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Amezcua L, Cardenas-Iniguez C, Orlando C, Martinez A, Nahar I, Delgado SR, Manrique CP, Vicente I, Chinea A, McCauley JL, Islam KTS. Person-Centered Social Determinants and Neighborhood-Level Deprivation Associated With Disability in Hispanic People With Multiple Sclerosis. Neurology 2025; 104:e213332. [PMID: 39819097 DOI: 10.1212/wnl.0000000000213332] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2024] [Accepted: 12/02/2024] [Indexed: 01/19/2025] Open
Abstract
BACKGROUND AND OBJECTIVES Multiple sclerosis (MS)-related disability in Hispanic people with MS is associated with inequities in social determinants of health (SDOH) as measured by composite indices of areal-level census data. Studies of individual-level measures of SDOH are lacking. This study examined the separate and joint effects of person-centered SDOH indicators and an area-level composite on MS disability measures. METHODS Hispanic people diagnosed with MS (≤5 years) who had SDOH and Social Deprivation Index (SDI) based on 2015-2019 American Community Survey estimates were included. At study entry, data on MS disability outcomes were collected: Expanded Disability Status Scale (EDSS) score, Symbol Digit Modality Test (SDMT) score, Hauser Ambulation Index (HA index), and 25-Foot Walk Time (25FWT). Principal component analysis was used to identify person-centered SDOH factors, mapped across a socioecological model. Multivariable regression modeling measured separate and joint effects of SDOH principal components (PCs) and SDI on outcome measures. RESULTS Of the 170 participants with MS, most were women (71.9%) and had a mean age at first symptom of 34.01 (SD ±11.24) years and at diagnosis of 36.27 (SD ±10.68) years. The top 2 PCs were identified to represent person-centered SDOH related to assimilation and socioeconomic disadvantage in multivariable models. In both separate and joint effect models, both PC1 and PC2 were significantly associated with longer 25FWT (β 0.43, 95% CI 0.04-0.82, and β 0.66, 95% CI 0.28-1.05), higher HA index (β 0.22, 95% CI 0.04-0.41, and β 0.31, 95% CI 0.12-0.51), and higher EDSS score (β 0.39, 95% CI 0.16-0.62, and β 0.36, 95% CI 0.13-0.60). PC1 was also significantly associated with a lower SDMT score (β -4.15, 95% CI -5.60 to -2.69). SDI was significantly associated with lower SDMT score and higher HA index in separate effect models but was not associated with any outcome measure in joint effect models with PCs. DISCUSSION Our findings suggest that census-based indicators may underestimate the effect of SDOH on MS outcomes and the person-centered level measures are better markers of disease severity in Hispanic people with MS. Future research and policy change can focus on the amelioration of assimilation barriers and socioeconomic disadvantage because these were strongly associated with MS-related ambulatory and cognitive disability.
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Affiliation(s)
- Lilyana Amezcua
- Department of Neurology, Keck School of Medicine, University of Southern California, Los Angeles
| | - Carlos Cardenas-Iniguez
- Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles
| | - Christopher Orlando
- Department of Neurology, Keck School of Medicine, University of Southern California, Los Angeles
| | - Andrea Martinez
- Department of Neurology, Keck School of Medicine, University of Southern California, Los Angeles
| | - Iffat Nahar
- Department of Neurology, Keck School of Medicine, University of Southern California, Los Angeles
| | - Silvia R Delgado
- Multiple Sclerosis Division, Department of Neurology, Miller School of Medicine, University of Miami, FL
| | - Clara Patricia Manrique
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, FL
| | - Ivonne Vicente
- San Juan MS Center, Guaynabo, Puerto Rico
- San Juan Bautista School of Medicine, Caguas, Puerto Rico
- Puerto Rico Multiple Sclerosis Foundation, Guaynabo
- School of Medicine, Universidad Central del Caribe, Bayamón, Puerto Rico; and
| | - Angel Chinea
- San Juan MS Center, Guaynabo, Puerto Rico
- San Juan Bautista School of Medicine, Caguas, Puerto Rico
- Puerto Rico Multiple Sclerosis Foundation, Guaynabo
- School of Medicine, Universidad Central del Caribe, Bayamón, Puerto Rico; and
| | - Jacob L McCauley
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, FL
- Dr. John T. Macdonald Department of Human Genetics, Miller School of Medicine, University of Miami, FL
| | - Khandaker Talat S Islam
- Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles
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Dhanasekara CS, Kahathuduwa CN, Quispe-Orozco D, Ota R, Duarte Celada WR, Bushnaq S. Effects of Social Determinants of Health on Acute Stroke Care Among Patients With Acute Ischemic Stroke: A Retrospective Cohort Study. Neurology 2024; 103:e209951. [PMID: 39413335 DOI: 10.1212/wnl.0000000000209951] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2024] Open
Abstract
BACKGROUND AND OBJECTIVES Social determinants of health (SDOH) are important contributors to poor stroke-related outcomes. While some have suggested that this association is driven by the increased incidence of stroke observed with poor SDOH, others have raised concerns regarding disparities in acute stroke care. This study aimed to determine the association between SDOH and the administration of thrombolytic therapy and mechanical thrombectomy among patients with acute ischemic stroke. METHODS A retrospective cohort analysis was conducted using Texas Emergency Department Public Use Data (2016-2019), including adult patients diagnosed with acute ischemic stroke. The risk ratios (RRs) of administering thrombolysis and thrombectomy based on variables representing SDOH and a collective measure (Social Vulnerability Index [SVI]) were computed using mixed-effects Poisson regression models accounting for the nested nature of patients in hospitals and neighborhoods. The Charlson comorbidity score was considered as a covariate. RESULTS Of the 139,852 patients with ischemic stroke (female, 51.7%; White, 67.2%; Black, 16.6%; Hispanic, 25.1%), 16,831 (12.3%) received thrombolytic therapy and 5,951 (4.3%) received mechanical thrombectomy. Age older than 65 years (RR 0.578 [0.537-0.621]) vs 18-45 years, Black (RR 0.801 [0.761-0.844]) vs White, Hispanic (RR 0.936 [0.895-0.98]) vs non-Hispanic, Medicare/Medicaid/Veterans Affairs (VA) (RR 0.917 [0.882-0.954]) or uninsured (RR 0.883 [0.833-0.935]) vs private insurance, and rural (RR 0.782 [0.723-0.845]) vs urban dwelling were less likely to be associated with thrombolysis. Patients in the highest quintile based on the SVI were less likely to receive thrombolysis than those in the lowest quintile (RR 0.926 [0.867-0.989]). Patients were less likely to receive thrombectomy if they were 65 years and older (RR 0.787 [0.691-0.895]), belonged to the Black race (RR 0.745 [0.679-0.818]) or Hispanic ethnicity (RR 0.919 [0.851-0.992]), had Medicare/Medicaid/VA insurance (RR 0.909 [0.851-0.971]), or were from a rural area (RR 0.909 [0.851-0.971]). Similarly, SVI decreased the likelihood of undergoing mechanical thrombectomy (RR 0.842 [0.747-0.95]). DISCUSSION Despite many improvements in stroke management, SDOH continue to be a significant driver of treatment access for acute ischemic stroke. While our findings are limited to Texas, our results should raise awareness and promote more studies regarding the effects of these SDOH at the national and international levels.
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Affiliation(s)
- Chathurika S Dhanasekara
- From the Department of Surgery (C.S.D.), Department of Neurology (C.N.K., D.Q.-O., R.O., W.R.D.C., S.B.), Center of Excellence for Translational Neuroscience and Therapeutics (C.N.K.), and Department of Psychiatry (C.N.K.), School of Medicine, Texas Tech University Health Sciences Center, Lubbock
| | - Chanaka N Kahathuduwa
- From the Department of Surgery (C.S.D.), Department of Neurology (C.N.K., D.Q.-O., R.O., W.R.D.C., S.B.), Center of Excellence for Translational Neuroscience and Therapeutics (C.N.K.), and Department of Psychiatry (C.N.K.), School of Medicine, Texas Tech University Health Sciences Center, Lubbock
| | - Darko Quispe-Orozco
- From the Department of Surgery (C.S.D.), Department of Neurology (C.N.K., D.Q.-O., R.O., W.R.D.C., S.B.), Center of Excellence for Translational Neuroscience and Therapeutics (C.N.K.), and Department of Psychiatry (C.N.K.), School of Medicine, Texas Tech University Health Sciences Center, Lubbock
| | - Riichi Ota
- From the Department of Surgery (C.S.D.), Department of Neurology (C.N.K., D.Q.-O., R.O., W.R.D.C., S.B.), Center of Excellence for Translational Neuroscience and Therapeutics (C.N.K.), and Department of Psychiatry (C.N.K.), School of Medicine, Texas Tech University Health Sciences Center, Lubbock
| | - Walter R Duarte Celada
- From the Department of Surgery (C.S.D.), Department of Neurology (C.N.K., D.Q.-O., R.O., W.R.D.C., S.B.), Center of Excellence for Translational Neuroscience and Therapeutics (C.N.K.), and Department of Psychiatry (C.N.K.), School of Medicine, Texas Tech University Health Sciences Center, Lubbock
| | - Saif Bushnaq
- From the Department of Surgery (C.S.D.), Department of Neurology (C.N.K., D.Q.-O., R.O., W.R.D.C., S.B.), Center of Excellence for Translational Neuroscience and Therapeutics (C.N.K.), and Department of Psychiatry (C.N.K.), School of Medicine, Texas Tech University Health Sciences Center, Lubbock
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Hokett E, Lao P, Avila-Rieger J, Turney IC, Adkins-Jackson PB, Johnson DA, Davidson P, Chen R, Shechter A, Osorio RS, Brickman AM, Palta P, Manly JJ. Interactions among neighborhood conditions, sleep quality, and episodic memory across the adult lifespan. ETHNICITY & HEALTH 2024; 29:809-827. [PMID: 39044310 PMCID: PMC11410512 DOI: 10.1080/13557858.2024.2379116] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/25/2024]
Abstract
OBJECTIVES On average, adults racialized as non-Hispanic Black and Hispanic sleep more poorly than adults racialized as non-Hispanic White (hereafter, Black, Hispanic, White), but associations between factors that may moderate sleep-memory associations in these groups, such as neighborhood conditions, are unclear. Poorer neighborhood conditions (e.g. lower neighborhood cohesion) may be negatively associated with sleep quality and multiplicatively influence sleep-memory associations. We hypothesized lower ratings of neighborhood conditions would be associated with poorer sleep quality and moderate the association between sleep quality and episodic memory, especially in Black and Hispanic adults, who are disproportionately situated in poor neighborhood conditions. DESIGN Seven-hundred-thirty-six adults across the adult lifespan (27-89 years) were recruited from the northern Manhattan community as a part of the Offspring Study of Racial and Ethnic Disparities in Alzheimer's disease. Sleep quality was assessed using a modified version of the Pittsburgh Sleep Quality Index, and episodic memory was evaluated with the Buschke Selective Reminding Test. With multiple regression models, we measured associations between perceived neighborhood conditions and sleep quality and the interaction between sleep quality and neighborhood conditions on episodic memory stratified by racial/ethnic and gender identity groups. RESULTS Overall, poorer neighborhood conditions were associated with poorer sleep quality. In Black and Hispanic women, the sleep-memory association was moderated by neighborhood conditions. With more favorable neighborhood conditions, Black women showed an association between higher sleep quality and higher memory performance, and Hispanic women showed a protective effect of neighborhood (higher memory even when sleep quality was poor). CONCLUSION Poorer neighborhood experiences may contribute to poorer sleep quality across groups. In Black and Hispanic women, the association between sleep quality and episodic memory performance was dependent upon neighborhood conditions. These findings may inform tailored, structural level sleep interventions, aimed to improve neighborhood experiences and thereby sleep quality and episodic memory.
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Affiliation(s)
- Emily Hokett
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, College of Physicians and Surgeons, Columbia University, New York, New York
- Gertrude H. Sergievsky Center, College of Physicians and Surgeons, Columbia University, New York, New York
- Department of Neurology, College of Physicians and Surgeons, Columbia University, New York, New York
| | - Patrick Lao
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, College of Physicians and Surgeons, Columbia University, New York, New York
- Gertrude H. Sergievsky Center, College of Physicians and Surgeons, Columbia University, New York, New York
- Department of Neurology, College of Physicians and Surgeons, Columbia University, New York, New York
| | - Justina Avila-Rieger
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, College of Physicians and Surgeons, Columbia University, New York, New York
- Gertrude H. Sergievsky Center, College of Physicians and Surgeons, Columbia University, New York, New York
- Department of Neurology, College of Physicians and Surgeons, Columbia University, New York, New York
| | - Indira C. Turney
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, College of Physicians and Surgeons, Columbia University, New York, New York
- Gertrude H. Sergievsky Center, College of Physicians and Surgeons, Columbia University, New York, New York
- Department of Neurology, College of Physicians and Surgeons, Columbia University, New York, New York
| | | | | | - Per Davidson
- Department of Psychology, Kristianstad University
| | - Ruijia Chen
- Department of Epidemiology, Boston University
| | | | | | - Adam M. Brickman
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, College of Physicians and Surgeons, Columbia University, New York, New York
- Gertrude H. Sergievsky Center, College of Physicians and Surgeons, Columbia University, New York, New York
- Department of Neurology, College of Physicians and Surgeons, Columbia University, New York, New York
| | - Priya Palta
- Department of Neurology, University of North Carolina, Chapel Hill
| | - Jennifer J. Manly
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, College of Physicians and Surgeons, Columbia University, New York, New York
- Gertrude H. Sergievsky Center, College of Physicians and Surgeons, Columbia University, New York, New York
- Department of Neurology, College of Physicians and Surgeons, Columbia University, New York, New York
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4
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Rundek T, Romano JG. Brain Health. Stroke 2024; 55:2532-2535. [PMID: 38551086 PMCID: PMC11421983 DOI: 10.1161/strokeaha.124.044292] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/09/2024]
Affiliation(s)
- Tatjana Rundek
- Department of Neurology (T.R., J.G.R.), Miller School of Medicine, University of Miami, FL
- Evelyn F. McKnight Brain Institute (T.R.), Miller School of Medicine, University of Miami, FL
| | - Jose G Romano
- Department of Neurology (T.R., J.G.R.), Miller School of Medicine, University of Miami, FL
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Reyes A, Prabhakaran D, Banegas MP, Shih JJ, Iragui-Madoz VJ, Almane DN, Ferguson L, Jones JE, Busch RM, Hermann BP, McDonald CR. Individual- and community-level social determinants of health are associated with cognition in older adults with focal epilepsy. Epilepsy Behav 2024; 158:109927. [PMID: 38970893 PMCID: PMC11694146 DOI: 10.1016/j.yebeh.2024.109927] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/15/2024] [Revised: 06/26/2024] [Accepted: 06/27/2024] [Indexed: 07/08/2024]
Abstract
OBJECTIVE Epilepsy is associated with significant health disparities, including access to specialized care and adverse outcomes that have been associated with several social determinants of health (SDOH). We sought to examine the relationship between individual- and community-level SDOH and cognitive outcomes in older adults with epilepsy. MATERIALS AND METHODS We collected clinical, SDOH, and neuropsychological data in 57 older adults with epilepsy. Individual-level SDOH included patient factors (quality of education, income, insurance, marital status) and early-life environmental factors (parental education and occupation, childhood employment). Neighborhood deprivation was measured with the Area Deprivation Index (ADI). Stepwise regressions were conducted to examine the independent contribution of individual-level SDOH to cognitive performance, and Spearman rho correlations were conducted to examine the relationship between ADI and cognitive performance. The SDOH profiles of patients who met the criteria for cognitive impairment were examined. RESULTS After controlling for clinical variables, patient factors (public health insurance, poorer quality of education) and early-life environmental factors (lower mother's education, lower father's and mother's occupational complexity, history of childhood employment) were significant predictors of lower performance on measures of global cognition, verbal learning and memory, processing speed, and executive function. Higher ADI values (greater disadvantage) were associated with lower scores on global cognitive measures, verbal learning and memory, and executive function. Patients who met criteria for cognitive impairment had, on average, a greater number of adverse SDOH, including lower household incomes and father's education, and higher ADI values compared to those who were cognitively intact. CONCLUSION We provide new evidence of the role of individual- and community-level SDOH on cognitive outcomes in older adults with epilepsy. This emerging literature highlights the need to examine SDOH beyond epilepsy-related clinical factors. These data could inform the development of interventions focused on increasing access to epilepsy care, education, and resources and promoting brain and cognitive health within the most at-risk communities.
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Affiliation(s)
- Anny Reyes
- Department of Radiation Medicine & Applied Sciences, University of California, San Diego, San Diego, CA, USA.
| | - Divya Prabhakaran
- Department of Radiation Medicine & Applied Sciences, University of California, San Diego, San Diego, CA, USA
| | - Matthew P Banegas
- Department of Radiation Medicine & Applied Sciences, University of California, San Diego, San Diego, CA, USA
| | - Jerry J Shih
- Department of Neuroscience, University of California, San Diego, San Diego, CA, USA
| | | | - Dace N Almane
- Department of Neurology, University of Wisconsin School of Medicine and Public Health, USA
| | - Lisa Ferguson
- Epilepsy Center, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Jana E Jones
- Department of Neurology, University of Wisconsin School of Medicine and Public Health, USA
| | - Robyn M Busch
- Epilepsy Center, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA; Department of Neurology, Cleveland Clinic, Cleveland, OH, USA
| | - Bruce P Hermann
- Department of Neurology, University of Wisconsin School of Medicine and Public Health, USA
| | - Carrie R McDonald
- Department of Radiation Medicine & Applied Sciences, University of California, San Diego, San Diego, CA, USA; Department of Psychiatry, University of California, San Diego, San Diego, CA, USA
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Valenzuela Y, Luna K, Uribe-Kirby R, Pawlak A, Pitman L, Cuellar-Rocha P, Lucatero GR, Santos MM, Jones JD. Cognitive Performance of Latino and White Non-Latino Individuals With Parkinson's Disease. J Neuropsychiatry Clin Neurosci 2024; 37:14-19. [PMID: 39113494 DOI: 10.1176/appi.neuropsych.20240006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/25/2024]
Abstract
OBJECTIVE Cognitive impairment is a common nonmotor symptom in Parkinson's disease (PD). Individuals of Latino background are traditionally underrepresented in research on PD. Despite the fact that Latinos comprise 18% of the U.S. population, they commonly make up less than 5% of samples in studies of PD. Emerging evidence suggests that Latino individuals with PD may experience disparities relative to White non-Latinos in terms of having more severe motor symptoms, more severe depressive symptoms, and worse health-related quality of life. The purpose of the present study was to investigate differences in cognitive performance between Latino and White non-Latino individuals with PD and examine correlates of cognitive performance. METHODS Data were obtained from the Parkinson's Progression Markers Initiative. Participants included 60 Latino individuals with PD and 1,009 White non-Latino individuals with PD, all of whom were followed annually for up to 5 years. Participants completed neuropsychological tests of attention and working memory, processing speed, visuospatial functioning, verbal fluency, and immediate and delayed memory and recall. RESULTS Relative to White non-Latino individuals with PD, Latino individuals with PD had significantly lower scores on the global measure of cognitive functioning, a test of processing speed, and tests of working memory and attention. Years of education was the strongest correlate of performance in these three cognitive domains among individuals in the Latino group. CONCLUSIONS These findings provide initial evidence of disparities in cognitive functioning among Latino individuals with PD. Educational disadvantages may be one potential driver of these disparities.
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Affiliation(s)
- Yenny Valenzuela
- Department of Psychology (all authors) and Center on Aging (Jones), California State University, San Bernardino, San Bernardino
| | - Kenya Luna
- Department of Psychology (all authors) and Center on Aging (Jones), California State University, San Bernardino, San Bernardino
| | - Ruth Uribe-Kirby
- Department of Psychology (all authors) and Center on Aging (Jones), California State University, San Bernardino, San Bernardino
| | - Alejandra Pawlak
- Department of Psychology (all authors) and Center on Aging (Jones), California State University, San Bernardino, San Bernardino
| | - Lauren Pitman
- Department of Psychology (all authors) and Center on Aging (Jones), California State University, San Bernardino, San Bernardino
| | - Priscilla Cuellar-Rocha
- Department of Psychology (all authors) and Center on Aging (Jones), California State University, San Bernardino, San Bernardino
| | - Guadalupe Romero Lucatero
- Department of Psychology (all authors) and Center on Aging (Jones), California State University, San Bernardino, San Bernardino
| | - Maria M Santos
- Department of Psychology (all authors) and Center on Aging (Jones), California State University, San Bernardino, San Bernardino
| | - Jacob D Jones
- Department of Psychology (all authors) and Center on Aging (Jones), California State University, San Bernardino, San Bernardino
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Jones EM, Venkatachalam AM, Ifejika NL. Weathering the storm: Effect of climate change on acute stroke care and stroke rehabilitation. PM R 2024. [PMID: 39016015 DOI: 10.1002/pmrj.13218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Revised: 04/15/2024] [Accepted: 04/19/2024] [Indexed: 07/18/2024]
Abstract
Climate change has deleterious effects on stroke recovery, disproportionately affecting populations with increased stroke incidence. These effects start prior to the acute care hospitalization, precipitated by environmental etiologies and are sustained throughout the life course of stroke survivors. Health care practitioners play a critical role in identifying these concerns and mitigating their impact through effective strategies at the patient level, interventions at the community level, and advocacy at the state and federal level. As the experts on improvement in function, quality of life, and the mitigation of disability, physiatrists have the opportunity to lead efforts in this space for stroke survivors and their caregivers.
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Affiliation(s)
- Erica M Jones
- Department of Neurology, UT Southwestern Medical Center, Dallas, Texas, USA
| | | | - Nneka L Ifejika
- Department of Neurology, UT Southwestern Medical Center, Dallas, Texas, USA
- Department of Physical Medicine and Rehabilitation, UT Southwestern Medical Center, Dallas, Texas, USA
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8
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Jones EC, Kummer BR, Wilkinson JR. Teleneurology and Artificial Intelligence in Clinical Practice. Continuum (Minneap Minn) 2024; 30:904-914. [PMID: 38830075 DOI: 10.1212/con.0000000000001430] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/05/2024]
Abstract
ABSTRACT As teleheath becomes integrated into the practice of medicine, it is important to understand the benefits, limitations, and variety of applications. Telestroke was an early example of teleneurology that arose from a need for urgent access to neurologists for time-sensitive treatments for stroke. It made a scarce resource widely available via video conferencing technologies. Additionally, applications such as outpatient video visits, electronic consultation (e-consult), and wearable devices developed in neurology, as well. Telehealth dramatically increased during the COVID-19 pandemic when offices were closed and hospitals were overwhelmed; a multitude of both outpatient and inpatient programs developed and matured during this time. It is helpful to explore what has been learned regarding the quality of telehealth, disparities in care, and how artificial intelligence can interact with medical practices in the teleneurology context.
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Faigle R, Towfighi A. Advances in the Understanding of Social Determinants of Health in Stroke. Stroke 2024; 55:1680-1682. [PMID: 38690655 PMCID: PMC11268877 DOI: 10.1161/strokeaha.124.041733] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/02/2024]
Affiliation(s)
- Roland Faigle
- Division of Neurology, Sarasota Memorial Hospital, Sarasota, Florida
- Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD
| | - Amytis Towfighi
- Department of Neurology, Keck School of Medicine of USC, Los Angeles, CA
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10
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Juckett LA, Owolabi M, Gustavson AM, Ifejika NL. Implementation Science to Advance Health Equity in Stroke Rehabilitation. J Am Heart Assoc 2024; 13:e031311. [PMID: 38529649 PMCID: PMC11179761 DOI: 10.1161/jaha.123.031311] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Accepted: 02/02/2024] [Indexed: 03/27/2024]
Affiliation(s)
- Lisa A. Juckett
- School of Health and Rehabilitation Sciences, College of MedicineThe Ohio State UniversityColumbusOHUSA
| | - Mayowa Owolabi
- Center for Genomic and Precision MedicineUniversity of IbadanIbadanNigeria
- University College HospitalIbadanNigeria
- Blossom Specialist Medical CenterIbadanNigeria
| | - Allison M. Gustavson
- Veterans Affairs Health Services Research and Development Center for Care Delivery and Outcomes Research, Veteran Affairs Rehabilitation Research and Development Rehabilitation & Engineering Center for Optimizing Veteran Engagement & ReintegrationMinneapolis Veterans Affairs Health Care SystemMinneapolisMNUSA
- Department of Medicine, Division of General Internal MedicineUniversity of MinnesotaMinneapolisMNUSA
| | - Nneka L. Ifejika
- Department of Physical Medicine and Rehabilitation, Department of NeurologyUT Southwestern Medical CenterDallasTXUSA
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11
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Bushnell C. Achieving Blood Pressure Goals and Addressing Inequities in Blood Pressure Management After Stroke. J Am Heart Assoc 2024; 13:e031307. [PMID: 38529654 PMCID: PMC11179772 DOI: 10.1161/jaha.123.031307] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/27/2024]
Affiliation(s)
- Cheryl Bushnell
- Department of NeurologyWake Forest University School of MedicineWinston‐SalemNCUSA
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12
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Towfighi A, Ovbiagele B. Health Equity and Actionable Disparities in Stroke: Understanding and Problem-Solving 2023 Update. J Am Heart Assoc 2024; 13:e031306. [PMID: 38529646 PMCID: PMC11179747 DOI: 10.1161/jaha.124.031306] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/27/2024]
Affiliation(s)
- Amytis Towfighi
- University of Southern CaliforniaLos AngelesCAUSA
- Los Angeles County Department of Health ServicesLos AngelesCAUSA
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13
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Egle M, Wang WC, Fann YC, Johansen MC, Lee JT, Yeh CH, Jason Lin CH, Jeng JS, Sun Y, Lien LM, Gottesman RF. Sex Differences in the Role of Multimorbidity on Poststroke Disability: The Taiwan Stroke Registry. Neurology 2024; 102:e209140. [PMID: 38330286 PMCID: PMC11067697 DOI: 10.1212/wnl.0000000000209140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Accepted: 11/28/2023] [Indexed: 02/10/2024] Open
Abstract
BACKGROUND AND OBJECTIVES Multimorbidity is common in patients who experience stroke. Less is known about the effect of specific multimorbidity patterns on long-term disability in patients with stroke. Furthermore, given the increased poststroke disability frequently seen in female vs male patients, it is unknown whether multimorbidity has a similar association with disability in both sexes. We assessed whether specific multimorbidity clusters were associated with greater long-term poststroke disability burden overall and by sex. METHODS In the Taiwan Stroke Registry, an ongoing nationwide prospective registry, patients with first-ever ischemic stroke were enrolled; this analysis is restricted to those individuals surviving to at least 6 months poststroke. Using a hierarchical clustering approach, clusters of prestroke multimorbidity were generated based on 16 risk factors; the algorithm identified 5 distinct clusters. The association between clusters and 12-month poststroke disability, defined using the modified Rankin Scale (mRS), was determined using logistic regression models, with additional models stratified by sex. The longitudinal association between multimorbidity and functional status change was assessed using mixed-effects models. RESULTS Nine-thousand eight hundred eighteen patients with first-ever ischemic stroke were included. The cluster with no risk factors was the reference, "healthier" risk group (N = 1,373). Patients with a cluster profile of diabetes, peripheral artery disease (PAD), and chronic kidney disease (CKD) (N = 1882) had significantly greater disability (mRS ≥ 3) at 1 month (OR [95% CI] = 1.36 [1.13-1.63]), 3 months (OR [95% CI] = 1.27 [1.04-1.55]), and 6 months (OR [95% CI] = 1.30 [1.06-1.59]) but not at 12 months (OR [95% CI] = 1.16 [0.95-1.42]) than patients with a healthier risk factor profile. In the sex-stratified analysis, the associations with this risk cluster remained consistent in male patients (OR [95% CI] = 1.42 [1.06-1.89]) at 12 months, who also had a higher comorbidity burden, but not in female patients (OR [95% CI] = 0.95 [0.71-1.26]), who had higher proportions of severe strokes and severe disability (p-interaction = 0.04). DISCUSSION Taiwanese patients with multimorbidity, specifically the concurrent presence of diabetes, PAD, and CKD, had higher odds of a worse functional outcome in the first 6 months poststroke. Clusters of multimorbidity may be less informative for long-term disability in female patients. Further studies should evaluate other mechanisms for worse disability in female patients poststroke.
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Affiliation(s)
- Marco Egle
- From the National Institute of Neurological Disorders and Stroke (M.E., W.-C.W., Y.C.F., R.F.G.), Intramural Research Program, National Institutes of Health, Bethesda, MD; Department of Neurology (W.-C.W.), China Medical University Hospital, Taichung, Taiwan; Department of Neurology (M.C.J.), The Johns Hopkins University School of Medicine, Baltimore, MD; Department of Neurology (J.-T.L.), Tri-Service General Hospital, National Defense Medical Center, Taipei; Department of Nursing (C.-H.Y.), College of Nursing and Health, Da-Yeh University; Department of Neurology (C.-H.Y.), Yuan Rung Hospital, Changhua, Taiwan; Director of Stroke Center (C.-H.J.L.), Department of Neurology Stroke Center, Lin Shin Hospital; Stroke Center and Department of Neurology (J.-S.J.), National Taiwan University Hospital; Department of Neurology (Y.S.), En Chu Kong Hospital, New Taipei City; and Department of Neurology (L.-M.L.), Shin Kong Wu Ho-Su Memorial Hospital, Taipei, Taiwan
| | - Wei-Chun Wang
- From the National Institute of Neurological Disorders and Stroke (M.E., W.-C.W., Y.C.F., R.F.G.), Intramural Research Program, National Institutes of Health, Bethesda, MD; Department of Neurology (W.-C.W.), China Medical University Hospital, Taichung, Taiwan; Department of Neurology (M.C.J.), The Johns Hopkins University School of Medicine, Baltimore, MD; Department of Neurology (J.-T.L.), Tri-Service General Hospital, National Defense Medical Center, Taipei; Department of Nursing (C.-H.Y.), College of Nursing and Health, Da-Yeh University; Department of Neurology (C.-H.Y.), Yuan Rung Hospital, Changhua, Taiwan; Director of Stroke Center (C.-H.J.L.), Department of Neurology Stroke Center, Lin Shin Hospital; Stroke Center and Department of Neurology (J.-S.J.), National Taiwan University Hospital; Department of Neurology (Y.S.), En Chu Kong Hospital, New Taipei City; and Department of Neurology (L.-M.L.), Shin Kong Wu Ho-Su Memorial Hospital, Taipei, Taiwan
| | - Yang C Fann
- From the National Institute of Neurological Disorders and Stroke (M.E., W.-C.W., Y.C.F., R.F.G.), Intramural Research Program, National Institutes of Health, Bethesda, MD; Department of Neurology (W.-C.W.), China Medical University Hospital, Taichung, Taiwan; Department of Neurology (M.C.J.), The Johns Hopkins University School of Medicine, Baltimore, MD; Department of Neurology (J.-T.L.), Tri-Service General Hospital, National Defense Medical Center, Taipei; Department of Nursing (C.-H.Y.), College of Nursing and Health, Da-Yeh University; Department of Neurology (C.-H.Y.), Yuan Rung Hospital, Changhua, Taiwan; Director of Stroke Center (C.-H.J.L.), Department of Neurology Stroke Center, Lin Shin Hospital; Stroke Center and Department of Neurology (J.-S.J.), National Taiwan University Hospital; Department of Neurology (Y.S.), En Chu Kong Hospital, New Taipei City; and Department of Neurology (L.-M.L.), Shin Kong Wu Ho-Su Memorial Hospital, Taipei, Taiwan
| | - Michelle C Johansen
- From the National Institute of Neurological Disorders and Stroke (M.E., W.-C.W., Y.C.F., R.F.G.), Intramural Research Program, National Institutes of Health, Bethesda, MD; Department of Neurology (W.-C.W.), China Medical University Hospital, Taichung, Taiwan; Department of Neurology (M.C.J.), The Johns Hopkins University School of Medicine, Baltimore, MD; Department of Neurology (J.-T.L.), Tri-Service General Hospital, National Defense Medical Center, Taipei; Department of Nursing (C.-H.Y.), College of Nursing and Health, Da-Yeh University; Department of Neurology (C.-H.Y.), Yuan Rung Hospital, Changhua, Taiwan; Director of Stroke Center (C.-H.J.L.), Department of Neurology Stroke Center, Lin Shin Hospital; Stroke Center and Department of Neurology (J.-S.J.), National Taiwan University Hospital; Department of Neurology (Y.S.), En Chu Kong Hospital, New Taipei City; and Department of Neurology (L.-M.L.), Shin Kong Wu Ho-Su Memorial Hospital, Taipei, Taiwan
| | - Jiunn-Tay Lee
- From the National Institute of Neurological Disorders and Stroke (M.E., W.-C.W., Y.C.F., R.F.G.), Intramural Research Program, National Institutes of Health, Bethesda, MD; Department of Neurology (W.-C.W.), China Medical University Hospital, Taichung, Taiwan; Department of Neurology (M.C.J.), The Johns Hopkins University School of Medicine, Baltimore, MD; Department of Neurology (J.-T.L.), Tri-Service General Hospital, National Defense Medical Center, Taipei; Department of Nursing (C.-H.Y.), College of Nursing and Health, Da-Yeh University; Department of Neurology (C.-H.Y.), Yuan Rung Hospital, Changhua, Taiwan; Director of Stroke Center (C.-H.J.L.), Department of Neurology Stroke Center, Lin Shin Hospital; Stroke Center and Department of Neurology (J.-S.J.), National Taiwan University Hospital; Department of Neurology (Y.S.), En Chu Kong Hospital, New Taipei City; and Department of Neurology (L.-M.L.), Shin Kong Wu Ho-Su Memorial Hospital, Taipei, Taiwan
| | - Chung-Hsin Yeh
- From the National Institute of Neurological Disorders and Stroke (M.E., W.-C.W., Y.C.F., R.F.G.), Intramural Research Program, National Institutes of Health, Bethesda, MD; Department of Neurology (W.-C.W.), China Medical University Hospital, Taichung, Taiwan; Department of Neurology (M.C.J.), The Johns Hopkins University School of Medicine, Baltimore, MD; Department of Neurology (J.-T.L.), Tri-Service General Hospital, National Defense Medical Center, Taipei; Department of Nursing (C.-H.Y.), College of Nursing and Health, Da-Yeh University; Department of Neurology (C.-H.Y.), Yuan Rung Hospital, Changhua, Taiwan; Director of Stroke Center (C.-H.J.L.), Department of Neurology Stroke Center, Lin Shin Hospital; Stroke Center and Department of Neurology (J.-S.J.), National Taiwan University Hospital; Department of Neurology (Y.S.), En Chu Kong Hospital, New Taipei City; and Department of Neurology (L.-M.L.), Shin Kong Wu Ho-Su Memorial Hospital, Taipei, Taiwan
| | - Chih-Hao Jason Lin
- From the National Institute of Neurological Disorders and Stroke (M.E., W.-C.W., Y.C.F., R.F.G.), Intramural Research Program, National Institutes of Health, Bethesda, MD; Department of Neurology (W.-C.W.), China Medical University Hospital, Taichung, Taiwan; Department of Neurology (M.C.J.), The Johns Hopkins University School of Medicine, Baltimore, MD; Department of Neurology (J.-T.L.), Tri-Service General Hospital, National Defense Medical Center, Taipei; Department of Nursing (C.-H.Y.), College of Nursing and Health, Da-Yeh University; Department of Neurology (C.-H.Y.), Yuan Rung Hospital, Changhua, Taiwan; Director of Stroke Center (C.-H.J.L.), Department of Neurology Stroke Center, Lin Shin Hospital; Stroke Center and Department of Neurology (J.-S.J.), National Taiwan University Hospital; Department of Neurology (Y.S.), En Chu Kong Hospital, New Taipei City; and Department of Neurology (L.-M.L.), Shin Kong Wu Ho-Su Memorial Hospital, Taipei, Taiwan
| | - Jiann-Shing Jeng
- From the National Institute of Neurological Disorders and Stroke (M.E., W.-C.W., Y.C.F., R.F.G.), Intramural Research Program, National Institutes of Health, Bethesda, MD; Department of Neurology (W.-C.W.), China Medical University Hospital, Taichung, Taiwan; Department of Neurology (M.C.J.), The Johns Hopkins University School of Medicine, Baltimore, MD; Department of Neurology (J.-T.L.), Tri-Service General Hospital, National Defense Medical Center, Taipei; Department of Nursing (C.-H.Y.), College of Nursing and Health, Da-Yeh University; Department of Neurology (C.-H.Y.), Yuan Rung Hospital, Changhua, Taiwan; Director of Stroke Center (C.-H.J.L.), Department of Neurology Stroke Center, Lin Shin Hospital; Stroke Center and Department of Neurology (J.-S.J.), National Taiwan University Hospital; Department of Neurology (Y.S.), En Chu Kong Hospital, New Taipei City; and Department of Neurology (L.-M.L.), Shin Kong Wu Ho-Su Memorial Hospital, Taipei, Taiwan
| | - Yu Sun
- From the National Institute of Neurological Disorders and Stroke (M.E., W.-C.W., Y.C.F., R.F.G.), Intramural Research Program, National Institutes of Health, Bethesda, MD; Department of Neurology (W.-C.W.), China Medical University Hospital, Taichung, Taiwan; Department of Neurology (M.C.J.), The Johns Hopkins University School of Medicine, Baltimore, MD; Department of Neurology (J.-T.L.), Tri-Service General Hospital, National Defense Medical Center, Taipei; Department of Nursing (C.-H.Y.), College of Nursing and Health, Da-Yeh University; Department of Neurology (C.-H.Y.), Yuan Rung Hospital, Changhua, Taiwan; Director of Stroke Center (C.-H.J.L.), Department of Neurology Stroke Center, Lin Shin Hospital; Stroke Center and Department of Neurology (J.-S.J.), National Taiwan University Hospital; Department of Neurology (Y.S.), En Chu Kong Hospital, New Taipei City; and Department of Neurology (L.-M.L.), Shin Kong Wu Ho-Su Memorial Hospital, Taipei, Taiwan
| | - Li-Ming Lien
- From the National Institute of Neurological Disorders and Stroke (M.E., W.-C.W., Y.C.F., R.F.G.), Intramural Research Program, National Institutes of Health, Bethesda, MD; Department of Neurology (W.-C.W.), China Medical University Hospital, Taichung, Taiwan; Department of Neurology (M.C.J.), The Johns Hopkins University School of Medicine, Baltimore, MD; Department of Neurology (J.-T.L.), Tri-Service General Hospital, National Defense Medical Center, Taipei; Department of Nursing (C.-H.Y.), College of Nursing and Health, Da-Yeh University; Department of Neurology (C.-H.Y.), Yuan Rung Hospital, Changhua, Taiwan; Director of Stroke Center (C.-H.J.L.), Department of Neurology Stroke Center, Lin Shin Hospital; Stroke Center and Department of Neurology (J.-S.J.), National Taiwan University Hospital; Department of Neurology (Y.S.), En Chu Kong Hospital, New Taipei City; and Department of Neurology (L.-M.L.), Shin Kong Wu Ho-Su Memorial Hospital, Taipei, Taiwan
| | - Rebecca F Gottesman
- From the National Institute of Neurological Disorders and Stroke (M.E., W.-C.W., Y.C.F., R.F.G.), Intramural Research Program, National Institutes of Health, Bethesda, MD; Department of Neurology (W.-C.W.), China Medical University Hospital, Taichung, Taiwan; Department of Neurology (M.C.J.), The Johns Hopkins University School of Medicine, Baltimore, MD; Department of Neurology (J.-T.L.), Tri-Service General Hospital, National Defense Medical Center, Taipei; Department of Nursing (C.-H.Y.), College of Nursing and Health, Da-Yeh University; Department of Neurology (C.-H.Y.), Yuan Rung Hospital, Changhua, Taiwan; Director of Stroke Center (C.-H.J.L.), Department of Neurology Stroke Center, Lin Shin Hospital; Stroke Center and Department of Neurology (J.-S.J.), National Taiwan University Hospital; Department of Neurology (Y.S.), En Chu Kong Hospital, New Taipei City; and Department of Neurology (L.-M.L.), Shin Kong Wu Ho-Su Memorial Hospital, Taipei, Taiwan
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14
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Michaelson NM, Watsula A, Bakare-Okpala A, Mohamadpour M, Chukwueke UN, Budhu JA. Disparities in Neuro-Oncology. Curr Neurol Neurosci Rep 2023; 23:815-825. [PMID: 37889427 DOI: 10.1007/s11910-023-01314-x] [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] [Accepted: 10/16/2023] [Indexed: 10/28/2023]
Abstract
PURPOSEOF REVIEW Health disparities are preventable differences in the diagnosis, treatment, and outcomes of many diseases, including central nervous system (CNS) tumors. This review will summarize and compile the existing literature on health disparities in neuro-oncology and provide directions for future research and interventions. RECENT FINDINGS Patients from historically marginalized groups are more likely to receive inadequate treatment, develop complications, and experience a shorter life expectancy. Financial toxicity can be particularly severe for patients with CNS tumors due to the high costs of treatment. Additionally, CNS clinical trials and research lack diverse representation.
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Affiliation(s)
| | - Amanda Watsula
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Maliheh Mohamadpour
- Department of Neurology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY 10065, C719, USA
| | - Ugonma N Chukwueke
- Center for Neuro-Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Joshua A Budhu
- Department of Neurology, Weill Cornell Medicine, New York, NY, USA.
- Department of Neurology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY 10065, C719, USA.
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15
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Groechel RC, Tripodis Y, Alosco ML, Mez J, Qiao Qiu W, Goldstein L, Budson AE, Kowall NW, Shaw LM, Weiner M, Jack CR, Killiany RJ. Biomarkers of Alzheimer's disease in Black and/or African American Alzheimer's Disease Neuroimaging Initiative (ADNI) participants. Neurobiol Aging 2023; 131:144-152. [PMID: 37639768 PMCID: PMC10528881 DOI: 10.1016/j.neurobiolaging.2023.07.021] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Revised: 07/03/2023] [Accepted: 07/18/2023] [Indexed: 08/31/2023]
Abstract
Majority of dementia research is conducted in non-Hispanic White participants despite a greater prevalence of dementia in other racial groups. To obtain a better understanding of biomarker presentation of Alzheimer's disease (AD) in the non-Hispanic White population, this study exclusively examined AD biomarker abnormalities in 85 Black and/or African American participants within the Alzheimer's Disease Neuroimaging Initiative (ADNI). Participants were classified by the ADNI into 3 clinical groups: cognitively normal, mild cognitive impairment, or dementia. Data examined included demographics, apolipoprotein E (APOE) ε4, cerebrospinal fluid (CSF) Aβ1-42, CSF total tau (t-tau), CSF phosphorylated tau (p-tau), 3T magnetic resonance imaging (MRI), and measures of cognition and function. Analyses of variance and covariance showed lower cortical thickness in 5 of 7 selected MRI regions, lower hippocampal volume, greater volume of white matter hyperintensities, lower measures of cognition and function, lower measures of CSF Aβ1-42, and greater measures of CSF t-tau and p-tau between clinical groups. Our findings confirmed greater AD biomarker abnormalities between clinical groups in this sample.
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Affiliation(s)
- Renée C Groechel
- Department of Anatomy and Neurobiology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA.
| | - Yorghos Tripodis
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA; Boston University Alzheimer's Disease Research Center, Boston, MA, USA
| | - Michael L Alosco
- Boston University Alzheimer's Disease Research Center, Boston, MA, USA; Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA
| | - Jesse Mez
- Boston University Alzheimer's Disease Research Center, Boston, MA, USA; Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA
| | - Wei Qiao Qiu
- Boston University Alzheimer's Disease Research Center, Boston, MA, USA; Department of Psychiatry, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA
| | - Lee Goldstein
- Boston University Alzheimer's Disease Research Center, Boston, MA, USA; Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA
| | - Andrew E Budson
- Boston University Alzheimer's Disease Research Center, Boston, MA, USA; Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA
| | - Neil W Kowall
- Boston University Alzheimer's Disease Research Center, Boston, MA, USA; Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA
| | - Leslie M Shaw
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine at University of Pennsylvania, Philadelphia, PA, USA
| | - Michael Weiner
- Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA
| | | | - Ronald J Killiany
- Department of Anatomy and Neurobiology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA; Boston University Alzheimer's Disease Research Center, Boston, MA, USA; Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA
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