- Arizona Alzheimer’s Consortium, Phoenix, AZ USA ,grid.134563.60000 0001 2168 186XUniversity of Arizona, Tucson, AZ USA
| | - R. D. Brinton
- Arizona Alzheimer’s Consortium, Phoenix, AZ USA ,grid.134563.60000 0001 2168 186XUniversity of Arizona, Tucson, AZ USA
| | - N. J. Schork
- grid.250942.80000 0004 0507 3225The Translational Genomics Research Institute (TGen), Phoenix, AZ USA ,grid.410425.60000 0004 0421 8357City of Hope National Medical Center, Duarte, CA USA
| | - M. Hay
- Arizona Alzheimer’s Consortium, Phoenix, AZ USA ,grid.134563.60000 0001 2168 186XUniversity of Arizona, Tucson, AZ USA
| | - C. A. Barnes
- Arizona Alzheimer’s Consortium, Phoenix, AZ USA ,grid.134563.60000 0001 2168 186XUniversity of Arizona, Tucson, AZ USA
| | - E. Glisky
- Arizona Alzheimer’s Consortium, Phoenix, AZ USA ,grid.134563.60000 0001 2168 186XUniversity of Arizona, Tucson, AZ USA
| | - L. Ryan
- Arizona Alzheimer’s Consortium, Phoenix, AZ USA ,grid.134563.60000 0001 2168 186XUniversity of Arizona, Tucson, AZ USA
| | - M. J. Huentelman
- grid.250942.80000 0004 0507 3225The Translational Genomics Research Institute (TGen), Phoenix, AZ USA ,Arizona Alzheimer’s Consortium, Phoenix, AZ USA
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Hooyman A, Talboom JS, DeBoth MD, Ryan L, Huentelman M, Schaefer SY. Remote, unsupervised functional motor task evaluation in older adults across the United States using the MindCrowd electronic cohort. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2021:2021.05.17.21257333. [PMID: 34031669 PMCID: PMC8142671 DOI: 10.1101/2021.05.17.21257333] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
The COVID-19 pandemic has impacted the ability to evaluate motor function in older adults, as motor assessments typically require face-to-face interaction. This study tested whether motor function can be assessed at home. One hundred seventy-seven older adults nationwide (recruited through the MindCrowd electronic cohort) completed a brief functional upper-extremity assessment at home and unsupervised. Performance data were compared to data from an independent sample of community-dwelling older adults (N=250) assessed by an experimenter in-lab. The effect of age on performance was similar between the in-lab and at-home groups for both the dominant and non-dominant hand. Practice effects were also similar between the groups. Assessing upper-extremity motor function remotely is feasible and reliable in community-dwelling older adults. This test offers a practical solution in response to the COVID-19 pandemic and telehealth practice and other research involving remote or geographically isolated individuals.
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Affiliation(s)
- Andrew Hooyman
- School of Biological and Health Systems Engineering, Arizona State University, Tempe, AZ, USA
- The Arizona Alzheimer's Consortium, Phoenix, AZ, USA
| | - Joshua S Talboom
- The Arizona Alzheimer's Consortium, Phoenix, AZ, USA
- Neurogenomics Division, The Translational Genomics Research Institute (TGen), Phoenix, AZ, USA
| | - Matthew D DeBoth
- The Arizona Alzheimer's Consortium, Phoenix, AZ, USA
- Neurogenomics Division, The Translational Genomics Research Institute (TGen), Phoenix, AZ, USA
| | - Lee Ryan
- The Arizona Alzheimer's Consortium, Phoenix, AZ, USA
- Evelyn F. McKnight Brain Institute, University of Arizona, Tucson, AZ, USA
| | - Matt Huentelman
- The Arizona Alzheimer's Consortium, Phoenix, AZ, USA
- Neurogenomics Division, The Translational Genomics Research Institute (TGen), Phoenix, AZ, USA
| | - Sydney Y Schaefer
- School of Biological and Health Systems Engineering, Arizona State University, Tempe, AZ, USA
- The Arizona Alzheimer's Consortium, Phoenix, AZ, USA
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Lewis CR, Talboom JS, De Both MD, Schmidt AM, Naymik MA, Håberg AK, Rundek T, Levin BE, Hoscheidt S, Bolla Y, Brinton RD, Hay M, Barnes CA, Glisky E, Ryan L, Huentelman MJ. Smoking is associated with impaired verbal learning and memory performance in women more than men. Sci Rep 2021; 11:10248. [PMID: 33986309 PMCID: PMC8119711 DOI: 10.1038/s41598-021-88923-z] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2020] [Accepted: 04/09/2021] [Indexed: 02/03/2023] Open
Abstract
Vascular contributions to cognitive impairment and dementia (VCID) include structural and functional blood vessel injuries linked to poor neurocognitive outcomes. Smoking might indirectly increase the likelihood of cognitive impairment by exacerbating vascular disease risks. Sex disparities in VCID have been reported, however, few studies have assessed the sex-specific relationships between smoking and memory performance and with contradictory results. We investigated the associations between sex, smoking, and cardiovascular disease with verbal learning and memory function. Using MindCrowd, an observational web-based cohort of ~ 70,000 people aged 18-85, we investigated whether sex modifies the relationship between smoking and cardiovascular disease with verbal memory performance. We found significant interactions in that smoking is associated with verbal learning performance more in women and cardiovascular disease more in men across a wide age range. These results suggest that smoking and cardiovascular disease may impact verbal learning and memory throughout adulthood differently for men and women.
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Affiliation(s)
- C. R. Lewis
- grid.250942.80000 0004 0507 3225The Translational Genomics Research Institute, Phoenix, AZ 85004 USA ,Arizona Alzheimer’s Consortium, Phoenix, AZ 85004 USA
| | - J. S. Talboom
- grid.250942.80000 0004 0507 3225The Translational Genomics Research Institute, Phoenix, AZ 85004 USA ,Arizona Alzheimer’s Consortium, Phoenix, AZ 85004 USA
| | - M. D. De Both
- grid.250942.80000 0004 0507 3225The Translational Genomics Research Institute, Phoenix, AZ 85004 USA ,Arizona Alzheimer’s Consortium, Phoenix, AZ 85004 USA
| | - A. M. Schmidt
- grid.250942.80000 0004 0507 3225The Translational Genomics Research Institute, Phoenix, AZ 85004 USA ,Arizona Alzheimer’s Consortium, Phoenix, AZ 85004 USA
| | - M. A. Naymik
- grid.250942.80000 0004 0507 3225The Translational Genomics Research Institute, Phoenix, AZ 85004 USA ,Arizona Alzheimer’s Consortium, Phoenix, AZ 85004 USA
| | - A. K. Håberg
- grid.5947.f0000 0001 1516 2393Norwegian University of Science and Technology, 7491 Trondheim, Norway
| | - T. Rundek
- grid.134563.60000 0001 2168 186XEvelyn F. McKnight Brain Institute, University of Arizona, Tucson, AZ 85721 USA ,grid.26790.3a0000 0004 1936 8606Miami Clinical and Translational Science Institute, University of Miami, Miami, FL 33136 USA
| | - B. E. Levin
- grid.134563.60000 0001 2168 186XEvelyn F. McKnight Brain Institute, University of Arizona, Tucson, AZ 85721 USA
| | - S. Hoscheidt
- Arizona Alzheimer’s Consortium, Phoenix, AZ 85004 USA ,grid.134563.60000 0001 2168 186XUniversity of Arizona, Tucson, AZ 85721 USA
| | - Y. Bolla
- Arizona Alzheimer’s Consortium, Phoenix, AZ 85004 USA ,grid.134563.60000 0001 2168 186XUniversity of Arizona, Tucson, AZ 85721 USA
| | - R. D. Brinton
- Arizona Alzheimer’s Consortium, Phoenix, AZ 85004 USA ,grid.134563.60000 0001 2168 186XUniversity of Arizona, Tucson, AZ 85721 USA
| | - M. Hay
- Arizona Alzheimer’s Consortium, Phoenix, AZ 85004 USA ,grid.134563.60000 0001 2168 186XUniversity of Arizona, Tucson, AZ 85721 USA
| | - C. A. Barnes
- Arizona Alzheimer’s Consortium, Phoenix, AZ 85004 USA ,grid.134563.60000 0001 2168 186XUniversity of Arizona, Tucson, AZ 85721 USA
| | - E. Glisky
- Arizona Alzheimer’s Consortium, Phoenix, AZ 85004 USA ,grid.134563.60000 0001 2168 186XUniversity of Arizona, Tucson, AZ 85721 USA
| | - L. Ryan
- Arizona Alzheimer’s Consortium, Phoenix, AZ 85004 USA ,grid.134563.60000 0001 2168 186XUniversity of Arizona, Tucson, AZ 85721 USA
| | - M. J. Huentelman
- grid.250942.80000 0004 0507 3225The Translational Genomics Research Institute, Phoenix, AZ 85004 USA ,Arizona Alzheimer’s Consortium, Phoenix, AZ 85004 USA
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