Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2022 Aug 2;51(8):afac177.
doi: 10.1093/ageing/afac177.

Association of multimorbidity patterns with incident disability and recovery of independence among middle-aged and older adults

Affiliations

Association of multimorbidity patterns with incident disability and recovery of independence among middle-aged and older adults

Jiayi Zhou et al. Age Ageing. .

Abstract

Objective: to identify multimorbidity patterns among middle-aged and older adults in China and examine how these patterns are associated with incident disability and recovery of independence.

Methods: data were from The China Health and Retirement Longitudinal Study. We included 14,613 persons aged ≥45 years. Latent class analysis (LCA) was conducted to identify multimorbidity patterns with clinical meaningfulness. Multinomial logistic models were used to determine the adjusted association between multimorbidity patterns and incident disability and recovery of independence.

Results: we identified four multimorbidity patterns: 'low morbidity' (67.91% of the sample), 'pulmonary-digestive-rheumatic' (17.28%), 'cardiovascular-metabolic-neuro' (10.77%) and 'high morbidity' (4.04%). Compared to the 'low morbidity' group, 'high morbidity' (OR = 2.63, 95% CI = 1.97-3.51), 'pulmonary-digestive-rheumatic' (OR = 1.89, 95% CI = 1.63-2.21) and 'cardiovascular-metabolic-neuro' pattern (OR = 1.61, 95% CI = 1.31-1.97) had higher odds of incident disability in adjusted multinomial logistic models. The 'cardiovascular-metabolic-neuro' (OR = 0.60, 95% CI = 0.44-0.81), 'high morbidity' (OR = 0.68, 95% CI = 0.47-0.98) and 'pulmonary-digestive-rheumatic' group (OR = 0.75, 95% CI = 0.60-0.95) had lower odds of recovery from disability than the 'low morbidity' group. Among people without disability, the 'cardiovascular-endocrine-neuro' pattern was associated with the highest 2-year mortality (OR = 2.42, 95% CI = 1.56-3.72).

Conclusions: multimorbidity is complex and heterogeneous, but our study demonstrates that clinically meaningful patterns can be obtained using LCA. We highlight four multimorbidity patterns with differential effects on incident disability and recovery from disability. These studies suggest that targeted prevention and treatment approaches are needed for people with multimorbidity.

Keywords: disability; latent class analysis; middle-aged and older adults; multimorbidity; older people.

PubMed Disclaimer

Conflict of interest statement

None.

Figures

Figure 1
Figure 1
Relative excess prevalence of chronic conditions by classes compared to population prevalence

References

    1. Li ZH, Lv YB, Kraus VB et al. Trends in the incidence of activities of daily living disability among Chinese older adults from 2002 to 2014. J Gerontol A Biol Sci Med Sci 2020; 75: 2113–8. - PMC - PubMed
    1. Luo Y, Su B, Zheng X. Trends and challenges for population and health during population aging - China, 2015-2050. China CDC Wkly 2021; 3: 593–8. - PMC - PubMed
    1. Fahimnia S, Mirhedayati Roudsari H, Doucette J, Shahrokni A. Falls in older patients with cancer undergoing surgery: prevalence and association with geriatric syndromes and levels of disability assessed in preoperative evaluation. Curr Gerontol Geriatr Res 2018; 2018: 5713285. - PMC - PubMed
    1. Chen C, Lim JT, Chia NC et al. The long-term impact of functional disability on hospitalization spending in Singapore. J Econ Ageing 2019; 14: 100193. 10.1016/j.jeoa.2019.02.002 - DOI - PMC - PubMed
    1. Jia H, Lubetkin EI, DeMichele K, Stark DS, Zack MM, Thompson WW. Quality-adjusted life years (QALYs) associated with limitations in activities of daily living (ADL) in a large longitudinal sample of the U.S. community-dwelling older population. Disabil Health J 2019; 12: 699–705. - PubMed

Publication types