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Ni P, Wang F, Liu L, Ge M, Hu X. Association of functional disability with cardiometabolic disease status in a national cohort study. Exp Gerontol 2025; 206:112771. [PMID: 40318705 DOI: 10.1016/j.exger.2025.112771] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2024] [Revised: 04/14/2025] [Accepted: 05/01/2025] [Indexed: 05/07/2025]
Abstract
BACKGROUND Cardiometabolic disease (CMD) status increases the risk of functional disability; however, the reverse relationship remains unclear. This study aimed to examine the impact of different patterns of functional disability on CMD status among Chinese middle-aged and older adults. METHODS We used data from two waves of the China Health and Retirement Longitudinal Study. Functional disability was assessed based on activities of daily living (ADL) and instrumental activities of daily living (IADL), while CMD status was evaluated based on the incidence of diabetes, heart disease, and stroke. Generalized ordinal logistic regression analysis was employed to investigate the impact of functional disability on CMD status. RESULTS In the longitudinal study, 509 individuals (20.0 %) developed CMD, and 102 individuals (4.0 %) developed cardiometabolic multimorbidity. After adjusting for confounders, Model 1 showed an odds ratio of 1.64 (95 % CI: 1.17, 2.29) for increased CMD status in individuals with ADL and IADL disability compared to those without functional disability. Model 2 and Model 3 produced similar results. CONCLUSIONS Functional disability, particularly ADL and IADL disability, increases the risk of CMD status in Chinese middle-aged and older adults. Measures should be implemented to maintain functional status in middle-aged and older adults.
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Affiliation(s)
- Ping Ni
- Innovation Center of Nursing Research and Nursing Key Laboratory of Sichuan Province, West China Hospital, Sichuan University/West China School of Nursing, Sichuan University, Chengdu, China
| | - Fang Wang
- Innovation Center of Nursing Research and Nursing Key Laboratory of Sichuan Province, West China Hospital, Sichuan University/West China School of Nursing, Sichuan University, Chengdu, China
| | - Li Liu
- Innovation Center of Nursing Research and Nursing Key Laboratory of Sichuan Province, West China Hospital, Sichuan University/West China School of Nursing, Sichuan University, Chengdu, China
| | - Meiling Ge
- National Clinical Research Center for Geriatrics and Department of Geriatrics, West China Hospital, Sichuan University, Chengdu, China
| | - Xiuying Hu
- Innovation Center of Nursing Research and Nursing Key Laboratory of Sichuan Province, West China Hospital, Sichuan University/West China School of Nursing, Sichuan University, Chengdu, China.
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Flaherty BP, Shono Y. Many classes, restricted measurement (MACREM) models for improved measurement of activities of daily living. JOURNAL OF SURVEY STATISTICS AND METHODOLOGY 2021; 9:231-256. [PMID: 39398963 PMCID: PMC11469584 DOI: 10.1093/jssam/smaa047] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/15/2024]
Abstract
Scientists use latent class (LC) models to identify subgroups in heterogeneous data. LC models reduce an item set to a latent variable and estimate measurement error. Researchers typically use unrestricted LC models, which have many measurement estimates, yet scientific interest primarily concerns the classes. We present highly restricted LC measurement models as an alternate method of operationalization. MACREM (Many Classes, Restricted Measurement) models have a larger number of latent classes than a typical unrestricted model, but many fewer measurement estimates. Goals of this approach include producing more interpretable classes and better measurement error estimates. Parameter constraints accomplish this structuring. We present unrestricted and MACREM model results using data on activities of daily living (ADL) from a national survey (N = 3485). We compare a four class unrestricted model with a 14 class MACREM model. The four class unrestricted model approximates a dimension of functional limitation. The 14 class model includes unordered classes at lower levels of limitation, but ordered classes at higher levels of limitation. In contrast to the four class model, all measurement error rates are reasonably small in the 14 class model. The four class model fits the data better, but the 14 class model is more parsimonious (43 vs. 25 parameters). Three covariates reveal specific associations with MACREM classes. In multinomial logistic regression models with a no limitation class as the reference class, past 12 month diabetes only distinguishes low limitation classes that include cutting one's own toenails as a limitation. It does not distinguish low limitation classes characterized by other common limitations. Past 12 month asthma and current disability status perform similarly, but for heavy housework and walking limitation classes, respectively. These limitation specific covariate associations are not apparent in the unrestricted model analyses. Identifying such connections could provide useful information to advance theory and intervention efforts.
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Affiliation(s)
| | - Yusuke Shono
- Huntsman Cancer Institute and University of Utah
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Katayama O, Lee S, Bae S, Makino K, Shinkai Y, Chiba I, Harada K, Shimada H. Lifestyle Activity Patterns Related to Physical Frailty and Cognitive Impairment in Urban Community-Dwelling Older Adults in Japan. J Am Med Dir Assoc 2020; 22:583-589. [PMID: 32690365 DOI: 10.1016/j.jamda.2020.05.031] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2020] [Revised: 05/07/2020] [Accepted: 05/15/2020] [Indexed: 10/23/2022]
Abstract
OBJECTIVES Investigating the lifestyle activity patterns of urban community-dwelling Japanese older adults, focusing on physical frailty and cognitive impairment. DESIGN Cross-sectional study. SETTING AND PARTICIPANTS Participants comprised 8003 older adults (4489 women; mean age: 72.5 years, SD = ±6.1, range 60-95 years) from the National Center for Geriatrics and Gerontology Study of Geriatric Syndromes. METHODS Participants reported on their lifestyle activity status, including using public transport, grocery shopping, light exercise, gardening, money management, meeting friends, participating in events, and travel. Several potential confounding variables, such as demographic characteristics, were considered. We assessed their lifestyle activity patterns using a latent class analysis and defined physical frailty by either slow walking speed or poor grip strength. Cognitive impairment was defined by participants exhibiting more than 1 of the following symptoms: poor word list memory, poor attention, reduced executive function, and low processing speed test scores. We also examined the relationship between their lifestyle activity patterns and physical frailty and cognitive impairment. RESULTS The overall prevalence of robustness, physical frailty, cognitive impairment, and frailty and cognitive impairment was 54.6%, 21.4%, 13.3%, and 10.7%, respectively. We defined 4 classes using latent class analysis: greater engagement in multidomain activities, lower engagement in going-out activities, lower engagement in cognitive and physical activities, and lower engagement in multidomain activities. Moreover, physical frailty and cognitive impairment were independently associated with lower engagement in going-out activity, lower engagement in cognitive and physical activities, and lower engagement in multidomain activities, after adjusting for covariates. CONCLUSIONS AND IMPLICATIONS Considering an older adult's lifestyle activity patterns in their day-to-day practice, clinicians can deliver more older adult-centered care, which in turn might lead to better outcomes in the primary prevention of disease.
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Affiliation(s)
- Osamu Katayama
- Department of Preventive Gerontology, Center for Gerontology and Social Science, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan.
| | - Sangyoon Lee
- Department of Preventive Gerontology, Center for Gerontology and Social Science, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan
| | - Seongryu Bae
- Department of Preventive Gerontology, Center for Gerontology and Social Science, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan
| | - Keitaro Makino
- Department of Preventive Gerontology, Center for Gerontology and Social Science, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan
| | - Yohei Shinkai
- Department of Preventive Gerontology, Center for Gerontology and Social Science, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan
| | - Ippei Chiba
- Department of Preventive Gerontology, Center for Gerontology and Social Science, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan
| | - Kenji Harada
- Department of Preventive Gerontology, Center for Gerontology and Social Science, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan
| | - Hiroyuki Shimada
- Department of Preventive Gerontology, Center for Gerontology and Social Science, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan
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Validation of replacement questions for slowness and weakness to assess the Fried Phenotype: a cross-sectional study. Eur Geriatr Med 2020; 11:793-801. [PMID: 32500516 PMCID: PMC7550376 DOI: 10.1007/s41999-020-00337-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2019] [Accepted: 05/17/2020] [Indexed: 11/30/2022]
Abstract
Aim What is the overall concordance between FRIED-P and FRIED-Q? Findings The concordance between the FRIED-P and FRIED-Q was substantial, characterized by a very high specificity but a moderate sensitivity. Message The FRIED-Q can be used as a step in a sequential process to detect frailty in a large population. Electronic supplementary material The online version of this article (10.1007/s41999-020-00337-8) contains supplementary material, which is available to authorized users. Purpose When screening large populations, performance-based measures can be difficult to conduct because they are time consuming and costly, and require well-trained assessors. The aim of the present study is to validate a set of questions replacing the performance-based measures slowness and weakness as part of the Fried frailty phenotype (FRIED-P). Methods A cross-sectional study was conducted among community-dwelling older adults (≥ 60 years) in three Flemish municipalities. The Fried Phenotype (FRIED-P) was used to measure physical frailty. The two performance-based measures of the Fried Phenotype (slowness and weakness) were also measured by means of six substituting questions (FRIED-Q). These questions were validated through sensitivity, specificity, Cohen’s kappa value, observed agreement, correlation analysis, and the area under the curve (AUC, ROC curve). Results 196 older adults participated. According to the FRIED-P, 19.5% of them were frail, 56.9% were pre-frail and 23.6% were non-frail. For slowness, the observed sensitivity was 47.0%, the specificity was 96.5% and the AUC was 0.717. For weakness, the sensitivity was 46.2%, the specificity was 83.7%, and the AUC was 0.649. The overall Spearman correlation between the FRIED-P and the FRIED-Q was r = 0.721 with an observed agreement of 76.6% (weighted linear kappa value = 0.663, quadratic kappa value = 0.738). Conclusions The concordance between the FRIED-P and FRIED-Q was substantial, characterized by a very high specificity, but a moderate sensitivity. This alternative operationalization of the Fried Phenotype—i.e., including six replacement questions instead of two performance-based tests—can be considered to apply as screening tool to screen physical frailty in large populations. Electronic supplementary material The online version of this article (10.1007/s41999-020-00337-8) contains supplementary material, which is available to authorized users.
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Lakatta EG, AlunniFegatelli D, Morrell CH, Fiorillo E, Orru M, Delitala A, Marongiu M, Schlessinger D, Cucca F, Scuteri A. Impact of Stiffer Arteries on the Response to Antihypertensive Treatment: A Longitudinal Study of the SardiNIA Cohort. J Am Med Dir Assoc 2019; 21:720-725. [PMID: 31884052 DOI: 10.1016/j.jamda.2019.11.014] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2019] [Revised: 11/18/2019] [Accepted: 11/20/2019] [Indexed: 01/27/2023]
Abstract
OBJECTIVES Carotid-femoral pulse wave velocity (PWV), an index of arterial stiffness and a proxy of arterial aging, has been reported to be an independent determinant of cardiovascular health. Whether the effects of antihypertensive treatment vary in the presence of accelerated arterial aging (stiffer artery, ie, PWV >10 m/s) has not been established. We tested this hypothesis in a longitudinal study in a large community-dwelling population. DESIGN Longitudinal population study with repeated measures. SETTING AND PARTICIPANTS Study population consisted of a cohort of 6011 volunteers (2546 men and 3465 women, age range 14-101 years; 15,011 observations over a median follow-up of 6.8 years) participating in the SardiNIA Study. MEASURES Repeated measures of PWV, blood pressure (BP), and metabolic risk factors and the antihypertensive medication trajectories of BP and PWV over time were assessed via mixed effects models. RESULTS Antihypertensive treatment significantly affected the trajectory of BP in both participants with (-0.47 ± 0.20 mmHg/y, P = .02) and participants without stiffer arteries (-0.47 ± 0.07 mmHg/y, P = .001). They also affected the trajectory of PWV in participants with stiffer artery, independent of the BP values. CONCLUSIONS AND IMPLICATIONS Antihypertensive treatment is effective in reducing both BP and PWV in older individuals with stiffer arteries.
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Affiliation(s)
- Edward G Lakatta
- Laboratory of Cardiovascular Sciences, National Institute on Aging Intramural Research Program, National Institutes of Health, Baltimore, MD
| | - Danilo AlunniFegatelli
- Department of Public Health and Infectious Disease, University "La Sapienza", Rome, Italy
| | - Christopher H Morrell
- Laboratory of Cardiovascular Sciences, National Institute on Aging Intramural Research Program, National Institutes of Health, Baltimore, MD; Loyola University Maryland, Baltimore, MD
| | - Edoardo Fiorillo
- Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delel Ricerche, Lanusei, Sardinia, Italy
| | - Marco Orru
- Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delel Ricerche, Lanusei, Sardinia, Italy
| | - Alessandro Delitala
- Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delel Ricerche, Lanusei, Sardinia, Italy
| | - Michele Marongiu
- Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delel Ricerche, Lanusei, Sardinia, Italy
| | - David Schlessinger
- Laboratory of Genetics, National Institute on Aging Intramural Research Program, National Institutes of Health, Baltimore, MD
| | - Francesco Cucca
- Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delel Ricerche, Cagliari, Italy
| | - Angelo Scuteri
- Department of Medical, Surgical, and Experimental Sciences, University of Sassari, Sassari, Italy.
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Romero-Ortuno R, Scarlett S, O’Halloran AM, Kenny RA. Is phenotypical prefrailty all the same? A longitudinal investigation of two prefrailty subtypes in TILDA. Age Ageing 2019; 49:39-45. [PMID: 31711148 DOI: 10.1093/ageing/afz129] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2019] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND Fried's frailty phenotype is defined by five criteria: exhaustion, unexplained weight loss, weakness, slowness and low physical activity. Prefrailty (PF) meets one or two criteria. PF is of interest as a target for preventative interventions, but it is not known if it is a homogenous syndrome. OBJECTIVE to compare the longitudinal trajectories of two PF groups: one defined by exhaustion and/or unexplained weight loss (PF1) and one defined by one or two of the following: weakness, slowness, low physical activity (PF2). DESIGN AND SETTING population-based longitudinal study of ageing. SUBJECTS One-thousand four-hundred seventy-six PF participants aged ≥50 years from wave 1 of the study (2010), followed 2-yearly over four longitudinal waves (2012, 2014, 2016, 2018). METHODS generalised estimating equations (GEEs) were used to assess the effect of PF type across waves to predict cumulative mortality and disability in basic activities of daily living (ADL) and independent ADL (IADL), adjusting for baseline characteristics (age, sex, education, living alone, self-rated health, comorbidity, body mass index). RESULTS in wave 1, there were 503 PF1 and 973 PF2 participants. By wave 5, 38 (7.6%) PF1 and 145 (14.9%) PF2 participants had died. In PF1 participants, mean numbers of ADL and IADL disabilities both increased from 0.1 to 0.2 from wave 1 to wave 5, whilst in PF2 increases were from 0.2 to 0.5. Adjusted GEE models suggested significantly divergent trajectories of IADL disability by wave 2, ADL disability by wave 3 and mortality by wave 3. CONCLUSION PF may not be a homogenous biological syndrome.
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Affiliation(s)
- Roman Romero-Ortuno
- Discipline of Medical Gerontology, School of Medicine, Trinity College Dublin, Dublin, Ireland
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Dublin, Ireland
| | - Siobhan Scarlett
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Dublin, Ireland
| | - Aisling M O’Halloran
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Dublin, Ireland
| | - Rose Anne Kenny
- Discipline of Medical Gerontology, School of Medicine, Trinity College Dublin, Dublin, Ireland
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Dublin, Ireland
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