Four qualitatively distinctive ageing profiles emerged among deceased older adults in China, with heterogeneity revolving around functional and cognitive capacities and economic/financial characteristics, and distinct end-of-life patterns emphasizing the need for targeted care strategies.
Key Findings
Results
Four distinct ageing profiles were identified among deceased older adults in China using latent class modelling.
Classification was based on intrinsic capacity (functional, physical, cognitive, mental and social dimensions; 20 indicators) and environment characteristics (healthcare-related, financial and social aspects; 10 items).
Sample included N=9755 older participants from the Chinese Longitudinal Healthy Longevity Study (CLHLS) who died between survey waves from 2008 to 2018.
Profiles were primarily distinguished by functional and cognitive capacities and financial status.
Results
Social participation was uniformly insufficient across all four ageing profiles.
Low social engagement was observed across all profiles regardless of functional or cognitive status.
This finding highlighted the need for boosting overall social participation and developing community-level social services.
Social participation was included as one of the dimensions of intrinsic capacity assessed via 20 indicators.
Results
Sociodemographic factors were associated with ageing profile membership.
Sex, education, marital status, living arrangement, and residence location were all associated with profile membership.
Age was also examined as a sociodemographic correlate of profile membership.
These disparities were identified through analysis of the longitudinal CLHLS dataset spanning 2008–2018.
Results
The healthy-and-supported profile was most prone to painful deaths in hospital settings.
The healthy-and-supported group comprised the largest share of participants at 57% of the sample.
Despite better quality of life in final months, this group had the highest likelihood of experiencing pain at death.
Hospital death was the predominant place of death for this profile.
Results
Functionally capable participants (functionally-capable-but-cognitively-challenged profile) most often died at home.
This profile comprised 18% of the study sample.
Members of this group enjoyed a better quality of life in their final months alongside the healthy-and-supported group.
Home death was the most common end-of-life setting for this profile, suggesting distinct care pathway patterns compared to other groups.
Results
The frail-and-support-lacking profile had the highest risk of terminal delirium.
This profile comprised 13% of the study sample.
Financial characteristics were particularly salient for this group in distinguishing it from other profiles.
The elevated delirium risk in this group underscores the importance of interventions for delirium prevention in resource-limited older adults.
Results
The first (healthy-and-supported) and third (functionally-capable-but-cognitively-challenged) profiles had better quality of life in their final months.
Quality of life in the final period was assessed via functional status measured at the wave prior to death.
End-of-life outcomes assessed included length of survival, functional status prior to death, pain at death, and terminal delirium.
These two profiles contrasted with the cognitively-competent-but-functionally-dependent and frail-and-support-lacking groups in terms of end-of-life quality.
Methods
The study used a retrospective cohort design drawing on longitudinal data from the Chinese Longitudinal Healthy Longevity Study (CLHLS) spanning 2008 to 2018.
The analytic sample comprised N=9755 older participants who died between survey waves.
Ageing profiles were derived using latent class modelling.
Individual-based and environment-based indicators were used jointly, capturing both intrinsic capacity and living environment characteristics.
Intrinsic capacity covered functional, physical, cognitive, mental, and social dimensions (20 indicators); environment characteristics covered healthcare-related, financial, and social aspects (10 items).
Li J, Song L. (2026). Typology of ageing and its associations with the end of life and death among older adults in China: a longitudinal person-centred study.. BMJ open. https://doi.org/10.1136/bmjopen-2025-104400