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Andrasfay T, Crimmins E. Occupational characteristics and epigenetic aging among older adults in the United States. Epigenetics 2023; 18:2218763. [PMID: 37300823 PMCID: PMC10259313 DOI: 10.1080/15592294.2023.2218763] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Revised: 04/30/2023] [Accepted: 05/23/2023] [Indexed: 06/12/2023] Open
Abstract
Occupational characteristics have been studied as risk factors for several age-related diseases and are thought to impact the ageing process, although there has been limited empirical work demonstrating an association between adverse occupational characteristics and accelerated ageing and this prior work has yielded mixed results. We used the 2010 and 2016 waves of the Health and Retirement Study (n = 1,251) to examine the association between occupation categories and self-reported working conditions of American adults at midlife and their subsequent epigenetic ageing as measured through five epigenetic clocks: PCHorvath, PCHannum, PCPhenoAge, PCGrimAge, and DunedinPACE. We found that individuals working in sales/clerical, service, and manual work show evidence of epigenetic age acceleration compared to those working in managerial/professional jobs and that the associations were stronger with second- and third-generation clocks. Individuals reporting high stress and high physical effort at work showed evidence of epigenetic age acceleration only on PCGrimAge and DunedinPACE. Most of these associations were attenuated after adjustment for race/ethnicity, educational attainment, and lifestyle-related risk factors. Sales/clerical work remained significantly associated with PCHorvath and PCHannum, while service work remained significantly associated with PCGrimAge. The results suggest that manual work and occupational physical activity may appear to be risk factors for epigenetic age acceleration through their associations with socioeconomic status, while stress at work may be a risk factor for epigenetic age acceleration through its associations with health behaviours outside of work. Additional work is needed to understand when in the life course and the specific mechanisms through which these associations occur.
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Affiliation(s)
- Theresa Andrasfay
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA
| | - Eileen Crimmins
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA
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Ramasubramanian R, Kim JW, Guan W, Meier HC, Crimmins E, Faul J, Thyagarajan B. Cohabitation as a determinant of adaptive and innate immune cell profiles: Findings from the Health and Retirement Study. Brain Behav Immun Health 2023; 33:100676. [PMID: 37663036 PMCID: PMC10474123 DOI: 10.1016/j.bbih.2023.100676] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Revised: 08/10/2023] [Accepted: 08/15/2023] [Indexed: 09/05/2023] Open
Abstract
Introduction Non-genetic factors are important but poorly understood determinants of immune profiles. Age and Cytomegalovirus (CMV) infection remain two well documented non-genetic determinants of the immune profile. Recently, one study identified cohabitation in the same household as an important determinant of immune profiles. Methods We used immunophenotyping data from the Health and Retirement Study (HRS) to evaluate the association between cohabitation and the adaptive (subsets of T-cells, B-cells) and innate immune profiles (subsets of monocytes, natural killer cells and neutrophils). We compared adaptive and innate immune cell profiles using immunophenotyping data from 1184 same-household pairs (cohabitating partners) to 1184 non-household pairs to evaluate the association between cohabitation and adaptive immune cell profiles. We used data from 1737 same-household pairs and 1737 non-household pairs to evaluate the association between cohabitation and innate cell profiles. Household and non-household pairs were matched on age (±2years), educational background and race/ethnicity to minimize confounding due to these factors. The adaptive immune cells and innate immune cell profiles were compressed to two coordinates using multidimensional scaling (MDS). The Euclidean distances between same-household pairs were compared to the distances between non-household pairs for the adaptive and innate cell profiles separately using two sample independent t-tests. We also performed additional adjustment for age and BMI differences, CMV serostatus and smoking concordance/discordance status among household members. Results For adaptive immune cell profiles, the mean Euclidean distance between same-household pairs was 4% lower than the non-household pairs (p = 0.03). When stratified by concordance for CMV serostatus among household pairs, the Euclidean distance was significantly lower by 8% in the same-household pairs as compared to non-household pairs among those who were discordant for CMV serostatus (p = 0.01) and among same-household pairs who were CMV seronegative (p = 0.02) after covariate adjustment. The mean Euclidian distance between same-household pairs was also 8% lower than non-household pairs for the innate immune cell profiles (p-value <0.0001) and this difference remained consistent across all strata of CMV infection. Discussion This study confirms that cohabitation is associated with similarity in immune cell profiles. The differential effects of cohabitation on the adaptive and innate immune profiles suggest that further studies into the common environmental factors that influence individual immune cell subsets need to be evaluated in greater detail.
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Affiliation(s)
| | - Jae Won Kim
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN, USA
| | - Weihua Guan
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - Helen C.S. Meier
- Institute for Social Research, Survey Research Center, University of Michigan, Ann Arbor, MI, USA
| | - Eileen Crimmins
- Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA
| | - Jessica Faul
- Institute for Social Research, Survey Research Center, University of Michigan, Ann Arbor, MI, USA
| | - Bharat Thyagarajan
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN, USA
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Lawton R, Frankenberg E, Seeman T, Crimmins E, Sumantri C, Thomas D. Exposure to the Indian Ocean Tsunami shapes the HPA-axis resulting in HPA "burnout" 14 years later. Proc Natl Acad Sci U S A 2023; 120:e2306497120. [PMID: 37844215 PMCID: PMC10622908 DOI: 10.1073/pnas.2306497120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Accepted: 08/29/2023] [Indexed: 10/18/2023] Open
Abstract
Despite significant research on the effects of stress on the hypothalamic-pituitary-adrenal (HPA) axis, questions remain regarding long-term impacts of large-scale stressors. Leveraging data on exposure to an unanticipated major natural disaster, the 2004 Indian Ocean tsunami, we provide causal evidence of its imprint on hair cortisol levels fourteen years later. Data are drawn from the Study of the Tsunami Aftermath and Recovery, a population-representative longitudinal study of tsunami survivors who were living along the coast of Aceh, Indonesia, when the tsunami hit. Annual rounds of data, collected before, the year after and 2 y after the disaster provide detailed information about tsunami exposures and self-reported symptoms of post-traumatic stress. Hair samples collected 14 y after the tsunami from a sample of adult participants provide measures of cortisol levels, integrated over several months. Hair cortisol concentrations are substantially and significantly lower among females who were living, at the time of the tsunami, in communities directly damaged by the tsunami, in comparison with similar females living in other, nearby communities. Differences among males are small and not significant. Cortisol concentrations are lowest among those females living in damaged communities who reported elevated post-traumatic stress symptoms persistently for two years after the tsunami, indicating that the negative effects of exposure were largest for them. Low cortisol is also associated with contemporaneous reports of poor self-rated general and psychosocial health. Taken together, the evidence points to dysregulation in the HPA axis and "burnout" among these females fourteen years after exposure to the disaster.
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Affiliation(s)
- Ralph Lawton
- Graduate School of Arts and Sciences, Harvard University, Cambridge, MA02115
| | | | - Teresa Seeman
- Department of Medicine, Division of Geriatrics, University of California, Los Angeles, CA90095
| | - Eileen Crimmins
- Andrus Gerontology Center, Davis School of Gerontology, University of Southern California, Los Angeles, CA90089
| | | | - Duncan Thomas
- Department of Economics, Duke University, Durham, NC27708
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Andrasfay T, Fennell G, Crimmins E. Pain, Physical Demands at Work, and Future Work Expectations Among Older Adults in the United States. Innov Aging 2023; 7:igad089. [PMID: 38094935 PMCID: PMC10714917 DOI: 10.1093/geroni/igad089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Indexed: 02/01/2024] Open
Abstract
Background and Objectives In the United States, pain is becoming increasingly prevalent among older adults at the same time as policies are incentivizing work longer. Given that pain and physically demanding jobs are both linked to early retirement and they often go hand-in-hand, it is important to assess how the unique effects of pain and physical work demands may interact in predicting future work expectations. Research Design and Methods Using Health and Retirement Study data (1998, 2004, 2010, and 2016 waves), we assess how pain and physical job demands influence future work expectations of 10,358 adults at midlife (ages 51-56), after accounting for sociodemographic, job, health, and financial characteristics. Results Compared to men with no pain, activity-interfering pain was associated with low expectations of full-time work past 62 regardless of job demands, while noninterfering pain was associated with 62% higher odds (odds ratio [OR] = 1.62, 95% confidence interval [CI]: 1.35-1.93) of expecting not to work full-time past age 62 only among those with physically demanding jobs. Having both interfering pain and a physically demanding job was associated with increased odds of expecting not to work full-time past age 65 for men (OR = 1.25, 95% CI: 1.06-1.47) and past age 62 for women (OR = 1.18, 95% CI: 1.00-1.39). Discussion and Implications The co-occurrence of physically demanding work with pain-particularly activity-interfering pain-is associated with low expectations of full-time work past ages 62 and 65 for adults at midlife. Working longer may be feasible for older adults whose pain does not interfere with work, but unrealistic for individuals facing both pain and physically demanding work.
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Affiliation(s)
- Theresa Andrasfay
- Department of Public Health, California State University San Marcos, San Marcos, California, USA
| | - Gillian Fennell
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, USA
| | - Eileen Crimmins
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, USA
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Andrasfay T, Kim JK, Ailshire JA, Crimmins E. Aging on the Job? The Association Between Occupational Characteristics and Accelerated Biological Aging. J Gerontol B Psychol Sci Soc Sci 2023; 78:1236-1245. [PMID: 37004243 PMCID: PMC10292835 DOI: 10.1093/geronb/gbad055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Indexed: 04/03/2023] Open
Abstract
OBJECTIVES There is a common belief that demanding jobs can make workers age faster, but there is little empirical evidence linking occupational characteristics to accelerated biological aging. We examine how occupational categorizations and self-reported working conditions are associated with expanded biological age, which incorporates 22 biomarkers and captures physiologic dysregulation throughout several bodily systems. METHODS Data are from 1,133 participants in the Health and Retirement Study who were aged 51-60 and working for pay in the 2010 or 2012 wave and who participated in the 2016 Venous Blood Study. We estimate associations between occupational category (professional/managerial, sales/clerical, service, and manual) and self-reported working conditions (psychosocial demands, job control, heavy lifting, and working 55 or more hours per week) and expanded biological age. RESULTS Compared to same-age individuals working in professional or managerial positions, those working in service jobs appear 1.65 years older biologically even after adjusting for social and economic characteristics, self-reported working conditions, health insurance, and lifestyle-related risk factors. Low job control is associated with 1.40 years, heavy lifting with 2.08 years, and long working hours with 1.87 years of accelerated biological aging. DISCUSSION Adverse occupational characteristics held at midlife, particularly service work, low job control, heavy lifting, and long work hours, are associated with accelerated biological aging. These findings suggest that work may be important for the overall aging process beyond its associations with specific diseases or risk factors.
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Affiliation(s)
- Theresa Andrasfay
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, USA
| | - Jung Ki Kim
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, USA
| | - Jennifer A Ailshire
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, USA
| | - Eileen Crimmins
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, USA
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Jin H, Crimmins E, Langa KM, Dey A, Lee J. Estimating the Prevalence of Dementia in India Using a Semi-Supervised Machine Learning Approach. Neuroepidemiology 2023; 57:43-50. [PMID: 36617419 PMCID: PMC10038923 DOI: 10.1159/000528904] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Accepted: 12/16/2022] [Indexed: 01/07/2023] Open
Abstract
INTRODUCTION Accurate estimation of dementia prevalence is essential for making effective public and social care policy to support individuals and families suffering from the disease. The purpose of this paper is to estimate the prevalence of dementia in India using a semi-supervised machine learning approach based on a large nationally representative sample. METHODS The sample of this study is adults 60 years or older in the wave 1 (2017-2019) of the Longitudinal Aging Study in India (LASI). A subsample in LASI received extensive cognitive assessment and clinical consensus ratings and therefore has diagnoses of dementia. A semi-supervised machine learning model was developed to predict the status of dementia for LASI participants without diagnoses. After obtaining the predictions, sampling weights and age standardization to the World Health Organization (WHO) standard population were applied to generate the estimate for prevalence of dementia in India. RESULTS The prevalence of dementia for those aged 60 years and older in India was 8.44% (95% CI: 7.89%-9.01%). The age-standardized prevalence was estimated to be 8.94% (95% CI: 8.36%-9.55%). The prevalence of dementia was greater for those who were older, were females, received no education, and lived in rural areas. DISCUSSION The prevalence of dementia in India may be higher than prior estimates derived from local studies. These prevalence estimates provide the information necessary for making long-term planning of public and social care policy. The semi-supervised machine learning approach adopted in this paper may also be useful for other large population aging studies that have a similar data structure.
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Affiliation(s)
- Haomiao Jin
- School of Health Sciences, Faculty of Health and Medical Sciences, University of Surrey, Guildford, UK
- Center for Economic and Social Research, University of Southern California, Los Angeles, CA, USA
| | - Eileen Crimmins
- School of Gerontology, University of Southern California, Los Angeles, CA, USA
| | - Kenneth M. Langa
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
- Center for Clinical Management Research, Veterans Affairs, Ann Arbor, MI, USA
- Institute for Social Research, University of Michigan, Ann Arbor, MI, USA
| | - A.B. Dey
- Department of Geriatric Medicine, All India Institute of Medical Sciences, New Delhi, India
| | - Jinkook Lee
- Center for Economic and Social Research, University of Southern California, Los Angeles, CA, USA
- Department of Economics, University of Southern California, Los Angeles, CA, USA
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Panikkar D, Vivek S, Crimmins E, Faul J, Langa KM, Thyagarajan B. Pre-Analytical Variables Influencing Stability of Blood-Based Biomarkers of Neuropathology. J Alzheimers Dis 2023; 95:735-748. [PMID: 37574735 DOI: 10.3233/jad-230384] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/15/2023]
Abstract
BACKGROUND Sample collection and preanalytical protocols may significantly impact the results of large-scale epidemiological studies incorporating blood-based biomarkers of neuropathology. OBJECTIVE To evaluate the stability and assay variability of several blood-based biomarkers of neuropathology for common preanalytical conditions. METHODS We collected serum and plasma samples from 41 participants and evaluated the effect of processing delay of up to 72 h when stored at 4∘C, three freeze-thaw cycles, and a combination of 48-h processing delay when stored at 4∘C and three freeze-thaw cycles on biomarker stability. Using the Simoa assay (Quanterix Inc.), we measured amyloid-β 40 (Aβ40), amyloid-β 42 (Aβ42), neurofilament light (NfL), glial fibrillary acidic protein (GFAP), and phosphorylated tau 181 (p-tau-181). RESULTS We found that Aβ40 and Aβ42 levels significantly decreased after a 24-h processing delay in both plasma and serum samples, and a single freeze-thaw cycle (p < 0.0001). Nevertheless, serum Aβ42/40 ratio remained stable with a processing delay up to 48 h while plasma Aβ42/40 ratio showed only small but significant increase with a delay up to 72 h. Both plasma and serum GFAP and NfL levels were only modestly affected by processing delay and freeze-thaw cycles. Plasma p-tau-181 levels notably increased with a 24-, 48-, and 72-h processing delay, but remained stable in serum. Intra-individual variation over two weeks was minimal for all biomarkers and their levels were substantially lower in serum when compared with plasma. CONCLUSION These results suggest that standardizing preanalytical variables will allow robust measurements of biomarkers of neuropathology in population studies.
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Affiliation(s)
- Daniel Panikkar
- Department of Neuroscience, University of Minnesota, Minneapolis, MN, USA
| | - Sithara Vivek
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN, USA
| | - Eileen Crimmins
- Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA
| | - Jessica Faul
- Institute for Social Research, Survey Research Center, University of Michigan, Ann Arbor, MI, USA
| | - Kenneth M Langa
- Institute for Social Research, Survey Research Center, University of Michigan, Ann Arbor, MI, USA
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
- Veterans Affairs Ann Arbor Center for Clinical Management Research, Ann Arbor, MI, USA
| | - Bharat Thyagarajan
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN, USA
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Kusters C, Klopack E, Crimmins E, Seeman T, Cole S, Carroll J. SHORT SLEEP AND INSOMNIA ARE ASSOCIATED WITH ACCELERATED EPIGENETIC AGE. Innov Aging 2022. [PMCID: PMC9765820 DOI: 10.1093/geroni/igac059.1436] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Short sleep (<6 hours) and insomnia are independently associated with greater risk for age-related disease suggesting that insufficient sleep may accelerate biological aging. Epigenetic age acceleration is an estimate of biological aging that predicts morbidity and mortality. We tested whether insomnia symptoms and short sleep duration relates to epigenetic age in 2783 participants in the Health and Retirement Study. Insomnia and short sleep were associated with an 0.70(95%CI:0.23-1.17;P: 0.005) and 1.45(95%CI:0.67-2.24;P:0.001) years acceleration of GrimAge, respectively, as well as a faster pace of aging (DunedinPoAm; 0.015(95%CI: 0.005-0.024; P:0.006); 0.021(95%CI: 0.006-0.037; P:0.009)). Compared to healthy sleepers, Individuals with the combination of short sleep and insomnia had an accelerated GrimAge (1.34;95%CI: 0.49-02.19; P:0.003) and a greater DunedinPoAm (0.025; 95%CI: 0.009-0.041; P:0.004). Our findings indicate short sleep and insomnia are linked to epigenetic age acceleration, suggesting that these individuals have an older biological age that may contribute to risk for comorbidity and mortality.
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Affiliation(s)
- Cynthia Kusters
- University of California, Los Angeles, Los Angeles, California, United States
| | - Eric Klopack
- University of Southern California, Leonard Davis School of Gerontology, Los Angeles, California, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
| | - Teresa Seeman
- University of California Los Angeles, Los Angeles, California, United States
| | - Steve Cole
- University of California Los Angeles, Los Angeles, California, United States
| | - Judith Carroll
- University of California, Los Angeles, Los Angeles, California, United States
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Klopack E, Crimmins E, Cole S, Seeman T, Carroll J. SOCIAL STRESSORS ASSOCIATED WITH AGE-RELATED T LYMPHOCYTE PERCENTAGES IN OLDER US ADULTS: EVIDENCE FROM THE HRS. Innov Aging 2022. [PMCID: PMC9765930 DOI: 10.1093/geroni/igac059.878] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Exposure to stress is a risk factor for poor health and accelerated aging. Immune aging, including declines in naïve and increases in late memory and terminally differentiated T cells, plays a role in immune health and tissue specific aging, and may contribute to elevated risk for poor health among those who experience high psychosocial stress. Past data have been limited in estimating the contribution of life stress to the development of accelerated immune aging and investigating mediators such as lifestyle and CMV infection. This study utilizes a national sample of 5744 US adults over age 50 to assess the relationship of social stress (viz., everyday discrimination, stressful life events, lifetime discrimination, life trauma, and chronic stress) with flow cytometric estimates of immune aging, including naïve and terminally differentiated T cell percentages and the ratio of CD4+ to CD8+ cells. Experiencing life trauma and chronic stress was related to a lower percentage of CD4+ naïve cells. Discrimination and chronic stress were each associated with a greater percentage of terminally differentiated CD4+ cells. Stressful life events, high lifetime discrimination, and life trauma were related to a lower percentage of CD8+ naïve cells. Stressful life events, high lifetime discrimination and chronic stress were associated with a higher percentage terminally differentiated CD8+ cells. High lifetime discrimination and chronic stress was related to a lower CD4+:CD8+ ratio. Lifestyle factors and CMV seropositivity partially reduced these effects. Results identify psychosocial stress as a contributor to accelerating immune aging by decreasing naïve and increasing senescent T cells.
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Affiliation(s)
- Eric Klopack
- University of Southern California, Leonard Davis School of Gerontology, Los Angeles, California, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
| | - Steve Cole
- University of California Los Angeles, Los Angeles, California, United States
| | - Teresa Seeman
- University of California Los Angeles, Los Angeles, California, United States
| | - Judith Carroll
- University of California, Los Angeles, Los Angeles, California, United States
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Zhao E, Crimmins E, Zelinski E, Choi E. ASSOCIATIONS BETWEEN MEDIA CONSUMPTION AND AGEIST ATTITUDES: A CROSS-NATIONAL ANALYSIS. Innov Aging 2022. [PMCID: PMC9766797 DOI: 10.1093/geroni/igac059.1603] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
The mass media has been thought to be associated with public opinion, often creating and sustaining stereotypes. However, little is known about the role of media exposure in people’s ageist attitudes, particularly at a cross-national level. This study examines whether the daily use of different media types is associated with personal attitudes towards older people. We analyzed data from 59,103 adults across 54 countries, using the World Value Survey wave 6 (2010-2014). Personal ageist attitudes were assessed by whether participants agree that older people are a burden on society. We used logistic regression, controlling for individual- and country-level factors. Our findings suggest that people’s exposure to media is significantly associated with their attitudes towards older adults, but differently by the platform and respondents’ age. Those who used newspaper (OR:1.66, CI:1.38-1.98), magazines (OR:1.67, CI:1.27-2.20), and radio (OR:1.42, CI:1.23-1.65) were more likely to have negative attitudes toward older people, whereas those who used TV (OR:0.62, CI:0.53-0.72) and internet (OR:0.76, CI:0.65-0.89) were less likely to. Further, the effects of newspaper and radio consumption on people’s attitudes were moderated by respondents’ age. Younger adults’ ageist attitudes had a stronger negative relationship with these media types compared to those that are older. For the older age group, in contrast, more consumption of newspapers and radio are associated with less ageist attitudes. Future studies may focus on the content of each platform and assess their effect on people’s ageist attitudes by age groups in order to understand how to foster a more age-friendly media environment.
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Affiliation(s)
- Erfei Zhao
- University of Southern California, Leonard Davis School of Gerontology, Los Angeles, California, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
| | - Elizabeth Zelinski
- University of Southern California, Los Angeles, California, United States
| | - Eunyoung Choi
- School of Global Public Health, New York University, Los Angeles, California, United States
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Osuna M, Crimmins E, Ailshire J. MORTALITY RISK BY STATE-LEVEL POVERTY IN COLOMBIA AT DIFFERENT AGE GROUPS. Innov Aging 2022. [PMCID: PMC9766900 DOI: 10.1093/geroni/igac059.2655] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Residence in high poverty states has been associated with increased mortality risk in the United States, but less attention has been paid to the relationship between state-level poverty and mortality in younger to older adults in Latin America. Poorer states in Colombia, one of the most populous and rapidly aging countries in Latin America, tend to report less access to healthcare, education, and economic opportunities. We examine the relationship between mortality and state-level poverty in Colombia by age and gender. We use data from the 2018 Colombian Census and Vital Statistics to calculate mortality levels and male-female ratios in mortality separately for three broad age categories: young (ages 20-39), middle-aged (40-69), and older adults (70 or older). We find an association between high poverty and high mortality risk among younger men, no association for middle-aged men, and a negative association between mortality risk and poverty among older men. We did not find any evidence for an association between state-level poverty and mortality at any ages. Our results highlight that, for men at older ages, poverty had a counterintuitive association with mortality. These results may be due to selective survival older ages in Colombia or to older adults who are aging into a social safety net that includes healthcare and income benefits. Future research should investigate the impact that unequal access to economic resources and distribution of health care resources has on women and men across age groups in Colombia.
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Affiliation(s)
- Margarita Osuna
- University of Southern California Leonard Davis School of Gerontology, Santa Clarita, California, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
| | - Jennifer Ailshire
- University of Southern California, Los Angeles, California, United States
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Ramasubramanian R, Meier H, Vivek S, Klopack E, Crimmins E, Faul J, Nikolich-Žugich J, Thyagarajan B. EVALUATING T-CELL AGE-RELATED IMMUNE PHENOTYPES IN THE CONTEXT OF BIOLOGICAL AGING IN HEALTH AND RETIREMENT STUDY. Innov Aging 2022. [DOI: 10.1093/geroni/igac059.1742] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Abstract
Cellular changes in the adaptive immune system accompanies the aging process and contributes to an age-related immune phenotype (ARIP) characterized by decrease in naïve T (TN) cells and increase in memory T (TM) cells. However, a population level marker of ARIP associated with biological aging and age-related chronic conditions has not been evaluated previously. We developed two ARIP measures based on well understood age related changes in T cell distribution: TN/ (TCM (Central Memory) + TEM (Effector Memory) + TEFF (Effector)) or TN/ TM in CD4+ and CD8+ T cells. We compared them with more commonly used ARIP measures such as CD4/CD8 ratio and CD8+ TN cells by evaluating associations with chronological age and phenotypic age using linear regression and association with multimorbidity using multinomial logistic regression. CD8+ TN and TN/TM had the strongest inverse association with chronological age (beta estimates: -3.41, -3.61; p-value< 0.0001). CD4+ TN/TM had the strongest inverse association with phenotypic age (beta estimate = -0.74; p-value < 0.0001) after adjustment for age, sex, race and CMV serostatus. CD4+ TN/TM was inversely associated with co-occurring chronic conditions (odds ratio for 2 conditions and 3 conditions vs. 0 conditions: 0.74 (95%CI: 0.63-0.86) and 0.75 (95% CI: 0.63-0.90), respectively) after adjustment for age, sex, race, CMV serostatus, smoking, and BMI. CD4+ TN/TM had a stronger association with phenotypic age and age-related morbidity compared to other ARIP measures. Future longitudinal studies can help us evaluate if CD4+ TN/TM can predict risk of aging related outcomes.
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Affiliation(s)
| | - Helen Meier
- University of Michigan , Ann Arbor, Michigan , United States
| | - Sithara Vivek
- University of Minnesota Twin Cities , MINNEAPOLIS, Minnesota , United States
| | - Eric Klopack
- University of Southern California, Leonard Davis School of Gerontology , Los Angeles, California , United States
| | - Eileen Crimmins
- University of Southern California , Los Angeles, California , United States
| | - Jessica Faul
- University of Michigan , Ann Arbor, Michigan , United States
| | | | - Bharat Thyagarajan
- University of Minnesota Twin Cities , MINNEAPOLIS, Minnesota , United States
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13
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Wu Q, Crimmins E, Farina M, Kim JK, Zhang X. BIOLOGICAL RISK FACTORS FOR DEMENTIA AND COGNITIVE FUNCTION AMONG OLDER INDIANS: FINDINGS FROM LASIDAD. Innov Aging 2022. [DOI: 10.1093/geroni/igac059.330] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Abstract
A number of clinical and exam-generated biomarkers have been associated with dementia. We assess the relative importance of 41 biomarkers using a novel dataset from an understudied population – a national sample of older Indians. The value of our data includes the biomarker extensiveness, the validated classification of dementia, and the relatively lower average education of the population. We use both traditional social science methods based on biological theories and agnostic machine learning algorithms to examine how biomarkers explain variance in dementia diagnosis and cognitive functioning. Comparing different approaches shows how to best characterize the influence of biology and how to trim and combine biomarkers. The six approaches used in our study include: (1) 41 individual biomarkers; (2) identification of subsets of biomarkers with elastic net; (3) support vector machine learning; (4) factor analysis; (5) principal component analysis; and (6) factor classification based on a theoretical approach. Preliminary results show that all the biomarkers or a reduced set of biomarkers identified by elastic net do the best job at explaining variability in dementia outcome, but the biomarkers chosen as most important by elastic net do not match well our understanding of biological mechanisms. Traditional social science approaches (e.g. factor analysis and principal components approach) provide better understanding and interpretation of the relative importance of biological systems as well as the association between biomarkers and cognition. These results are informative for others collecting and analyzing biomarker data in population samples.
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Affiliation(s)
- Qiao Wu
- University of Southern California , LOS ANGELES, California , United States
| | - Eileen Crimmins
- University of Southern California , Los Angeles, California , United States
| | - Mateo Farina
- University of Southern California , Los Angeles, California , United States
| | - Jung Ki Kim
- University of Southern California , Los Angeles, California , United States
| | - Xinyao Zhang
- University of Southern California , Los Angeles, California , United States
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14
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Andrasfay T, Crimmins E. TRENDS IN RISK FACTORS FOR DISABILITY AND REDUCED PHYSICAL FUNCTIONING AMONG US ADULTS DURING THE COVID-19 PANDEMIC. Innov Aging 2022. [PMCID: PMC9770666 DOI: 10.1093/geroni/igac059.799] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
The COVID-19 pandemic has caused widespread societal disruptions that may have impacted risk factors for disability and functional limitations. Current research suggests that physical inactivity, BMI, and smoking increased during the early phase of the pandemic, but less is known about whether these risk factors remained elevated as the pandemic progressed and mitigation measures were less disruptive. In this study, we assess trends in exercise frequency, BMI, and smoking among American adults aged 45 and over during the first year of the COVID-19 pandemic. We use data from the Understanding America Study (UAS) Coronavirus in America study, a nationally representative online survey that followed American adults from March 2020 to July 2021. We find that exercise frequency was highly seasonal throughout the pandemic, increasing during warmer months and decreasing during the colder winter months. Throughout this period, exercise frequency was highest among those with more education and those who were retired. Average BMI remained similar throughout this period, but less educated individuals and those working away from home and those who were unemployed experienced increases in BMI. Consistent with media reports suggesting increased interest in quitting smoking during the pandemic, we find decreases in smoking prevalence and frequency of smoking over this period. Decreases in smoking prevalence were concentrated among less educated individuals, who had higher prevalence of smoking to begin with. In sum, changes in risk factors for disability and reduced physical functioning during the pandemic were mixed and varied by education and employment status.
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Affiliation(s)
- Theresa Andrasfay
- University of Southern California, Leonard Davis School of Gerontology, Los Angeles, California, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
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15
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Andrasfay T, Kim JK, Ailshire J, Crimmins E. AGING ON THE JOB? THE ASSOCIATION BETWEEN OCCUPATIONAL CHARACTERISTICS AND ACCELERATED BIOLOGICAL AGING. Innov Aging 2022. [PMCID: PMC9767199 DOI: 10.1093/geroni/igac059.2497] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
There is a common saying that demanding jobs can make workers age faster, but there is little empirical evidence linking occupational characteristics to accelerated biological aging. We examine how occupational category (professional/managerial, sales/clerical, service, and manual) and occupational characteristics (e.g., psychosocial stressors, physical demands) are associated with a novel measure of physiologic aging, expanded biological age, that incorporates 22 biomarkers and captures physiologic dysregulation throughout several bodily systems. We assess how occupational characteristics for working individuals aged 51-60 in 2010 Health and Retirement Study (HRS) are associated with expanded biological age in the 2016 Venous Blood Study (VBS). We find that, compared to same-age individuals working in professional or managerial positions, those working in manual occupations appear 0.96-years older biologically while those in service jobs appear 2.8-years older biologically. Individuals whose jobs are high-stress, physically demanding, or require long working hours are nearly one year older biologically than their same-age peers without these adverse working conditions. These findings largely persisted after adjustment for educational attainment. Together these findings suggest that occupational characteristics may be an independent social determinant of accelerated aging.
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Affiliation(s)
- Theresa Andrasfay
- University of Southern California, Leonard Davis School of Gerontology, Los Angeles, California, United States
| | - Jung Ki Kim
- University of Southern California, Los Angeles, California, United States
| | - Jennifer Ailshire
- University of Southern California, Los Angeles, California, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
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16
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Ramasubramanian R, Meier H, Crimmins E, Faul J, Thyagarajan B. The role of cohabitation on adaptive and innate immune cell profiles in the Health and Retirement Study. Am J Clin Pathol 2022. [DOI: 10.1093/ajcp/aqac126.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
Abstract
Abstract
Immune cells distribution is shaped by numerous factors including environmental factors, age, and genetics. Cohabitation has been associated with similar microbiomes, possibly due to dietary patterns and exposure to similar pathogens but has not been studied in the context of adaptive and innate immune systems previously. We used immunophenotyping data of 2283 households with participants living in the same household and compared it to 2283 randomly generated pairs of participants from the Health and Retirement study. The adaptive immune cells (subsets of T-cells and B-cells), and innate immune cells (monocytes, natural killer cells, and neutrophils) were compressed to two coordinates using multidimensional scaling. The Euclidean distances between participants in the same household were compared to the distances between the random pairs of participants using two sample independent t-tests. The mean distances of the immune coordinate points for adaptive immune cells between participants in the same household were lower than the randomly paired participants (p-value < 0.0001) and the variability of intra-household distances was lower than the random pairs (IQR: 7.18 vs 8.99). For the innate immune cells, the mean distances between participants in the same household were slightly lower than the randomly paired participants (p-value = 0.03) but the variability of the intra-household distances was higher than the random pairs (IQR: 4.08 vs 3.65). Variability in the adaptive immune system among participants living in the same household were substantially lower indicating the influence of shared environmental conditions in determining the adaptive immune profiles.
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Affiliation(s)
- Ramya Ramasubramanian
- University of Minnesota Twin Cities, University of Michigan, University of Southern California Davis
| | - Helen Meier
- University of Minnesota Twin Cities, University of Michigan, University of Southern California Davis
| | - Eileen Crimmins
- University of Minnesota Twin Cities, University of Michigan, University of Southern California Davis
| | - Jessica Faul
- University of Minnesota Twin Cities, University of Michigan, University of Southern California Davis
| | - Bharat Thyagarajan
- University of Minnesota Twin Cities, University of Michigan, University of Southern California Davis
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17
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Lee H, Andrasfay T, Riley A, Wu Q, Crimmins E. Do social determinants of health explain racial/ethnic disparities in COVID-19 infection? Soc Sci Med 2022; 306:115098. [PMID: 35759973 PMCID: PMC9162789 DOI: 10.1016/j.socscimed.2022.115098] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2021] [Revised: 05/27/2022] [Accepted: 05/29/2022] [Indexed: 02/04/2023]
Abstract
Racial/ethnic minorities have experienced higher COVID-19 infection rates than whites, but it is unclear how individual-level housing, occupational, behavioral, and socioeconomic conditions contribute to these disparities in a nationally representative sample. In this study, we assess the extent to which social determinants of health contribute to racial/ethnic differences in COVID-19 infection. Data are from the Understanding America Study's Understanding Coronavirus in America survey (UAS COVID-19 waves 7-29). UAS COVID-19 is one of the only nationally representative longitudinal data sources that collects information on household, work, and social behavioral context during the pandemic. We analyze onset of COVID-19 cases, defined as a positive test or a diagnosis of COVID-19 from a healthcare provider since the previous survey wave, over a year of follow-up (June 2020-July 2021). We consider educational attainment, economic resources, work arrangements, household size, and social distancing as key social factors that may be structured by racism. Cox hazard models indicate that Hispanic people have 48% higher risk of experiencing a COVID-19 infection than whites after adjustment for age, sex, local infection rate, and comorbidities, but we do not observe a higher risk of COVID-19 among Black respondents. Controlling for engagement in any large or small social gathering increases the hazard ratio for Hispanics by 9%, suggesting that had Hispanics had the same social engagement patterns as whites, they may have had even higher risk of COVID-19. Other social determinants-lower educational attainment, working away from home, and number of coresidents-all independently predict higher risk of COVID-19, but do not explain why Hispanic Americans have higher COVID-19 infection risk than whites.
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Affiliation(s)
- Haena Lee
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA.
| | - Theresa Andrasfay
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA
| | - Alicia Riley
- Department of Sociology, University of California Santa Cruz, Santa Cruz, CA, USA
| | - Qiao Wu
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA
| | - Eileen Crimmins
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA
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18
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Chen Y, Crimmins E, Ferido P, Zissimopoulos JM. Racial/Ethnic Disparities in Length of Life after Dementia Diagnosis: an 18-Year Follow-up Study of Medicare Beneficiaries. The Lancet Regional Health - Americas 2022; 8. [PMID: 35814361 PMCID: PMC9264371 DOI: 10.1016/j.lana.2021.100179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
Background Methods Findings Interpretation
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19
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Abstract
People who have COVID-19 can experience symptoms for months. Studies on long COVID in the population lack representative samples and longitudinal data focusing on new-onset symptoms occurring with COVID while accounting for pre-infection symptoms. We use a sample representing the U.S. community population from the Understanding America Study COVID-19 Survey, which surveyed around 8,000 respondents bi-weekly from March 2020 to March 2021. Our final sample includes 308 infected individuals who were interviewed one month before, around the time of, and 12 weeks after infection. About 23% of the sample experienced new-onset symptoms during infection which lasted for more than 12 weeks, and thus can be considered as having long COVID. The most common persistent new-onset symptoms among those included in the study were headache (22%), runny or stuffy nose (19%), abdominal discomfort (18%), fatigue (17%), and diarrhea (13%). Long COVID was more likely among obese individuals (OR = 5.44, p < 0.001) and those who experienced hair loss (OR = 6.94, p < 0.05), headache (OR = 3.37, p < 0.05), and sore throat (OR = 3.56, p < 0.05) during infection. Risk was unrelated to age, gender, race/ethnicity, education, current smoking status, or comorbid chronic conditions. This work provides national estimates of long COVID in a representative sample after accounting for pre-infection symptoms.
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Affiliation(s)
- Qiao Wu
- University of Southern California
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20
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Zhao E, Wu Q, Crimmins E, Zhang Y. Hypertension Diagnosis, Treatment, and Control among Older Chinese: Trends in the Hypertension Care Cascade. Innov Aging 2021. [PMCID: PMC8968408 DOI: 10.1093/geroni/igab046.2328] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Abstract
Hypertension is a major risk factor for cardiovascular disease, which is the leading cause of death in China. Older persons are at higher risk of elevated blood pressure and are more likely to have insufficient hypertension care, including delayed diagnosis and poor management. However, we know little about hypertension care among older Chinese at a population level. We use a nationally representative sample of older adults from the China Health and Retirement Longitudinal Study (CHARLS) in 2011 and 2015 (n = 9,083), to clarify the hypertension care cascade for the older population in China by specifying the level of diagnosis, treatment, and control of hypertension. We then examine the characteristics of those (1) who received appropriate hypertension care and (2) whose care improved over time. Diagnosis and care improved between 2011 and 2015. Among those with hypertension, 55% and 67% were diagnosed in 2011 and 2015 respectively; 46% and 60% were treated with modern medication; and 20% and 29% were effectively controlled. Those who had higher income (OR=1.52; P<0.01) or obese (OR=2.43; P<0.001) were relatively more likely to be diagnosed, while those living in the western region (OR=0.65; P<0.01) or living in urban areas with a rural hukou (OR=0.54; P<0.01) were less likely. Persons age 75+ (OR=0.55; P<0.05) were less likely to have their blood pressure controlled, while those who had higher income (OR=1.50; P<0.05) were more likely. The improvement from 2011 to 2015 in hypertension care was concentrated among those that are obese or living in the West.
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Affiliation(s)
- Erfei Zhao
- University of Southern California, Leonard Davis School of Gerontology, Los Angeles, California, United States
| | - Qiao Wu
- University of Southern California, Los Angeles, California, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
| | - Yuan Zhang
- University of North Carolina, University of North Carolina, North Carolina, United States
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21
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Klopack E, Carroll J, Crimmins E, Cole S, Seeman T. Adverse Childhood Experiences Associated with Epigenetic Age and Depressive Symptoms in Older Adults. Innov Aging 2021. [DOI: 10.1093/geroni/igab046.3459] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Abstract
Adverse childhood experiences (ACEs) increase risk for depression in adolescents and older adults and have been linked to accelerated biological aging. We hypothesized that accelerated epigenetic aging may partially explain the link between ACEs and depression. This study examines second-generation epigenetic clocks (viz., GrimAge, PhenoAge, and DunedinPoAm38) as mediators of the link between ACEs and depressive symptoms in older adulthood. We utilize structural equation modeling to assess mediation in the Innovative Subsample of the Venous Blood Study from the Health and Retirement Study (N = 2672). Results indicate that experiencing more than 1 ACE is significantly associated with greater GrimAge and DunedinPoAm38, with limited evidence of increasing aging with increasing ACEs. GrimAge and DunedinPoAm38 were also significantly associated with more depressive symptoms. These associations were partially reduced by lifestyle factors. GrimAge explained between 9 and 13% of the association between ACEs and adult depressive symptoms, and DunedinPoAm38 explained between 2 and 7% of the association between ACEs and adult depressive symptoms. Findings indicate that accelerated aging, as measured by GrimAge and DunedinPoAm38, is strongly associated with ACEs in older Americans, that these clocks are highly associated with depressive symptoms in older Americans, and that these clocks mediate a proportion of the association between ACEs and adult depressive symptoms. Epigenetic clocks may represent a physiological mechanism underlying the link between early life adversity and adult depression. Lifestyle factors are a potential area for intervention.
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Affiliation(s)
- Eric Klopack
- University of Southern California, Los Angeles, California, United States
| | - Judith Carroll
- University of California, Los Angeles, Los Angeles, California, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
| | - Steve Cole
- University of California, Los Angeles, Los Angeles, California, United States
| | - Teresa Seeman
- University of California, Los Angeles, Los Angeles, California, United States
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22
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Lee H, Ailshire J, Crimmins E. Neighborhood Characteristics and Accelerated Aging: Evidence From the Health and Retirement Study. Innov Aging 2021. [PMCID: PMC8682185 DOI: 10.1093/geroni/igab046.944] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
An individual’s rate of aging directly impacts one’s functioning, morbidity and mortality. Identifying factors related to accelerated or delayed aging may provide important information for potential areas of intervention. While race/ethnicity, socioeconomic status and behavior characteristics have been linked to biological aging, it is unclear whether neighborhood characteristics are associated with one’s rate of aging. We use a novel aging measure, Expanded Biological Age, from the 2016 Health and Retirement Study Venous Blood Study (HRS-VBS) to investigate whether individuals living with unfavorable neighborhood conditions are experiencing accelerated aging compared to those living in more favorable conditions. We constructed a summary measure of expanded biological age using 22 novel biomarkers in the HRS-VBS; we then regressed the summary measure on age and used the residuals as indicators of accelerated or delayed aging. We measured neighborhood physical disorder, presence of green space, and perceived social cohesion using the 2016 HRS Interviewer Observation data and Self-Administered Questionnaire. We find that individuals living with higher levels of neighborhood physical disorder appeared 1.05 years older biologically than the average for those of the same chronological age. Individuals living near green space including parks were 1.5 years younger biologically than expected based on their chronological age though this association was marginally significant. We did not find an association between neighborhood social cohesion and accelerated aging. This implies that living with severe neighborhood disorder, characterized by presence of disrepair, trash/litter, and abandoned structures, and living near green space, play an important role in who lives longer.
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Affiliation(s)
- Haena Lee
- University of Southern California, Los Angeles, California, United States
| | - Jennifer Ailshire
- University of Southern California, Los Angeles, California, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
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23
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Fisher J, Mitchell C, Meier H, Crimmins E, Thyagarajan B, Faul J. Epigenome Wide Associations of Smoking Behavior in the Health and Retirement Study. Innov Aging 2021. [PMCID: PMC8681306 DOI: 10.1093/geroni/igab046.2509] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Abstract
DNA methylation (DNAm) is an increasingly popular biomarker of health and aging outcomes. Smoking behaviors have a significant and well documented correlation with methylation signatures within the epigenome and are important confounding variables to account for in epigenome-wide association studies (EWAS). However, the common classification of individuals as ‘current’, ‘former’, and ‘never’ smokers may miss crucial DNAm patterns associated with other smoking behaviors such as duration, intensity, and frequency of cigarette smoking, resulting in an underestimation of the contribution of smoking behaviors to DNAm and potentially biasing EWAS results. We investigated associations between multiple smoking behavioral phenotypes (smoking pack years, smoking duration, smoking start age, and smoking end age) and single site DNAm using linear regressions adjusting for age, sex, race/ethnicity, education, and cell-type proportions in a subsample of individuals who participated in the HRS 2016 Venous Blood Study (N=1,775). DNAm was measured using the Infinium Methylation EPIC BeadChip. All 4 phenotypes had significant associations (FDR < 0.05) with many methylation sites (packyears=6859, smoking duration=6572, start age=11374, quit age=773). There was not much overlap in DNAm sites between the full set of models with only 6 overlapping between all 4. However, the phenotypes packyears and smoking duration showed large overlap (N=3782). Results suggest additional smoking phenotypes beyond current/former/never smoker classification should be included in EWAS analyses to appropriately account for the influence of smoking behaviors on DNAm.
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Affiliation(s)
- Jonah Fisher
- University of Michigan, Ann Arbor, Michigan, United States
| | | | - Helen Meier
- University of Michigan, Ann Arbor, Michigan, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
| | | | - Jessica Faul
- University of Michigan, Ann Arbor, Michigan, United States
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24
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Klopack E, Crimmins E. Epigenetic Signature of Childhood Adversity in Older Adults. Innov Aging 2021. [PMCID: PMC8681418 DOI: 10.1093/geroni/igab046.2507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Past research has shown that childhood adversity (CA) affects the health of older adults; however, the biological mechanisms underlying this association are unclear. Though past research has implicated DNA methylation (DNAm), studies utilizing representative data from older adults and reliable DNAm measures are needed to answer key questions about how stable DNAm changes associated with CA are in later life. Methylation risk scores (MRSs) are an emerging tool that can be used as biomarkers of exposure and as a dimension reduction approach for mediation analyses. This study clarifies the association between CA and later life health by generating MRSs for childhood adversity based on an epigenome wide association study conducted in an independent sample and validating that measure in a nationally representative sample of older adults living in the US from the Health and Retirement Study (HRS), including 2016 methylation data from the HRS Innovative Subsample of the Venous Blood Study. For these 4,018 respondents, DNAm was assessed in whole blood using the Illumina Infinium Human Methylation EPIC BeadChip microarray. Results indicate that retrospective report of childhood SES is significantly associated with an MRS for CA after controlling for demographic factors (viz., race and ethnicity, age, gender, smoking status, and BMI), suggesting that DNAm signal from CA persists across the life course into older adulthood. This study helps clarify the biological processes underlying the association between CA and adult health.
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Affiliation(s)
- Eric Klopack
- University of Southern California, Los Angeles, California, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
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25
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Wu Q, Crimmins E. Age Differences in Becoming COVID Long-Haulers and in Post-Acute Sequelae of SARS-CoV-2. Innov Aging 2021. [PMCID: PMC8679350 DOI: 10.1093/geroni/igab046.054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
People who have had COVID-19 can suffer from the continuation of Post-Acute Sequelae of SARS-CoV-2 (PASC), also known as “long COVID”, for months after infection. Understanding PASC is important for treatment, care, and projecting future health of the population. Since older adults are at higher risk of severe illness and consequences from COVID, we hypothesize that they are more likely to become COVID long-haulers and report more symptoms at the time of diagnosis and three months after. We use a nationally representative sample of adults from the Understanding America Study COVID-19 Survey, from March to December 2020, to estimate the prevalence of long COVID and identify the most common long-term symptoms and how they vary by age. We use multilevel models to examine the determinants of symptom count and change over time. Among the 608 people with a COVID diagnosis, 83 (13.7%) aged over 65; almost half (47.9%) reported symptoms three months after diagnosis; the proportion did not differ across age groups. The most common symptoms were fatigue (25.0%), runny/stuffy nose (18.9%), body aches (16.4%), sneezing (15.1%), and headache (13.6%). These symptoms were consistent across age groups, while people aged 65 and older reported significantly less cough (χ2=3.96; P=0.05) and headache (χ2=4.24; P=0.04) compared to their younger counterparts. Neither the mean at the time of the diagnosis nor the rate of change of the symptom count varied across age groups. Our analyses suggest that age is not a significant determinant of PASC symptom count or becoming a COVID long-hauler.
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Affiliation(s)
- Qiao Wu
- University of Southern California, Los Angeles, California, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
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26
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Meier H, Mitchell C, Crimmins E, Thyagarajan B, Faul J. Association of GrimAge DNA methylation components and 2-year mortality in the Health and Retirement Study. Innov Aging 2021. [PMCID: PMC8681208 DOI: 10.1093/geroni/igab046.2531] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Abstract
DNA methylation (DNAm) patterns related to age and aging phenotypes (i.e., epigenetic clocks) are of growing interest as indicators of biological age and risk of negative health outcomes. We investigated associations between the components of GrimAge, an epigenetic clock estimated from DNAm patterns for seven blood protein levels and smoking pack years, and 2-year mortality in the Health and Retirement Study (HRS) to determine if any of the DNAm subcomponents were driving observed associations. A representative subsample of individuals who participated in the HRS 2016 Venus Blood Study were included in this analysis (N=3430). DNAm was measured with the Infinium Methylation EPIC BeadChip. Deaths that occurred between 2016 and 2018 contributed to 2-year mortality estimates (N=159, 4.5% of the sample). Weighted logistic regression estimated the association first between GrimAge and 2-year mortality and second between the DNAm subcomponents and 2-year mortality. All models were adjusted for age, sex, race/ethnicity, education, current smoking status, smoking pack years and cell composition of the biological sample. The average GrimAge for participants with and without 2-year mortality was 77 years 68 years respectively. A one-year increase in GrimAge was associated with 17% higher odds of 2-year mortality (95% CI: 1.16, 1.17). Two of the seven DNAm blood protein subcomponents of GrimAge (TIMP metallopeptidase inhibitor 1, adrenomedullin) and DNAm smoking pack years were associated with 2-year mortality and DNAm smoking pack years appeared to drive the overall GrimAge association with 2-year mortality. GrimAge was a better predictor of 2-year mortality than the DNAm subcomponents individually.
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Affiliation(s)
- Helen Meier
- University of Michigan, Ann Arbor, Michigan, United States
| | - Colter Mitchell
- University of Michigan, University of Michigan, Michigan, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
| | | | - Jessica Faul
- University of Michigan, University of Michigan, Michigan, United States
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Wu Q, Crimmins E, Ailshire J, Kim JK, Zhao E. Cardiometabolic Risk and Biomarker Trajectories Among Older Adults: Findings From the Health and Retirement Study. Innov Aging 2020. [PMCID: PMC7742585 DOI: 10.1093/geroni/igaa057.1386] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
The deterioration of the cardiovascular system is a process associated with aging. Most of the prior works have examined changes in cardiometabolic risk (CMR) while aging at the population level using cross-sectional data, but we study within-person changes for total CMR and separate risk factors, including pulse pressure, resting heart rate, C-reactive protein, glycosylated hemoglobin (HbA1c), high-density lipoprotein cholesterol, total cholesterol, waist circumference, and obesity. We examine 8-year changes (from 2006 to 2014) among respondents from the Health and Retirement Study biomarker sample (n=19,776). We use growth curve models to identify differences at baseline and the changes while aging, by age, gender, race/ethnicity, and education. Blacks, the old-old, the less educated, and current smokers have higher baseline CMR. The total CMR increases while people age over 8 years. HbA1c, waist circumference, and pulse pressure increase significantly with age. A reduction in total cholesterol can be observed and is likely due to medication. The CMR increase is no longer significant after accounting for socioeconomic status. The next step of this study is to focus on the disparity of risk distribution, in order to identify the individuals that are most in need of specific care and support.
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Affiliation(s)
- Qiao Wu
- University of Southern California, Los Angeles, California, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
| | - Jennifer Ailshire
- University of Southern California, Los Angeles, California, United States
| | - Jung Ki Kim
- University of Southern California, Los Angeles, California, United States
| | - Erfei Zhao
- University of Southern California, Los Angeles, California, United States
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Choi YJ, Crimmins E, Kim JK, Ailshire J. Food and Nutrient Intake and Diet Quality among Older Americans. Innov Aging 2020. [PMCID: PMC7742084 DOI: 10.1093/geroni/igaa057.3381] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Abstract
A suboptimal diet and nutritional deficiencies can have important influences on health with significant impact among older adults. This study aims to assess the presence of suboptimal dietary intake among older Americans and identify risk and protective factors influencing diet quality. For this study, data from a nationally representative sample of 5,614 community-dwelling older adults over age 54 in the Health and Retirement Study – Health Care and Nutrition Survey were used. Descriptive analyses were conducted to assess average intake of 17 food groups and nutrients and the percentage of respondents who consumed an optimal amount of food and nutrients. Differences in diet quality by sociodemographic, psychosocial, environmental, and geographic factors were assessed using chi-square and OLS regression was used to identify risk and protective factors for good quality diet. Overall, only 10.7% of respondents had a good quality diet (HEI score 81 and above); the majority had diets considered poor or needing improvement. Less than 50% of respondents met dietary guidelines and nutritional goals for most individual food groups and nutrients. Respondents with low socioeconomic status, fewer psychosocial resources, and those who had limited access to healthy food outlets were more likely to have a diet of suboptimal quality. Efforts to remove identified barriers that put older adults at risk for poor nutrition and to provide resources that increase access to healthy food should be made to encourage healthy eating and enhance diet quality.
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Affiliation(s)
- Yeon Jin Choi
- University of Southern California, Los Angeles, California, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
| | - Jung Ki Kim
- University of Southern California, Los Angeles, California, United States
| | - Jennifer Ailshire
- University of Southern California, Los Angeles, California, United States
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Choi YJ, Ailshire J, Kim JK, Crimmins E. Diet Quality and Biological Risk in a National Sample of Older Americans. Innov Aging 2020. [PMCID: PMC7741881 DOI: 10.1093/geroni/igaa057.3378] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/05/2022] Open
Abstract
Biomarkers are sensitive to current health status and capture aspects of health that may precede the development of disease and other health problems. Using comprehensive measures of biological risk, this study aims to investigate the relationship between intake of individual dietary components, overall diet quality, and biological dysregulation. For the analysis, we used nutrition and biomarker data from 3,641 older adults (over age 50) in the Health and Retirement Study. Eleven out of 13 individual dietary components were associated with lower biological risk. After controlling for SES, health behaviors, and access to health care, a high intake of fruits, greens and beans, whole grains, seafood and plant proteins, and fatty acids and a low intake of sodium and saturated fat were still associated with lower biological risk. Respondents with poor/suboptimal quality diet had higher biological risk than those with good quality diet. After controlling for SES, health behaviors, and access to health care, respondents with poor/suboptimal quality diet continued to exhibit higher biological risk than those with good quality diet, though the differences in biological risk were reduced. Findings from this study emphasize the importance of healthy eating in improving health of older adults. Encouraging intake of fruits, greens and beans, whole grains, seafood and plant proteins, and fatty acids, while limiting consumption of sodium and saturated fat would improve overall diet quality and contribute to the prevention of chronic diseases and morbidity.
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Affiliation(s)
- Yeon Jin Choi
- University of Southern California, Los Angeles, California, United States
| | - Jennifer Ailshire
- University of Southern California, Los Angeles, California, United States
| | - Jung Ki Kim
- University of Southern California, Los Angeles, California, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
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Abstract
The pandemic of COVID-19 has had tremendous impact on Americans’ lives including their personal and social behaviors. While everyone is affected in some way by the pandemic, older persons have been far more likely to suffer the most severe health consequences. For this reason, how people have responded to the COVID-19 outbreak may differ by age. Using a nationally representative sample from the Understanding America Study (UAS), we examined differentials in behavioral responses to COVID-19 by age and how they change over time. At the beginning of the pandemic (March, 2020), older people were less likely than younger ones to engage in preventive behaviors. As the pandemic progressed, however, older people have adopted healthy behavioral changes more than younger people, such that about two months after the pandemic started, older people were more likely to comply with suggested and regulated behaviors including practicing better hygiene, quarantining, and social distancing. Even when considering other potential influences on behavioral responses, older age was significantly related to performing more preventive behaviors, and gender, racial/ethnic minority status, perceived risk for infection and dying and political orientation were also found to be related to people’s behavioral responses.
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Affiliation(s)
- Jung Ki Kim
- University of Southern California, Los Angeles, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
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Kang H, Crimmins E, Ailshire J. Stress Is a Risk Factor for Shingles Among Older Adults. Innov Aging 2020. [PMCID: PMC7741697 DOI: 10.1093/geroni/igaa057.1283] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Stress is a risk factor for shingles. Empirical evidence of how stress affects getting shingles is lacking for the older population. This paper examines how chronic stress and stressful events are associated with incident shingles in a nationally representative sample of the population over age 50, the Health and Retirement Study. Using data for 2010-2016, we tracked 12,628 persons aged 50 and older with no history of shingles at 2010 until the first shingles occurrence and linked shingles to chronic stress appraisal and stressful events in the prior period. Chronic stress appraisal was measured in eight life domains: health, spousal/children, finance, work, residence, relationship, alcohol/drug, and caregiving. Adverse life events including spousal loss, involuntary job loss, residential move, negative wealth shock, and spousal onset of disability were included in an index of stressful events. 3.3% of sample members developed new shingles cases. Regression results suggest that having a higher burden of stressful events significantly increased the risk for shingles (OR:1.13, 95% CI=1.05, 1.22), whereas ongoing chronic appraisal was not associated with shingles onset (OR:0.99, 95% CI=0.96, 1.03). Our findings highlight the importance of preventive efforts on stress management in reducing risks for zoster.
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Affiliation(s)
- Hyewon Kang
- University of Southern California, Los Angeles, California, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
| | - Jennifer Ailshire
- University of Southern California, Los Angeles, California, United States
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Mawhorter S, Ailshire J, Crimmins E. Cardiometabolic Risk Among Older Renters and Homeowners. Innov Aging 2020. [PMCID: PMC7743495 DOI: 10.1093/geroni/igaa057.2419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022] Open
Abstract
Researchers consistently find adverse long-term health outcomes among renters as compared with homeowners, yet more proximal health measures are needed to understand whether there is a direct link between tenure and health. In this paper, we compare cardiometabolic risk (CMR) levels among older renters and homeowners, and ask whether this health disparity can be explained by socioeconomic differences between renters and homeowners, or poor housing conditions for renters. Using Health and Retirement Study 2010/2012 biomarker data for adults aged 50-84 (N=10,480), we measure CMR by a scale of C-reactive protein, hemoglobin A1C, cholesterol, heart rate, blood pressure, and waist circumference metrics. We find that renters have greater CMR, even accounting for socioeconomic characteristics and health behaviors. Certain housing and neighborhood conditions, such as perceived safety, are associated with CMR. These results suggest potential pathways through which homeownership confers health advantages over renting.
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Affiliation(s)
- Sarah Mawhorter
- University of Southern California, Syracuse, New York, United States
| | - Jennifer Ailshire
- University of Southern California, Los Angeles, California, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
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33
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Shim H, Ailshire J, Crimmins E. Living Arrangements, Electronic Communication Use, and Psychological Functioning. Innov Aging 2020. [PMCID: PMC7740154 DOI: 10.1093/geroni/igaa057.331] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
Older people who live alone may benefit more from using electronic communication than those who live with others. Although living alone has been linked to a higher risk of depression and social isolation, few studies examined the effect of using electronic communication separately by living arrangements. The current study examines the effect of electronic communication use by living arrangements for people aged 65 and older. Using the 2011-2018 National Health and Aging Trends Study (NHATS), we examine how the frequency of emails/texts is associated with changes in psychological well-being and depressive symptoms accounting for sociodemographic, health, social network characteristics (N=6,897). Multilevel growth curve models showed that those living alone or with others were more likely to have fewer depressive symptoms at baseline if they used electronic communication, but the use did not affect their trajectory of depression. Those living alone or with others who used electronic communication did not have higher psychological well-being at baseline, nor did it affect their trajectory. The overall findings raise a question on the effectiveness of promoting electronic communication technology as a substitute for in person interaction for older adults living alone in the community.
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Affiliation(s)
- Hyunju Shim
- University of Southern California, Los Angeles, California, United States
| | - Jennifer Ailshire
- University of Southern California, Los Angeles, California, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
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34
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Crimmins E. Behavioral and Social Sciences Section Perspective. Innov Aging 2020. [PMCID: PMC7742251 DOI: 10.1093/geroni/igaa057.3135] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Affiliation(s)
- Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
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35
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Zhao E, Crimmins E, Ailshire J, Kim JK, Wu Q. Cystatin C Trajectories Among Middle-Aged and Older Americans. Innov Aging 2020. [PMCID: PMC7743276 DOI: 10.1093/geroni/igaa057.1661] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Deterioration in kidney functioning is associated with aging and is a major risk factor for mortality and other poor health outcomes. Medicare expenses for poor kidney functioning are about 100 billion dollars every year. High Cystatin-C is an indicator of poor kidney functioning. We do not know if cystatin-C increases gradually as an individual ages. We use the Health and Retirement Study 2006/2008 Biomarker sample with follow-up for 8 years to examine this. Demographic and socioeconomic differences in trajectories of Cystatin-C trajectories were examined for 22,984 participants aged 50 and older. Growth curve models reveal that, although Cystatin-C increases with age (beta=0.025, p<0.001), the annual increase varies by age (60-69 = 0.005, 70-79 = 0.013, 80+ = 0.017, p<0.001), controlling for other socioeconomic variables. Cystatin-C increases faster for males than females. Cystatin-C of non-Hispanic Whites is lower than non-Hispanic Blacks but higher than Hispanics; there is no racial/ethnic difference in change over time. People who spent fewer years in school have higher Cystatin-C, and college graduates have slower growth in Cystatin-C compared to people who did not graduate from high school. These novel findings highlight the disparities in the process of kidney aging among older Americans.
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Affiliation(s)
- Erfei Zhao
- University of Southern California, Leonard Davis School of Gerontology, Los Angeles, California, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
| | - Jennifer Ailshire
- University of Southern California, Los Angeles, California, United States
| | - Jung Ki Kim
- University of Southern California, Los Angeles, United States
| | - Qiao Wu
- University of Southern California, Los Angeles, California, United States
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Sudharsanan N, Zhang Y, Payne CF, Dow W, Crimmins E. Education and adult mortality in middle-income countries: Surprising gradients in six nationally-representative longitudinal surveys. SSM Popul Health 2020; 12:100649. [PMID: 32923576 PMCID: PMC7475202 DOI: 10.1016/j.ssmph.2020.100649] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2020] [Revised: 05/22/2020] [Accepted: 08/12/2020] [Indexed: 11/28/2022] Open
Abstract
Background There are large differences in adult mortality across schooling groups in many high-income countries (HICs). An important open question is whether there are similar gradients in adult mortality in middle-income countries (MICs), where schooling and healthcare quality tends to be lower and health-related behaviors are often not strongly patterned by schooling. Methods We present one of the first international-comparative studies on schooling differences in adult mortality across MICs using harmonizedlongitudinal data on adults ages 50+ from China, Costa Rica, Indonesia, Mexico, South Africa, and South Korea. We use Cox proportional hazards models to estimate differences in the hazard of mortality across schooling groups overall and separately by sex and broad age groups. We also estimate schooling gradients in smoking and body mass index to determine whether risk factor gradients potentially explain mortality patterns. Results Only adults with tertiary schooling have a consistent adult mortality advantage compared to those with no schooling. We do not find evidence that individuals with primary schooling have a lower hazard of mortality compared to individuals with no schooling in five of the six countries. The mortality advantage for individuals with secondary schooling is mixed, with evidence of lower mortality relative to those with no schooling in Mexico, South Africa, and South Korea. Gradients in BMI and smoking are inconsistent across countries and unlikely to explain mortality differences. Conclusions We find that adult mortality and risk factor gradients in MICs can be much different than the established patterns seen in modern HICs. Our results highlight that adult mortality gradients are not an inevitability and are not found in all populations. Understanding what factors give rise to inequalities in adult mortality and what can be done to minimize gradients while still ensuring continued mortality improvements in MICs is a crucial focus for research and policy.
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Affiliation(s)
- Nikkil Sudharsanan
- Heidelberg Institute of Global Health, Heidelberg University, Im Neuenheimer Feld 130.3, 69120, Heidelberg, Germany
| | - Yuan Zhang
- Carolina Population Center, University of North Carolina at Chapel Hill, United States
| | - Collin F Payne
- School of Demography, Australian National University, Australia
| | - William Dow
- Department of Demography, University of California, Berkeley, United States
| | - Eileen Crimmins
- Leonard Davis School of Gerontology, University of Southern California, United States
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Banerjee J, Jain U, Khobragade P, Weerman B, Hu P, Chien S, Dey S, Chatterjee P, Saxton J, Keller B, Crimmins E, Toga A, Jain A, Shanthi G, Kurup R, Raman A, Chakrabarti SS, Varghese M, John JP, Joshi H, Koul P, Goswami D, Talukdar A, Mohanty RR, Yadati YSR, Padmaja M, Sankhe L, Pedgaonkar S, Arokiasamy P, Bloom DE, Langa K, Jovicich J, Dey AB, Lee J. Methodological considerations in designing and implementing the harmonized diagnostic assessment of dementia for longitudinal aging study in India (LASI-DAD). Biodemography Soc Biol 2020; 65:189-213. [PMID: 32727279 PMCID: PMC7398273 DOI: 10.1080/19485565.2020.1730156] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
The Harmonized Diagnostic Assessment of Dementia for Longitudinal Aging Study in India (LASI-DAD) is a population-representative, prospective cohort study of late-life cognition and dementia. It is part of an ongoing international research collaboration that aims to measure and understand cognitive impairment and dementia risk by collecting a set of cognitive and neuropsychological assessments and informant reports, referred to as the Harmonized Cognitive Assessment Protocol (HCAP). LASI-DAD provides nationally representative data drawn from a subsample of the ongoing Longitudinal Aging Study in India (LASI). One of LASI-DAD's distinctive features is its rich geriatric assessment, including the collection of venous blood samples and brain imaging data for a subsample of respondents. In this paper, we discuss the methodological considerations of developing and implementing the HCAP protocol in India. The lessons we learned from translating and applying the HCAP protocol in an environment where illiteracy and innumeracy are high will provide important insights to researchers interested in measuring and collecting data on late-life cognition and dementia in developing countries. We further developed an innovative blood management system that enables us to follow the collection, transportation, assay, and storage of samples. Such innovation can benefit other population surveys collecting biomarker data.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | | | | | - Ravi Kurup
- Government Medical College, Thiruvananthapuram
| | - Aruna Raman
- Government Medical College, Thiruvananthapuram
| | | | - Mathew Varghese
- National Institute of Mental Health and Neurosciences, Bengaluru
| | - John P. John
- National Institute of Mental Health and Neurosciences, Bengaluru
| | - Himanshu Joshi
- National Institute of Mental Health and Neurosciences, Bengaluru
| | - Parvaiz Koul
- Sher-e-Kashmir Institute of Medical Sciences, Srinagar
| | | | | | | | | | | | | | | | | | | | - Kenneth Langa
- University of Michigan and Veterans Affairs Ann ArborCenter for Clinical Management Research
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Haghani A, Arpawong TE, Kim JK, Lewinger JP, Finch CE, Crimmins E. Female vulnerability to the effects of smoking on health outcomes in older people. PLoS One 2020; 15:e0234015. [PMID: 32497122 PMCID: PMC7272024 DOI: 10.1371/journal.pone.0234015] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2020] [Accepted: 05/15/2020] [Indexed: 12/20/2022] Open
Abstract
Cigarette smoking is among the leading risk factors for mortality and morbidity. While men have a higher smoking prevalence, mechanistic experiments suggest that women are at higher risk for health problems due to smoking. Moreover, the comparison of smoking effects on multiple conditions and mortality for men and women has not yet been done in a population-based group with race/ethnic diversity. We used proportional hazards models and restricted mean survival time to assess differences in smoking effects by sex for multiple health outcomes using data from the U.S. Health and Retirement Study (HRS), a population-representative cohort of individuals aged 50+ (n = 22,708, 1992-2014). Men had experienced more smoking pack-years than women (22.0 vs 15.6 average pack-years). Age of death, onset of lung disorders, heart disease, stroke, and cancer showed dose-dependent effects of smoking for both sexes. Among heavy smokers (>28 pack-years) women had higher risk of earlier age of death (HR = 1.3, 95%CI:1.03-1.65) and stroke (HR = 1.37, 95%CI:1.02-1.83). Risk of cancer and heart disease did not differ by sex for smokers. Women had earlier age of onset for lung disorders (HR = 2.83, 95%CI:1.74-4.6), but men risk due to smoking were higher (Smoking-Sex interaction P<0.02) than women. Passive smoke exposure increased risk of earlier heart disease (HR = 1.33, 95%CI:1.07-1.65) and stroke (HR:1.54, 95%CI:1.07-2.22) for non-smokers, mainly in men. Smoking cessation after 15 years partially attenuated the deleterious smoking effects for all health outcomes. In sum, our results suggest that women are more vulnerable to ever smoking for earlier death and risk of stroke, but less vulnerable for lung disorders. From an epidemiological perspective, sex differences in smoking effects are important considerations that could underlie sex differences in health outcomes. These findings also encourage future mechanistic experiments to resolve potential mechanisms of sex-specific cigarette smoke toxicity.
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Affiliation(s)
- Amin Haghani
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, United States of America
| | - Thalida Em Arpawong
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, United States of America
| | - Jung Ki Kim
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, United States of America
| | - Juan Pablo Lewinger
- Department of Preventive Medicine, University of Southern California, Los Angeles, California, United States of America
| | - Caleb E. Finch
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, United States of America
| | - Eileen Crimmins
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, United States of America
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Robinette JW, Boardman JD, Crimmins E. Perceived neighborhood social cohesion and cardiometabolic risk: a gene × environment study. Biodemography Soc Biol 2020; 65:1-15. [PMID: 32065540 DOI: 10.1080/19485565.2019.1568672] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
People living in socially cohesive neighborhoods generally have better health. We extend this research by evaluating the hypothesis that perceived neighborhood cohesion may influence health by attenuating genetic liability for cardiometabolic risk factors. Using data from the Health and Retirement Study (n = 6615; mean age 69.7), we conducted a gene × environment interaction study hypothesizing that perceived neighborhood cohesion would attenuate the link between polygenic scores for waist-to-hip ratio (WHR) and body mass index and a measure of multisystem cardiometabolic risk (systolic and diastolic blood pressure, heart rate, A1c, C-reactive protein, and total and high-density lipoprotein cholesterol). In support of the hypothesis, results indicated that among people perceiving low neighborhood cohesion, higher WHR polygenic scores were associated with greater cardiometabolic risk. In contrast, the genetic-cardiometabolic risk link was much attenuated among those living in neighborhoods perceived as socially cohesive. Our results support community-level interventions to enhance the social cohesiveness of individuals' neighborhoods which may provide health benefits by reducing the risks associated with known genetic risk factors.
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Affiliation(s)
- Jennifer W Robinette
- Davis School of Gerontology, University of Southern California, Los Angeles, California, USA
| | - Jason D Boardman
- Institute of Behavioral Science and Department of Sociology, University of Colorado, Boulder, Boulder, Colorado, USA
| | - Eileen Crimmins
- Davis School of Gerontology, University of Southern California, Los Angeles, California, USA
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Sheehan C, Domingue BW, Crimmins E. Cohort Trends in the Gender Distribution of Household Tasks in the United States and the Implications for Understanding Disability. J Aging Health 2019; 31:1748-1769. [PMID: 30141717 PMCID: PMC6774921 DOI: 10.1177/0898264318793469] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
Objectives: Measures of disability depend on health and social roles in a given environment. Yet, social roles can change over time as they have by gender. We document how engagement in Instrumental Activities of Daily Living (IADLs) is shifting by gender and birth cohort among older adults, and the challenges these shifts can create for population-level estimates of disability. Method: We used the Health and Retirement Study (N = 25,047) and multinomial logistic regression models with an interaction term between gender and birth cohort to predict limitation and nonperformance relative to no difficulty conducting IADLs. Results: Nonperformance of IADLs have significantly decreased among younger cohorts. Women in younger cohorts were more likely to use a map, whereas men in younger cohorts were more likely to prepare meals and shop. Discussion: Failing to account for gender and cohort changes in IADL, performance may lead to systematic bias in estimates of population-level disability.
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Vivek S, Thyagarajan B, Nelson H, Prizment A, Crimmins E, Faul J. COMBINED EFFECT OF CMV SEROPOSITIVITY AND SYSTEMIC INFLAMMATION ON DEMENTIA PREVALENCE IN CANCER SURVIVORS. Innov Aging 2019. [PMCID: PMC6840858 DOI: 10.1093/geroni/igz038.1724] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Though cancer patients treated with multi-modal therapies demonstrate higher levels of systemic inflammation, which is associated with dementia, cancer survivors have not shown a consistent association with dementia. Since several studies reported an independent association between cytomegalovirus (CMV) infection, inflammation and dementia in non-cancer populations, we have evaluated whether CMV infection and systemic inflammation were associated with increased prevalence of dementia in cancer survivors in Health and Retirement Study (HRS). We evaluated prevalence of dementia (using score ≤7 on the 27-point scale) among 1607 cancer survivors, in whom we measured CMV seropositivity and two biomarkers of systemic inflammation: C-reactive protein (CRP) and neutrophil-lymphocyte ratio (NLR). The prevalence of CMV seropositivity was 68.26% (n=1097), while prevalence of increased systemic inflammation [CRP >5mg/L and NLR >4] was 4.23% (n=68). Using survey logistic regression, adjusted for age, race, gender, BMI (Body Mass Index) and sampling design, cancer survivors who were both CMV seropositive and had increased systemic inflammation had the highest odds of dementia compared to those who were CMV seronegative and had low levels of systemic inflammation (OR=6.59; 95% CI [2.81, 15.44]; p<.0001). Cancer survivors who were CMV seropositive without evidence of systemic inflammation had a lower but increased odds of dementia (OR=2.02; 95% CI [1.17, 3.47]; p=0.01). Odds of dementia among those who were CMV seronegative with elevated systemic inflammation was not significant (p=0.09). Our study demonstrates a possible role for ongoing CMV induced inflammation in determining dementia prevalence among cancer survivors that needs further confirmation.
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Affiliation(s)
- Sithara Vivek
- University of Minnesota, Minneapolis, Minnesota, United States
| | - Bharat Thyagarajan
- Department of Laboratory Medicine and Pathology University of Minnesota; Minneapolis, Minnesota, United States
| | - Heather Nelson
- University of Minnesota, Minneapolis, Minnesota, United States
| | - Anna Prizment
- University of Minnesota, Minneapolis, Minnesota, United States
| | - Eileen Crimmins
- Davis School of Gerontology, University of Southern California, Los Angeles, California, United States
| | - Jessica Faul
- University of Michigan, Ann Arbor, Michigan, United States
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Shim H, Ailshire JA, Crimmins E. CROSS-COUNTRY COMPARISON OF INTERNET USE AND DEPRESSION BY GENDER: THE ROLE OF INTERGENERATIONAL FACTORS. Innov Aging 2019. [PMCID: PMC6840073 DOI: 10.1093/geroni/igz038.1203] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/04/2022] Open
Abstract
Technology may offer one approach to reducing depression as it provides medium to maintain connections (Cotton et al., 2014). Yet, depression, internet use, gender roles, and expectation of intergenerational interaction all differ across countries. Using nationally representative data from the U.S (Health and Retirement Study: HRS) and South Korea (Living Profiles of Older People Survey: LPOPS), the study examines 1) association between internet use and depressive symptoms by gender in two countries; 2) and whether intergenerational factors moderated this association. In the U.S., more than half of men and women aged 65+ used the internet, while approximately 30% of women and 47% of men used the internet in Korea. Using the internet was associated with lower depression for those living far from the closest child for women in the U.S., and for men in Korea. The findings indicate that the association of internet use on depressive symptoms can be influenced by intergenerational factors that may differentially affect men and women depending on the sociohistorical contexts.
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Affiliation(s)
- Hyunju Shim
- University of Southern California, Los Angeles, United States
| | | | - Eileen Crimmins
- Davis School of Gerontology, University of Southern California, Los Angeles, California, United States
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43
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Kang H, Crimmins E, Ailshire JA. ASSOCIATION OF MULTIMORBIDITY WITH INCIDENT SHINGLES AMONG OLDER AMERICANS. Innov Aging 2019. [PMCID: PMC6844816 DOI: 10.1093/geroni/igz038.972] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Older adults with multimorbidity are susceptible to shingles due to deterioration of immune function related to coexisting chronic disorders and immunological change. Although the association between individual chronic diseases and incident shingles has been documented, little is known about the effect of having multiple conditions on the risk for developing a new case of the disease. Multimorbidity is a normal condition with advanced aging. This paper examines risk of shingles onset associated with multimorbidity defined as having one or more chronic diseases including hypertension, diabetes, cancer, heart disease, lung disease, arthritis, and stroke) among older American. Data for this study come from the 1992 -2016 Health and Retirement Study. The study finds that risk for onset of shingles linearly increases with number of chronic disorders when age, gender, and race/ethnicity were adjusted (adjusted OR: 1.58, 95% CI; 1.37, 1.80 for those with 1 chronic condition vs adjusted OR: 3.43, 95% CI: 2.21, 5.53 for those with 6 conditions). The risks for multimorbidity were little changed after additional adjustments for socioeconomic status and health behaviors. The effect of multimorbidity on developing shingles is greater among young-old adults in their 50s than among the older-old adults aged 80 and higher. Our finding challenges the single-disease framework that is often used in previous studies examining risk factors for shingles. Our finding highlights the need for primary prevention and treatment of multimorbidity for reduction of shingles cases among older adults, especially young old adults in 50s.
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Affiliation(s)
- Hyewon Kang
- University of Southern California, Los Angeles, California, United States
| | - Eileen Crimmins
- Davis School of Gerontology, University of Southern California, Los Angeles, California, United States
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Vivek S, Thyagarajan B, Nelson H, Prizment A, Crimmins E, Faul J. COMBINED EFFECT OF CMV SEROPOSITIVITY AND SYSTEMIC INFLAMMATION ON DEMENTIA PREVALENCE IN CANCER SURVIVORS. Innov Aging 2019. [PMCID: PMC6841456 DOI: 10.1093/geroni/igz038.210] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Though cancer patients treated with multi-modal therapies demonstrate higher levels of systemic inflammation, which is associated with dementia, cancer survivors have not shown a consistent association with dementia. Since several studies reported an independent association between cytomegalovirus (CMV) infection, inflammation and dementia in non-cancer populations, we have evaluated whether CMV infection and systemic inflammation were associated with increased prevalence of dementia in cancer survivors in Health and Retirement Study (HRS). We evaluated prevalence of dementia (using score ≤7 on the 27-point scale) among 1607 cancer survivors, in whom we measured CMV seropositivity and two biomarkers of systemic inflammation: C-reactive protein (CRP) and neutrophil-lymphocyte ratio (NLR). The prevalence of CMV seropositivity was 68.26% (n=1097), while prevalence of increased systemic inflammation [CRP >5mg/L and NLR >4] was 4.23% (n=68). Using survey logistic regression, adjusted for age, race, gender, BMI (Body Mass Index) and sampling design, cancer survivors who were both CMV seropositive and had increased systemic inflammation had the highest odds of dementia compared to those who were CMV seronegative and had low levels of systemic inflammation (OR=6.59; 95% CI [2.81, 15.44]; p<.0001). Cancer survivors who were CMV seropositive without evidence of systemic inflammation had a lower but increased odds of dementia (OR=2.02; 95% CI [1.17, 3.47]; p=0.01). Odds of dementia among those who were CMV seronegative with elevated systemic inflammation was not significant (p=0.09). Our study demonstrates a possible role for ongoing CMV induced inflammation in determining dementia prevalence among cancer survivors that needs further confirmation.
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Affiliation(s)
- Sithara Vivek
- University of Minnesota, Minneapolis, Minnesota, United States
| | - Bharat Thyagarajan
- Department of Laboratory Medicine and Pathology University of Minnesota; Minneapolis, Minnesota, United States
| | - Heather Nelson
- University of Minnesota, Minneapolis, Minnesota, United States
| | - Anna Prizment
- University of Minnesota, Minneapolis, Minnesota, United States
| | - Eileen Crimmins
- Davis School of Gerontology, University of Southern California, Los Angeles, California, United States
| | - Jessica Faul
- University of Michigan, Ann Arbor, Michigan, United States
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Abstract
In addition to the broad panel of aging related biomarkers available in HRS, we will describe measurement of novel aging biomarkers such as telomere length and mitochondrial DNA copy number in 4000 HRS participants. Both these biomarkers were measured in DNA obtained from whole unsorted blood using quantitative real time polymerase chain reaction (PCR) and were adjusted for individual cell composition measured from flow cytometry. We will describe the relationship between these two biomarkers and other measures of biological age available in HRS. Differences in these two novel aging biomarker by socioeconomic status, race/ethnicity, and exposure to early life hardships will be presented to clarify the value of the data to further unravel how social factors get under the skin to affect the process of aging.
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Affiliation(s)
- Eileen Crimmins
- Davis School of Gerontology, University of Southern California, Los Angeles, California, United States
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46
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Kang H, Crimmins E, Ailshire JA. SHINGLES VACCINE UPTAKE AMONG OLDER ADULTS: IDENTIFYING EARLY, LATE, AND NON-ADOPTERS. Innov Aging 2019. [PMCID: PMC6845967 DOI: 10.1093/geroni/igz038.2980] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Although a shingles vaccine (Zostavax) has been available since 2006, vaccination uptake has been slow. As a newly approved shingles vaccine (Shingrix) became available in 2018, understanding factors affecting acceptance and timing of the original vaccine would be useful in establishing effective strategies for greater immunization. Using the Health and Retirement study, we examined individual-level and area-level characteristics of early and late vaccine adopters, and those who were not vaccinated between 2006 and 2016. Early adopters were those who got vaccinated during the four year window after the approval of the vaccine; late vaccine adopters were those who got vaccinated from 2010 to 2016. Early adopters (13.5%) and late adopters (18.5%) comprised 32% of the sample, leaving two-thirds unvaccinated. Regression results suggest that those who received the vaccine were more likely to be socioeconomically advantaged, covered by insurance, socially active, healthy, to use other preventive vaccines, and to live in a region with more vaccinated people. Early adopters were more likely to be highly educated, affluent, and more conscientious compared to late adopters. Utilization of influenza vaccine and living in the region with the highest level of vaccination were found to be significant factors predicting early vaccine uptake. Our findings highlight the importance of outreach efforts and health care access in increasing vaccination rates.
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Affiliation(s)
- Hyewon Kang
- University of Southern California, Los Angeles, California, United States
| | - Eileen Crimmins
- Davis School of Gerontology, University of Southern California, Los Angeles, California, United States
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Liu Z, Chen X, Gill TM, Ma C, Crimmins E, Levine ME. ASSOCIATIONS OF GENETICS AND LIFE COURSE CIRCUMSTANCES WITH A NOVEL AGING MEASURE THAT CAPTURES MORTALITY RISK. Innov Aging 2019. [PMCID: PMC6840282 DOI: 10.1093/geroni/igz038.1177] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Abstract
We aimed to evaluate associations between a comprehensive set of factors, including genetics and childhood and adulthood circumstances, and a novel aging measure, Phenotypic Age (PhenoAge), which has been shown to capture mortality and morbidity risk in the U.S. population. Using data from 2339 adults (aged 51+) from the U.S. Health and Retirement Study, we found that together all 11 study domains (4 childhood and adulthood circumstances domains, 5 polygenic scores [PGSs] domains, and 1 demographics, and 1 behaviors domains) accounted for about 30% of variance in PhenoAge after accounting for chronological age. Among the 4 circumstances domains, adulthood adversity was the largest contributor (9%), while adulthood socioeconomic status (SES), childhood adversity, and childhood SES accounted for 2.8%, 2.1%, 0.7%, respectively. All PGSs contributed 3.8% of variance in PhenoAge (after accounting for chronological age). Further, using Hierarchical Clustering, we identified 6 distinct subpopulations/clusters based on the 4 circumstances domains, and 3 subpopulations/clusters of them that appear to represent disadvantaged circumstances were associated with higher PhenoAge. Finally, there was a significant gene-by-environment interaction between a previously validated PGS for coronary artery disease and the most apparently disadvantaged subpopulation/cluster, suggesting a multiplicative effect of adverse life course circumstances coupled with genetic risk on phenotypic aging. We concluded that socioenvironmental circumstances during childhood and adulthood account for a sizable proportion of differences in phenotypic aging among U.S. older adults. The disadvantaged subpopulations exhibited accelerated aging and the detrimental effects may be further exacerbated among persons with genetic predisposition to coronary artery disease.
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Affiliation(s)
- Zuyun Liu
- Department of Pathology, Yale School of Medicine, New Haven, Connecticut, United States
| | - xi Chen
- Department of Health Policy and Management, Yale School of public Health Department of Economics Yale University, New Haven, Connecticut, United States
| | - Thomas M Gill
- Yale School of Medicine, New Haven, Connecticut, United States
| | - Chao Ma
- Department of Health Policy and Management, Yale School of public Health Department of Economics Yale University, New Haven, Connecticut, United States
| | - Eileen Crimmins
- Davis School of Gerontology, University of Southern California, Los Angeles, California, United States
| | - Morgan E Levine
- Yale School of Medicine, New Haven, Connecticut, United States
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Chen J, Crimmins E, Li M, Dong X. NEIGHBORHOOD SOCIAL INTEGRATION, SOCIAL NETWORK, AND COGNITION: DOES THE INTERACTION EFFECT MATTER? Innov Aging 2019. [PMCID: PMC6840561 DOI: 10.1093/geroni/igz038.118] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Abstract
Social integration of neighborhoods and social network properties are associated with better cognitive function but the two factors are often investigated separately. This study examines the interaction between neighborhood social integration and quantity and composition of social network on cognitive domains by analyzing Population Study of Chinese Elderly, a population-based epidemiological study of over 3000 US Chinese older adults aged 60 and above in Chicago metropolitan. Regression results show that larger network size, volume of contact and smaller proportion kin and proportion co-resident were associated with higher level of global cognition. Higher sense of community was associated with higher level of global cognition. The interaction term of volume of contact and neighborhood cohesion was negative and statistically significant, suggesting the protective effect of volume of contact may decrease in high cohesion neighborhoods. Similar moderation effects were observed in specific cognitive domains, including episodic memory, working memory and executive function.
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Affiliation(s)
- Jenhao Chen
- Rutgers University, Camden NJ, United States
| | - Eileen Crimmins
- University of Southern California, Los Angeles, California, United States
| | - Mengting Li
- Rutgers, The State University of New Jersey, New Brunswick, New Jersey, United States
| | - XinQi Dong
- Rutgers, The State University of New Jersey, New Brunswick, New Jersey, United States
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Choi YJ, Ailshire JA, Crimmins E. DIETARY INTAKE AND NUTRITIONAL RISK AMONG OLDER AMERICANS. Innov Aging 2019. [PMCID: PMC6844786 DOI: 10.1093/geroni/igz038.3414] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Abstract
A suboptimal diet and nutritional deficiency are among the leading causes of chronic diseases (e.g., cardiovascular diseases, metabolic syndrome, cancer, and osteoporosis), morbidity, and mortality. The objective of this study is to assess dietary intake and nutritional risk among older Americans. The dietary intake of 15 food and nutrients that are closely associated with the risk of poor health was assessed based on the dietary guidelines and nutritional goals for older Americans using a nationally representative sample of older adults (N=7,737) in the Health and Retirement Study Health Care and Nutrition Survey. The average consumption of most food and nutrients was out of the optimal range. For example, older men and women consumed 1.32-1.35 cups of dairy products and 1.23-1.29 ounces of whole grains, which is less than half of the suggested amount. The average consumption of sodium, on the other hand, was over 12 times greater than suggested dietary recommendation for older men and about 10 times greater for older women. The nutritional risk index (range: 0–15) was created by summing the number of dietary risk factors (not meeting the dietary guidelines and nutritional goals), the index scores for older men and older women were 11.05 (SD=2.31) and 10.09 (SD=2.60) respectively, suggesting the high level of nutritional risk. A healthy diet should be encouraged to prevent chronic diseases and improve the health of older adults. Nutritional education may be an effective way to promote a healthy diet.
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Affiliation(s)
- Yeon Jin Choi
- University of Southern California, Los Angeles, California, United States
| | | | - Eileen Crimmins
- Davis School of Gerontology, University of Southern California, Los Angeles, California, United States
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Chen X, Crimmins E, Hu P(P, Kim JK, Meng Q, Strauss J, Wang Y, Zeng J, Zhang Y, Zhao Y. Venous Blood-Based Biomarkers in the China Health and Retirement Longitudinal Study: Rationale, Design, and Results From the 2015 Wave. Am J Epidemiol 2019; 188:1871-1877. [PMID: 31364691 PMCID: PMC6825825 DOI: 10.1093/aje/kwz170] [Citation(s) in RCA: 92] [Impact Index Per Article: 18.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2019] [Revised: 07/13/2019] [Accepted: 07/16/2019] [Indexed: 11/14/2022] Open
Abstract
Blood biomarkers provide critical information about the health of older populations, especially in large developing countries where self-reports of health are often inaccurate due to lack of access to health care. However, it is very difficult to collect blood samples in representative population surveys in such countries. The China Health and Retirement Longitudinal Study (CHARLS), a nationally representative study of middle-aged and older Chinese, represents one of the first efforts to include blood biomarkers in a nationally representative survey of China. In the 2015 wave of CHARLS, 13,013 respondents located in 150 counties around China donated whole blood, which was assayed on a range of indicators. Here we describe the process of the sample collection, transportation, storage, and analysis and present basic statistics.
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Affiliation(s)
- Xinxin Chen
- Institute of Social Survey Research, Peking University, Beijing, China
| | - Eileen Crimmins
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California
| | - Peifeng (Perry) Hu
- David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California
| | - Jung Ki Kim
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California
| | - Qinqin Meng
- Institute of Social Survey Research, Peking University, Beijing, China
| | - John Strauss
- Department of Economics, University of Southern California, Los Angeles, California
| | - Yafeng Wang
- Institute of Social Survey Research, Peking University, Beijing, China
| | - Junxia Zeng
- Rural Development Institute, Chinese Academy of Social Science, Beijing, China
| | - Yuan Zhang
- Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Yaohui Zhao
- National School of Development, Peking University, Beijing, China
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