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Ojijieme NG, Feng T, Chui CM, Qi X, Liu Y. Physical activity dynamically moderates the impact of multimorbidity on the trajectory of healthy aging over sixteen years. BMC Geriatr 2024; 24:565. [PMID: 38943080 PMCID: PMC11212370 DOI: 10.1186/s12877-024-05067-1] [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: 12/04/2023] [Accepted: 05/13/2024] [Indexed: 07/01/2024] Open
Abstract
BACKGROUND Research examining the healthy aging trajectory of retired older adults with multimorbidity is limited, leaving uncertainties regarding the optimal physical activity (PA) intensity and frequency necessary to sustain healthy aging during retirement. METHODS Our study investigated the moderating effects of PA on the healthy aging trajectories of retired older adults living with multimorbidity in the United States (US). We utilized data from 1,238 retired individuals aged 50 to 102 who contributed 11,142 observations over 16 years from the Health and Retirement Study (HRS). We employed mixed effects modeling to assess the impact of various classes of multimorbidity on this group and examine how different PA, PA intensities, and PA frequencies influence the disability, physical, and cognitive functioning domains of healthy aging. RESULTS The results reveal that while outcomes differed significantly, retired older adults in the US attained healthy aging at baseline. However, their ability to maintain healthy aging declined over time, with multimorbidity, especially musculoskeletal and neurological conditions, accelerating this decline. Fortunately, PA, especially light to moderate intensities, is associated with improving healthy aging and moderating the impact of multimorbidity on the disability and cognitive functioning domains of healthy aging. However, the specific moderating effects of PA depend on its frequency, intensity, and chronic conditions. CONCLUSIONS The significant variability in healthy aging attainment among retired older adults underlies the need to consider these differences when addressing healthy aging issues in the US. Accounting for these variations would aid in evaluating the potential impact of future interventions and contribute to achieving health equity. Fortunately, our dynamic findings facilitate this objective by identifying specific frequencies and intensities of PA tailored to different aspects of multimorbidity and healthy aging. This highlights PA, especially light-to-moderate intensity, as an essential, cost-effective, and amenable strategy for alleviating the impact of multimorbidity on healthy aging.
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Affiliation(s)
- Nnaelue Godfrey Ojijieme
- School of Public Policy and Administration, Xi'an Jiaotong University, 28 Xingqing Road, Xi'an, Shaanxi, 710049, China
| | - Tieying Feng
- School of Public Policy and Administration, Xi'an Jiaotong University, 28 Xingqing Road, Xi'an, Shaanxi, 710049, China.
| | - Chin Man Chui
- School of Business, Macau University of Science and Technology, Taipa, Macau, 999078, China.
- Institute of Development Economics, Macau University of Science and Technology, Taipa, China.
| | - Xinzhu Qi
- School of Public Policy and Administration, Xi'an Jiaotong University, 28 Xingqing Road, Xi'an, Shaanxi, 710049, China
| | - Yuan Liu
- School of Public Policy and Administration, Xi'an Jiaotong University, 28 Xingqing Road, Xi'an, Shaanxi, 710049, China
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Cho J, Allore H, Rahimighazikalayeh G, Vaughn I. Multimorbidity Patterns, Hospital Uses and Mortality by Race and Ethnicity Among Oldest-Old Patients. J Racial Ethn Health Disparities 2024:10.1007/s40615-024-01929-x. [PMID: 38381325 DOI: 10.1007/s40615-024-01929-x] [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: 08/22/2023] [Revised: 01/30/2024] [Accepted: 01/31/2024] [Indexed: 02/22/2024]
Abstract
BACKGROUNDS Adults aged 85 years and older ("oldest-old") are perceived as survivors resilient to age-related risk factors. Although considerable heterogeneity has been often observed in this population, less is known about the unmet needs in health and healthcare service utilization for diverse patients in healthcare systems. We examined racial-ethnic variation in patterns of multimorbidity associated with emergency department (ED), clinic visits, and mortality among the oldest-old patients with multimorbidity. METHODS Administrative and clinical data from an integrated healthcare system for five years included 25,801 oldest-old patients with two or more chronic conditions. Hierarchical cluster analysis identified patterns of multimorbidity by four racial-ethnic groups (White, Black, Hispanic, & Other). Clusters associated with ED and clinic visits, and mortality were analyzed using generalized estimation equations and proportional hazards survival model, respectively. RESULTS Hypothyroidism, Alzheimer's disease and related dementia, bone & joint conditions, metabolism syndrome, and pulmonary-vascular clusters were commonly observed across the groups. While most clusters were significantly associated with ED and clinic visits among White patients, bone & joint conditions cluster was the most significantly associated with ED and clinic visits among Black (RR = 1.32, p <.01 for ED; RR = 1.67, p <.0001 for clinic) and Hispanic patients (RR = 1.36, p <.0001 for ED; RR = 1.39, p <.0001 for clinic). Similar patterns were observed in the relationship between multimorbidity clusters and mortality. CONCLUSIONS Patterns of multimorbidity and its significant association with the uses of ambulatory and emergency care varied by race-ethnicity. More studies are needed to explore barriers when minoritized patients are faced with the use of hospital services.
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Affiliation(s)
- Jinmyoung Cho
- Department of Family and Community Medicine, Saint Louis University School of Medicine, 1008 S. Spring SLUCare Academic Pavilion 3rd Floor, 63110, St. Louis, MO, USA.
- Baylor Scott & White Research Institute, Temple, TX, USA.
| | - Heather Allore
- Department of Biostatistics, School of Public Health, Yale University, New Haven, CT, USA
- Section of Geriatrics, Department of Internal Medicine, School of Medicine, Yale University, New Haven, CT, USA
| | | | - Ivana Vaughn
- Henry Ford Health + Michigan State University Health Science, Detroit, MI, USA
- Department of Public Health Sciences , Henry Ford Health , Detroit, MI, USA
- Department of Epidemiology and Biostatistics, College of Human Medicine, Michigan State University, East Lansing, MI, USA
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Jaen J, Grodstein F, Lajous M, Bello-Chavolla OY, Gómez-Flores-Ramos L, Yang J, Bennett DA, Marquez DX, Lamar M. Associations of Nativity and the Role of the Hispanic Paradox on the Cognitive Health of Older Latinos Living in the United States. J Alzheimers Dis 2024; 99:981-991. [PMID: 38759006 DOI: 10.3233/jad-231358] [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: 05/19/2024]
Abstract
Background US-based Latinos have lower education and income combined with higher health risks than non-Latino whites, but often 'paradoxically' evidence better health-related outcomes. Less work has investigated this paradox for cognitive-related outcomes despite nativity diversity. Objective We evaluated cognitive aging within older Latinos of diverse nativity currently living in the US and participating in Rush Alzheimer's Disease Center studies. Methods Participants without baseline dementia, who completed annual neuropsychological assessments (in English or Spanish) were grouped by US-born (n = 117), Mexico-born (n = 173), and born in other Latin American regions (LAr-born = 128). Separate regression models examined associations between nativity and levels of (N = 418) or change in (n = 371; maximum follow-up ∼16 years) global and domain-specific cognition. Results Demographically-adjusted linear regression models indicated that foreign-born nativity was associated with lower levels of global cognition and select cognitive domains compared to US-born Latinos. No associations of nativity with cognitive decline emerged from demographically-adjusted mixed-effects models; however, Mexico-born nativity appeared associated with slower declines in working memory compared to other nativity groups (p-values ≥ 0.051). Mexico-born Latinos had relatively higher vascular burden and lower education levels than other nativity groups; however, this did not alter results. Conclusions Nativity differences in baseline cognition may be due, in part, to accumulated stressors related to immigration and acculturation experienced by foreign-born Latinos which may hasten meeting criteria for dementia later in life. In contrast, Mexico-born participants' slower working memory declines, taken in the context of other participant characteristics including vascular burden, suggests the Hispanic Paradox may relate to factors with the potential to affect cognition.
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Affiliation(s)
- Jocelyn Jaen
- Center for Population Health Research, National Institute of Public Health, Cuernavaca, Mexico
| | - Francine Grodstein
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Internal Medicine, Rush University Medical Center, Chicago, IL, USA
| | - Martín Lajous
- Center for Population Health Research, National Institute of Public Health, Cuernavaca, Mexico
- Department of Global Health and Population, Harvard TH Chan School of Public Health, Boston, MA, USA
| | | | | | - Jingyun Yang
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
| | - David X Marquez
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Kinesiology and Nutrition, University of Illinois Chicago, Chicago, IL, USA
| | - Melissa Lamar
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, USA
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4
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Chen H, Wang B, Lv R, Zhou T, Shen J, Song H, Xu X, Ma Y, Yuan C. Progression and trajectory network of age-related functional impairments and their combined associations with mortality. iScience 2023; 26:108368. [PMID: 38058300 PMCID: PMC10696261 DOI: 10.1016/j.isci.2023.108368] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Revised: 07/06/2023] [Accepted: 10/26/2023] [Indexed: 12/08/2023] Open
Abstract
Age-related functional impairments (ARFIs) contribute to the loss of independence in older adults, but their progressions, interrelations, and combined relations with mortality are largely unknown. We conducted a prospective study among 17,914 participants in the Health and Retirement Study (2000-2020). The incidence rates of visual impairment, hearing impairment, physical frailty, and cognitive impairment increased exponentially with age, while those of restless sleep and depression increased relatively slowly. These ARFIs were associated with each other in temporal sequence and constituted a hazard network. We observed a dose-response relationship between the number of ARFIs and mortality risk, and the dyads involving physical frailty demonstrated the strongest associations with mortality. Our findings may assist in the identification of individuals at higher mortality risk and highlight the potential for future investigations to explore the impact of multiple ARFIs in aging.
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Affiliation(s)
- Hui Chen
- School of Public Health, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Binghan Wang
- School of Public Health, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Rongxia Lv
- School of Public Health, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Tianjing Zhou
- School of Public Health, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Jie Shen
- School of Public Health, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Huan Song
- West China Biomedical Big Data Center and National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Center of Public Health Sciences, Faculty of Medicine, University of Iceland, Reykjavík, Iceland
| | - Xiaolin Xu
- School of Public Health, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
- School of Public Health, Faculty of Medicine, The University of Queensland, Brisbane, QLD, Australia
| | - Yuan Ma
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Changzheng Yuan
- School of Public Health, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
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Stroope S, Kroeger RA. Age Changes in Religious Service Attendance in Mexican American Older Adults: A Growth Curve Analysis. J Aging Health 2023:8982643231219034. [PMID: 38008951 DOI: 10.1177/08982643231219034] [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: 11/28/2023]
Abstract
OBJECTIVES This study examines age patterns in religious attendance in older Mexican Americans. Previous research has focused on majority-white samples, limiting generalizability to other groups. Research in ethnic minority populations is needed. METHODS We descriptively analyze Hispanic Established Population for the Epidemiological Study of the Elderly (Hispanic EPESE) data and estimate a mixed effects linear growth curve model to assess the relationship between age and religious attendance. Results: Descriptive results reveal an inverse U-shaped pattern of religious attendance. Results from the growth curve model indicate rising religious attendance after age 65 and a decline after the mid-70s, an earlier decline compared to majority-white studies. Discussion: These findings have implications for individual well-being, the functioning of religious congregations, and for understanding the patterning of a salient form of social participation among older adults. Further research is needed to explore the underlying mechanisms and to examine religious attendance patterns in understudied populations.
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Affiliation(s)
- Samuel Stroope
- Department of Sociology, Louisiana State University, Baton Rouge, LA, USA
| | - Rhiannon A Kroeger
- Department of Sociology, Louisiana State University, Baton Rouge, LA, USA
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Drake B, Jones D, Kim H, Gyourko J, Garcia A, Barth RP, Font SA, Putnam-Hornstein E, Duerr Berrick J, Greeson JKP, Cook V, Kohl PL, Jonson-Reid M. Racial/Ethnic Differences in Child Protective Services Reporting, Substantiation and Placement, With Comparison to Non-CPS Risks and Outcomes: 2005-2019. CHILD MALTREATMENT 2023; 28:683-699. [PMID: 36990447 DOI: 10.1177/10775595231167320] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/19/2023]
Abstract
We used National Child Abuse and Neglect Data System and Census data to examine Black-White and Hispanic-White disparities in reporting, substantiation, and out-of-home placement both descriptively from 2005-2019 and in multivariate models from 2007-2017. We also tracked contemporaneous social risk (e.g., child poverty) and child harm (e.g., infant mortality) disparities using non-child protective services (CPS) sources and compared them to CPS reporting rate disparities. Black-White CPS reporting disparities were lower than found in non-CPS risk and harm benchmarks. Consistent with the Hispanic paradox, Hispanic-White CPS reporting disparities were lower than risk disparities but similar to harm disparities. Descriptive and multivariate analyses of data from the past several years indicated that Black children were less likely to be substantiated or placed into out-of-home care following a report than White children. Hispanic children were slightly more likely to be substantiated or placed in out-of-home care than White children overall, but this difference disappeared in multivariate models. Available data provide no evidence that Black children were overreported relative to observed risks and harms reflected in non-CPS data. Reducing reporting rates among Black children will require addressing broader conditions associated with maltreatment.
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Affiliation(s)
- Brett Drake
- George Warren Brown School of Social Work, Washington University, St Louis, MO, USA
| | - Dylan Jones
- George Warren Brown School of Social Work, Washington University, St Louis, MO, USA
| | - Hyunil Kim
- School of Social Work, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - John Gyourko
- School of Social Policy and Practice, University of Pennsylvania, Philadelphia, PA, USA
| | - Antonio Garcia
- College of Social Work, University of Kentucky, Lexington, KY, USA
| | - Richard P Barth
- University of Maryland School of Social Work, Baltimore, MD, USA
| | - Sarah A Font
- Department of Sociology and Criminology, Penn State University, University Park, PA, USA
| | - Emily Putnam-Hornstein
- School of Social Work, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Jill Duerr Berrick
- School of Social Welfare, University of California at Berkeley, Berkeley, USA
| | - Johanna K P Greeson
- School of Social Policy and Practice, University of Pennsylvania, Philadelphia, PA, USA
| | - Victoria Cook
- College of Social Work, University of Kentucky, Lexington, KY, USA
| | - Patricia L Kohl
- George Warren Brown School of Social Work, Washington University, St Louis, MO, USA
| | - Melissa Jonson-Reid
- George Warren Brown School of Social Work, Washington University, St Louis, MO, USA
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Hu WT, Bergren SM, Dychtwald DK, Ma Y, Dong X. Variations in racial and ethnic groups' trust in researchers associated with willingness to participate in research. HUMANITIES & SOCIAL SCIENCES COMMUNICATIONS 2023; 10:466. [PMID: 38650745 PMCID: PMC11034911 DOI: 10.1057/s41599-023-01960-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Accepted: 07/24/2023] [Indexed: 04/25/2024]
Abstract
Low enrollment in U.S. biomedical research by non-White adults has historically been attributed to mistrust, but few studies have simultaneously examined dimensions of trust in three or more racial/ethnic groups. Leveraging the racial/ethnic diversity of New Jersey, we prospectively recruited 293 adults (72% women, 38% older than 54 years of age) between October 2020 and February 2022 to complete two anonymous surveys in English or one of the common languages (e.g., Spanish, Mandarin Chinese). The first consisted of 12 Likert Scale questions related to trust in biomedical researchers (according to safety, equity, transparency), and the second assessed willingness to consider participation in eight common research activities (health-related survey, blood collection, genetic analysis, medication study, etc). Participants self-reported as Hispanic (n=102), Black (n=49), Chinese (n=48), other Asian (n=53), or White (n=41) race/ethnicity. Factor analysis showed three aspects related to trust in researchers: researchers as fiduciaries for research participants, racial/ethnic equity in research, and transparency. Importantly, we observed differences in the relationship between mistrust and willingness to participate. Whereas Chinese respondents' low trust in researchers mediated their low interest in research involving more than health-related surveys, Hispanic respondents' low trust in research equity did not deter high willingness to participate in research involving blood and genetic analysis. We caution that a generic association between trust and research participation should not be broadly assumed, and biomedical researchers should prospectively assess this relationship within each minoritized group to avoid hasty generalization.
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Affiliation(s)
- William T Hu
- Rutgers Institute for Health, Health Care Policy, and Aging Research, USA
| | | | - Dana K Dychtwald
- Rutgers Institute for Health, Health Care Policy, and Aging Research, USA
| | - Yiming Ma
- Rutgers Institute for Health, Health Care Policy, and Aging Research, USA
| | - XinQi Dong
- Rutgers Institute for Health, Health Care Policy, and Aging Research, USA
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8
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Sheftel MG. Immigrant Wealth Stratification and Return Migration: The Case of Mexican Immigrants in the United States During the Twentieth Century. Demography 2023; 60:809-835. [PMID: 37083302 PMCID: PMC10578872 DOI: 10.1215/00703370-10693686] [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: 04/22/2023]
Abstract
Considerable wealth stratification exists between U.S.-born and foreign-born populations (Campbell and Kaufman 2006), with low wealth attainment documented among Mexican immigrants (Hao 2007). High rates of Mexican return migration (Azose and Raftery 2019) suggest that nonrandom selection into return migration on wealth is a potential driver of stratification. Existing theories do not conclusively predict asset accumulation among returnees versus stayers, and empirical research on return migration and wealth stratification is scarce. Combining data from the 2000 U.S. Health and Retirement Study and the 2001 Mexican Health and Aging Study to create a novel data set representing all Mexicans aged 50 and older with a history of migration to the United States and adopting a life course perspective, I find that return migration at younger and older ages is associated with higher wealth accumulation and might be a way to maximize assets at older ages. Thus, return migration may contribute to nativity-based wealth stratification in the United States. The study's findings point to the greater financial risks for new cohorts of immigrants aging in place, suggest caution in interpreting wealth stratification as a measure of mobility, and inform theories about the links between return migration and wealth across the life course.
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Affiliation(s)
- Mara Getz Sheftel
- Population Research Institute, Pennsylvania State University, State College, PA, USA
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9
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O'Neill AS, Newsom JT, Trubits EF, Elman MR, Botoseneanu A, Allore HG, Nagel CL, Dorr DA, Quiñones AR. Racial, ethnic, and socioeconomic disparities in trajectories of morbidity accumulation among older Americans. SSM Popul Health 2023; 22:101375. [PMID: 36941895 PMCID: PMC10024041 DOI: 10.1016/j.ssmph.2023.101375] [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: 11/04/2022] [Revised: 01/27/2023] [Accepted: 03/01/2023] [Indexed: 03/07/2023] Open
Abstract
Introduction Multimorbidity, the presence of multiple chronic health conditions, generally starts in middle and older age but there is considerable heterogeneity in the trajectory of morbidity accumulation. This study aimed to clarify the number of distinct trajectories and the potential associations between race/ethnicity and socioeconomic status and these trajectories. Methods Data from 13,699 respondents (age ≥51) in the Health and Retirement Study between 1998 and 2016 were analyzed with growth mixture models. Nine prevalent self-reported morbidities (arthritis, cancer, cognitive impairment, depressive symptoms, diabetes, heart disease, hypertension, lung disease, stroke) were summed for the morbidity count. Results Three trajectories of morbidity accumulation were identified: low [starting with few morbidities and accumulating them slowly (i.e., low intercept and low slope); 80% of sample], increasing (i.e., low intercept and high slope; 9%), and high (i.e., high intercept and low slope; 11%). Compared to non-Hispanic (NH) White adults in covariate-adjusted models, NH Black adults had disadvantages while Hispanic adults had advantages. Our results suggest a protective effect of education for NH Black adults (i.e., racial health disparities observed at low education were ameliorated and then eliminated at increasing levels of education) and a reverse pattern for Hispanic adults (i.e., increasing levels of education was found to dampen the advantages Hispanic adults had at low education). Compared with NH White adults, higher levels of wealth were protective for both NH Black adults (i.e., reducing or reversing racial health disparities observed at low wealth) and Hispanic adults (i.e., increasing the initial health advantages observed at low wealth). Conclusion These findings have implications for addressing health disparities through more precise targeting of public health interventions. This work highlights the imperative to address socioeconomic inequalities that interact with race/ethnicity in complex ways to erode health.
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Affiliation(s)
- AnnaMarie S. O'Neill
- VA Center to Improve Veteran Involvement in Care (CIVIC), VA Portland Health Care System, Portland, OR, USA
- Corresponding author. VA Center to Improve Veteran Involvement in Care (CIVIC), VA Portland Health Care System, Portland, OR, USA. AnnaMarie.O'
| | - Jason T. Newsom
- Department of Psychology, Portland State University, OR, USA
| | - Em F. Trubits
- Department of Psychology, Portland State University, OR, USA
| | - Miriam R. Elman
- OHSU-PSU School of Public Health, Oregon Health and Science University, Portland, OR, USA
| | - Anda Botoseneanu
- Department of Health and Human Services, University of Michigan, Dearborn, MI, USA
| | - Heather G. Allore
- Department of Internal Medicine, School of Medicine, Yale University, New Haven, CT, USA
| | - Corey L. Nagel
- College of Nursing, University of Arkansas for Medical Sciences, Little Rock, AR, USA
| | - David A. Dorr
- Department of Medical Informatics and Clinical Epidemiology, OHSU, Portland, OR, USA
| | - Ana R. Quiñones
- Department of Family Medicine, Oregon Health & Science University, Portland, OR, USA
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10
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Lavalley R. Occupation's Role in Inclusion of Spanish-Speaking Older Adults in a Senior Center. OTJR-OCCUPATION PARTICIPATION AND HEALTH 2023; 43:74-80. [PMID: 35499253 PMCID: PMC9729964 DOI: 10.1177/15394492221093311] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Occupation-based literature has not explored the specific community-level occupational processes that support inclusion or exclusion of Latine older adults in senior centers. This study examined occupation at the community level and its role in the inclusion or exclusion of older adult Spanish speakers in a senior center community. In addition, it sought to examine potential roles for occupational therapy practice in this realm. A 6-month ethnographic study used interviews, observations, document review, group mapping activities, and collaborative analysis to explore occupation of a senior center as the community and staff welcomed older adult Spanish speakers. Being culturally proactive, considering values and interests, offering regular activities, and cross-group doing together encouraged cohesion and communal habits of inclusion. These tailored modes of community occupation benefit Spanish-speaking older adults. Occupational therapy practitioners have opportunities to utilize tailored community occupations to support community inclusion and cohesion for this population.
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Affiliation(s)
- Ryan Lavalley
- The University of North Carolina at Chapel Hill, USA,Ryan Lavalley, Division of Occupational Science and Occupational Therapy, The University of North Carolina at Chapel Hill, Suite 2050, Chapel Hill, NC 27599-9500, USA.
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11
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Safi D, Barreto Abrams J, Rios M, Rodés E, Díaz-Santos M, Suárez P. Culturally Competent Assessment of Neurocognitive Functioning in Latinos with Complex Multimorbidity: A Case Study. Geriatrics (Basel) 2022; 7:geriatrics7050093. [PMID: 36136802 PMCID: PMC9498523 DOI: 10.3390/geriatrics7050093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Revised: 08/22/2022] [Accepted: 09/01/2022] [Indexed: 11/16/2022] Open
Abstract
Multimorbidity—the coexistence of multiple chronic conditions within an individual—is the new normal in hospital settings. Individuals with higher levels of multimorbidity require a multidisciplinary and holistic approach to meet their needs, though the complexity of their neurocognitive profiles is still poorly researched. This study reported on the neurocognitive profile of a 69-year-old, left-handed, Latino cisgender male with 10 years of education. He was deemed to have a short-term mortality in 2018, yet is still enjoying a good quality of life in 2022. This case report illustrated (a) a rather common neurocognitive profile of a patient with complex multimorbidity, (b) the advantages of being served in a center of excellence with linguistically and culturally appropriate services that evaluate patients’ cognitive functioning and inform and provide continuity of care, and (c) the benefits of a holistic and multidisciplinary approach to the care of the multimorbidity population.
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Affiliation(s)
- Diomaris Safi
- Department of Psychiatry and Behavioral Sciences, UCLA Hispanic Neuropsychiatric Center of Excellence, 760 Westwood Plaza, C8-238, Los Angeles, CA 90095, USA
- Correspondence:
| | - Jesús Barreto Abrams
- Department of Psychiatry and Behavioral Sciences, UCLA Hispanic Neuropsychiatric Center of Excellence, 760 Westwood Plaza, C8-238, Los Angeles, CA 90095, USA
| | - Melissa Rios
- Department of Psychiatry and Behavioral Sciences, UCLA Hispanic Neuropsychiatric Center of Excellence, 760 Westwood Plaza, C8-238, Los Angeles, CA 90095, USA
- California School of Professional Psychology, Alliant International University, Alhambra, CA 91803, USA
| | - Elisenda Rodés
- Department of Psychiatry and Behavioral Sciences, UCLA Hispanic Neuropsychiatric Center of Excellence, 760 Westwood Plaza, C8-238, Los Angeles, CA 90095, USA
- Graduate School of Education and Psychology, Pepperdine University, Los Angeles, CA 90045, USA
| | - Mirella Díaz-Santos
- Department of Psychiatry and Behavioral Sciences, UCLA Hispanic Neuropsychiatric Center of Excellence, 760 Westwood Plaza, C8-238, Los Angeles, CA 90095, USA
- Department of Neurology, UCLA Mary S. Easton Center for Alzheimer’s Disease Research, Los Angeles, CA 90095, USA
| | - Paola Suárez
- Department of Psychiatry and Behavioral Sciences, UCLA Hispanic Neuropsychiatric Center of Excellence, 760 Westwood Plaza, C8-238, Los Angeles, CA 90095, USA
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12
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Wu Y, Xiang C, Jia M, Fang Y. Interpretable classifiers for prediction of disability trajectories using a nationwide longitudinal database. BMC Geriatr 2022; 22:627. [PMID: 35902789 PMCID: PMC9336105 DOI: 10.1186/s12877-022-03295-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Accepted: 07/12/2022] [Indexed: 11/10/2022] Open
Abstract
OBJECTIVES To explore the heterogeneous disability trajectories and construct explainable machine learning models for effective prediction of long-term disability trajectories and understanding the mechanisms of predictions among the elderly Chinese at community level. METHODS This study retrospectively collected data from the Chinese Longitudinal Healthy Longevity and Happy Family Study between 2002 and 2018. A total of 4149 subjects aged 65 + in 2002 with completed activities of daily living (ADL) information for at least three waves were included. The mixed growth model was used to identify disability trajectories, and five machine learning models were further established to predict disability trajectories using epidemiological variables. An explainable approach was deployed to understand the model's decisions. RESULTS Three distinct disability trajectories, including normal class (77.3%), progressive class (15.5%), and high-onset class (7.2%), were identified for three-class prediction. The latter two were further merged into abnormal class, accompanied by normal class for two-class prediction. Machine learning, especially random forest and extreme gradient boosting achieved good performance in both two tasks. ADL, age, leisure activity, cognitive function, and blood pressure were key predictors. CONCLUSION The findings suggest that machine learning showed good performance and maybe of additional value in analyzing quality indicators in predicting disability trajectories, thereby providing basis to personalize intervention measures.
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Affiliation(s)
- Yafei Wu
- The State Key Laboratory of Molecular Vaccine and Molecular Diagnostics, School of Public Health, Xiamen University, Xiamen, 361102, Fujian, China.,National Institute for Data Science in Health and Medicine, Xiamen University, Xiamen, 361102, Fujian, China.,Key Laboratory of Health Technology Assessment of Fujian Province, School of Public Health, Xiamen University, Xiamen, 361102, Fujian, China.,School of Public Health, Xiamen University, Xiang'an Nan Road, Xiang'an District, Xiamen, 361102, Fujian, China
| | - Chaoyi Xiang
- The State Key Laboratory of Molecular Vaccine and Molecular Diagnostics, School of Public Health, Xiamen University, Xiamen, 361102, Fujian, China.,Key Laboratory of Health Technology Assessment of Fujian Province, School of Public Health, Xiamen University, Xiamen, 361102, Fujian, China.,School of Public Health, Xiamen University, Xiang'an Nan Road, Xiang'an District, Xiamen, 361102, Fujian, China
| | - Maoni Jia
- The State Key Laboratory of Molecular Vaccine and Molecular Diagnostics, School of Public Health, Xiamen University, Xiamen, 361102, Fujian, China.,Key Laboratory of Health Technology Assessment of Fujian Province, School of Public Health, Xiamen University, Xiamen, 361102, Fujian, China.,School of Public Health, Xiamen University, Xiang'an Nan Road, Xiang'an District, Xiamen, 361102, Fujian, China
| | - Ya Fang
- The State Key Laboratory of Molecular Vaccine and Molecular Diagnostics, School of Public Health, Xiamen University, Xiamen, 361102, Fujian, China. .,National Institute for Data Science in Health and Medicine, Xiamen University, Xiamen, 361102, Fujian, China. .,Key Laboratory of Health Technology Assessment of Fujian Province, School of Public Health, Xiamen University, Xiamen, 361102, Fujian, China. .,School of Public Health, Xiamen University, Xiang'an Nan Road, Xiang'an District, Xiamen, 361102, Fujian, China.
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Noren Hooten N, Pacheco NL, Smith JT, Evans MK. The accelerated aging phenotype: The role of race and social determinants of health on aging. Ageing Res Rev 2022; 73:101536. [PMID: 34883202 PMCID: PMC10862389 DOI: 10.1016/j.arr.2021.101536] [Citation(s) in RCA: 54] [Impact Index Per Article: 27.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Revised: 11/12/2021] [Accepted: 12/03/2021] [Indexed: 02/06/2023]
Abstract
The pursuit to discover the fundamental biology and mechanisms of aging within the context of the physical and social environment is critical to designing interventions to prevent and treat its complex phenotypes. Aging research is critically linked to understanding health disparities because these inequities shape minority aging, which may proceed on a different trajectory than the overall population. Health disparities are characteristically seen in commonly occurring age-associated diseases such as cardiovascular and cerebrovascular disease as well as diabetes mellitus and cancer. The early appearance and increased severity of age-associated disease among African American and low socioeconomic status (SES) individuals suggests that the factors contributing to the emergence of health disparities may also induce a phenotype of 'premature aging' or 'accelerated aging' or 'weathering'. In marginalized and low SES populations with high rates of early onset age-associated disease the interaction of biologic, psychosocial, socioeconomic and environmental factors may result in a phenotype of accelerated aging biologically similar to premature aging syndromes with increased susceptibility to oxidative stress, premature accumulation of oxidative DNA damage, defects in DNA repair and higher levels of biomarkers of oxidative stress and inflammation. Health disparities, therefore, may be the end product of this complex interaction in populations at high risk. This review will examine the factors that drive both health disparities and the accelerated aging phenotype that ultimately contributes to premature mortality.
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Affiliation(s)
- Nicole Noren Hooten
- Laboratory of Epidemiology and Population Science, National Institute on Aging, National Institutes of Health, 251 Bayview Boulevard, Baltimore, MD 21224, USA
| | - Natasha L Pacheco
- Laboratory of Epidemiology and Population Science, National Institute on Aging, National Institutes of Health, 251 Bayview Boulevard, Baltimore, MD 21224, USA
| | - Jessica T Smith
- Laboratory of Epidemiology and Population Science, National Institute on Aging, National Institutes of Health, 251 Bayview Boulevard, Baltimore, MD 21224, USA
| | - Michele K Evans
- Laboratory of Epidemiology and Population Science, National Institute on Aging, National Institutes of Health, 251 Bayview Boulevard, Baltimore, MD 21224, USA.
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Berry SD, Edgar HJH, Mosley C, Hunley K. Refined, regionally-specific data standards reveal heterogeneity in Hispanic death records. AMIA JOINT SUMMITS ON TRANSLATIONAL SCIENCE PROCEEDINGS. AMIA JOINT SUMMITS ON TRANSLATIONAL SCIENCE 2021; 2021:161-169. [PMID: 34457130 PMCID: PMC8378615] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Hispanic ethnicity can be captured with differing levels of granularity using various data standards, including those from the Office of Management and Budget, Health and Human Services and National Academy of Medicine. Previous research identified seven subgroups of Hispanics in New Mexico using open-ended interviews and information about the culture/history of the state. We examined age and manner of death to determine whether differences among subgroups are hidden by less-refined categorization. Significant differences in the mean age at death were found between some groups, including Spanish and Mexican Americans. We found an association between specific manners of death codes and subgroups. However, significance disappeared when manners of death were grouped (e.g. accident, homicide, etc.). This indicates that while certain manners of death are associated with group membership, overall types of death are not. Data descriptors for Hispanics should reflect more refined, regionally relevant groups, in order to unmask heterogeneity.
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Affiliation(s)
- Shamsi Daneshvari Berry
- Western Michigan University Homer Stryker MD School of Medicine, Kalamazoo, MI
- University of New Mexico, Albuquerque, NM
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Xiao J, Shi Z, Fang Y. Association Between Disability Trajectory and Health Care Service Utilization Among Older Adults in China. J Am Med Dir Assoc 2021; 22:2169-2176.e4. [PMID: 33577828 DOI: 10.1016/j.jamda.2020.12.041] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2020] [Revised: 12/21/2020] [Accepted: 12/25/2020] [Indexed: 11/16/2022]
Abstract
OBJECTIVES This study aimed to identify the heterogeneous disability trajectories among older Chinese adults and examine the association between disability trajectories and health care service utilization. DESIGN Prospective cohort study. SETTING AND PARTICIPANTS A community-based study including older adults aged ≥65 years from the Chinese Longitudinal Healthy Longevity Survey. METHODS Disability was assessed by the difficulties in activities of daily living and instrumental activities of daily living between 2002 and 2018. Health care utilization was measured by the expenditures on outpatient and inpatient services in 2018. Growth mixture modeling was conducted to estimate heterogeneous disability trajectories. A 2-part model was used to analyze the association of disability trajectories and health care utilization. Covariates were included based on Andersen's behavioral model. RESULTS Three classes of disability trajectories were identified: the progressive (7.9%), late-onset (13.7%), and normal classes (78.4%). Older adults who followed the late-onset trajectory of disability were more likely to use inpatient services compared with the normal class (odds ratio = 1.47, P < .010), after controlling potential confounders. Compared with the normal class, the progressive class on average spent US$145.94 more annually (45.2% higher) on outpatient services (P < .010) and $738.99 more annually (72.6% higher) on inpatient services (P < .001); the late-onset class reported higher annual expenditures on outpatient and inpatient services of $215.94 (66.9% higher) and $1405.00 (138.0% higher), respectively (all P < .001). CONCLUSIONS AND IMPLICATIONS Heterogeneous disability trajectories exhibited distinct health care service utilization patterns among older Chinese adults. Older adults affected by late-onset disability incurred the highest health care needs. These findings provide valuable policy-relevant evidence for reducing health care burden among older adults.
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Affiliation(s)
- Jian Xiao
- School of Public Health, Xiamen University, Xiamen, China
| | - Zaixing Shi
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, School of Public Health, Xiamen University, Xiamen, China; Key Laboratory of Health Technology Assessment of Fujian Province, School of Public Health, Xiamen University, Xiamen, China
| | - Ya Fang
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, School of Public Health, Xiamen University, Xiamen, China; Key Laboratory of Health Technology Assessment of Fujian Province, School of Public Health, Xiamen University, Xiamen, China.
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Ortiz K, Garcia MA, Briceño E, Diminich ED, Arévalo SP, Vega IE, Tarraf W. Glycosylated hemoglobin level, race/ethnicity, and cognition in midlife and early old age. RESEARCH IN HUMAN DEVELOPMENT 2020; 17:20-40. [PMID: 34093090 PMCID: PMC8174791 DOI: 10.1080/15427609.2020.1743810] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
Empirical evidence linking racial/ethnic differences in glycosylated hemoglobin levels (HbA1c) to cognitive function in midlife and early old age is limited. We use biomarker data from the Health and Retirement Study (HRS, 2006-2014), on adults 50-64 years at baseline (57-73 years by 2014), and fit multinomial logistic regression models to assess the association between baseline HbA1c, cognitive function (using Langa-Weir classifications) and mortality across 8-years. Additionally, we test for modification effects by race/ethnicity. In age- and sex-adjusted models high HbA1c level was associated with lower baseline cognition and higher relative risk ratios (RRR; vs. normal cognition) for cognitive impairment no dementia (CIND; RRR= 2.3; 95%CI=[1.38;3.84]; p<0.01), and dementia (RRR= 4.00; 95%CI=[1.76;9.10]; p<0.01). Adjusting for sociodemographic, behavioral risk factors, and other health conditions explained the higher RRR for CIND and attenuated the RRR for dementia by approximately 30%. HbA1c levels were not linked to the slope of cognitive decline, and we found no evidence of modification effects for HbA1c by race/ethnicity. Targeting interventions for glycemic control in the critical midlife period can protect baseline cognition and buffer against downstream development of cognitive impairment. This can yield important public health benefits and reductions in burdens associated with cognitive impairment, particularly among race/ethnic minorities who are at higher risk for metabolic diseases.
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Affiliation(s)
- Kasim Ortiz
- University of New Mexico, Department of Sociology & Criminology, Institute for the Study of “Race” & Social Justice, Center for Participatory Research
| | - Marc A. Garcia
- University of Nebraska, Lincoln, Department of Sociology & Institute of Ethnic Studies
| | - Emily Briceño
- University of Michigan, School of Medicine, Department of Physical Medicine & Rehabilitation
| | - Erica D. Diminich
- Stony Brook University, Renaissance School of Medicine, Program in Public Health, Department of Family, Population and Preventive Medicine
| | - Sandra P. Arévalo
- California State University, Long Beach, Department of Human Development
| | - Irving E. Vega
- Michigan State University, College of Human Medicine, Department of Translational Neuroscience
| | - Wassim Tarraf
- Wayne State University, Institute of Gerontology & Department of Healthcare Sciences
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Garcia MA, Ortiz K, Arévalo SP, Diminich ED, Briceño E, Vega IE, Tarraf W. Age of Migration and Cognitive Function Among Older Latinos in the United States. J Alzheimers Dis 2020; 76:1493-1511. [PMID: 32651313 PMCID: PMC8061235 DOI: 10.3233/jad-191296] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
BACKGROUND Age of migration has been shown to have a robust association with Latino immigrant health outcomes; however, the relationship between timing of migration and cognition is less understood. OBJECTIVE To examine associations between race/ethnicity, nativity, age of migration, and cognitive aging among US-born (USB) non-Latino Whites (NLW) and USB and foreign-born Latinos 50 years and older. METHODS We used longitudinal biennial data from the Health and Retirement Study (HRS; 2006-2014) to fit generalized linear and linear latent growth curve models for: 1) global cognition (Modified Telephone Interview for Cognitive Status; TICS-M); 2) memory and attention subdomains of TICS-M; and 3) cognitive dysfunction. We also tested for sex modifications. RESULTS In age and sex adjusted models, all Latino subgroups, independent of nativity and age of migration, had lower global and domain-specific cognitive scores and higher propensity of cognitive impairment classification compared to USB-NLWs. Differences between USB Latinos, but not other Latino subgroups, and USB-NLWs remained after full covariate adjustment. Latinas, independent of nativity or age of migration, had poorer cognitive scores relative to NLW females. Differences between all Latinos and USB-NLWs were principally expressed at baseline. Racial/ethnic, nativity, and age of migration grouping was not associated with slope (nor explained variance) of cognitive decline. CONCLUSION Older US-born Latinos, regardless of sex exhibit poorer cognitive function than older USB-NLWs and foreign-born Latinos. Social determinants that differentially affect cognitive function, particularly those that compensate for education and sex differences among US-born Latinos and foreign-born Latinos, require further exploration.
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Affiliation(s)
- Marc A. Garcia
- Department of Sociology and Institute of Ethnic Studies, University of Nebraska, Lincoln, NE, USA
| | - Kasim Ortiz
- Department of Sociology and Criminology, University of New Mexico, Institute for the Study of “Race” and Social Justice, Center for Participatory Research, Albuquerque, NM, USA
| | - Sandra P. Arévalo
- Department of Human Development, California State University, Long Beach, Long Beach, CA, USA
| | - Erica D. Diminich
- Program in Public Health, Department of Family, Population and Preventive Medicine, Stony Brook, NY, USA
| | - Emily Briceño
- Department of Physical Medicine & Rehabilitation, University of Michigan, School of Medicine, Ann Arbor, MI, USA
| | - Irving E. Vega
- Department of Translational Neuroscience, Michigan State University, College of Human Medicine, East Lansing, MI, USA
| | - Wassim Tarraf
- Institute of Gerontology and Department of Healthcare Sciences, Wayne State University, MI, USA
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Stickel A, McKinnon A, Ruiz J, Grilli MD, Ryan L. The impact of cardiovascular risk factors on cognition in Hispanics and non-Hispanic whites. Learn Mem 2019; 26:235-244. [PMID: 31209118 PMCID: PMC6581002 DOI: 10.1101/lm.048470.118] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2019] [Accepted: 05/10/2019] [Indexed: 11/25/2022]
Abstract
Among non-Hispanic whites, cardiovascular risk factors are associated with increased mortality and poorer cognition. Prevalence of cardiovascular risk factors among aging Hispanics is also high and Hispanics generally have poorer access to healthcare, yet they tend to have advantageous cardiovascular disease rates and outcomes and live longer than non-Hispanic whites, an epidemiological phenomenon commonly referred to as the Hispanic or Latino health paradox. Although robust data support these ethnic benefits on physical health and mortality, it is unknown if it extends to include cognition resilience advantages in older adulthood. The present study compared relationships between cardiovascular risk and cognition (executive functions and episodic memory) in late middle age and older Hispanics (n = 87) and non-Hispanic whites (n = 81). Participants were selected from the National Alzheimer's Coordinating Center and Alzheimer's Disease Neuroimaging Initiative databases. Hispanics and non-Hispanic white groups were matched on age (50-94 yr, mean age = 72 yr), education, gender, cognitive status (i.e., cognitively healthy versus mildly cognitively impaired), and apolipoprotein E4 status. History of hypertension and higher body mass index were both associated with poorer executive functions among Hispanics but not non-Hispanic whites. Our findings suggest greater vulnerability to impairments in executive functions among Hispanics with hypertension and obesity, contrary to the notion of a Hispanic health paradox for cognitive aging.
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Affiliation(s)
- Ariana Stickel
- Department of Psychology, University of Arizona, Tucson, Arizona 85721, USA
| | - Andrew McKinnon
- Brain and Mind Centre, University of Sydney, Camperdown, Sydney 2050, Australia
| | - John Ruiz
- Department of Psychology, University of Arizona, Tucson, Arizona 85721, USA
| | - Matthew D Grilli
- Department of Psychology, University of Arizona, Tucson, Arizona 85721, USA
| | - Lee Ryan
- Department of Psychology, University of Arizona, Tucson, Arizona 85721, USA
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Ordóñez CA, Haider AH, Zogg CK, Uribe-Leitz T, Bhulani N, Shafi S, Davis KA. The “Hispanic Paradox” Exists in Emergent Conditions: Better or Equivalent Surgical Outcomes Among US Hispanic Emergency General Surgery Patients. ACTA ACUST UNITED AC 2019. [DOI: 10.5005/jp-journals-10030-1235] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
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