# The association between physical and sensory function, self-perceived health, and 24-hour activity patterns for older people: A compositional data analysis

**Authors:** Dan Li, Mi Zhou, Xiaomei Song

PMC · DOI: 10.1371/journal.pone.0340216 · PLOS One · 2025-12-31

## TL;DR

This study explores how physical and sensory function and self-perceived health relate to daily activity patterns in older adults.

## Contribution

It uses compositional data analysis to examine 24-hour activity patterns, considering the interdependence of behaviors.

## Key findings

- Activity limitations significantly influence health behavior patterns, with no limitations linked to more MVPA and less sedentary behavior and sleep.
- Self-perceived health is positively associated with more MVPA and inversely with sedentary behavior and sleep.

## Abstract

Older adults’ physical and sensory function and self-perceived health state are associated with their daily health behavior, such as moderate-to-vigorous physical activity (MVPA), light physical activity (LPA), sedentary behavior (SEB), and sleep duration (SD), though most studies examine these independently, overlooking 24-hour interactions. This study aims to investigate the relationships between physical and sensory function (vision, hearing, activity limitations), self-perceived health and the pattern of 24-hour activity behaviors via compositional data analysis.

A secondary data analysis was conducted on data from the Survey of Health, Ageing and Retirement in Europe. Compositional data analysis was employed to account for the inherently interdependent nature of these behaviors. Linear regression models were implemented, designating activity behaviors as the dependent variable and sensory/physical function as the independent variable.

The results indicated that vision and hearing showed weaker and nonsignificant associations with activity behaviors. Activity limitations significantly influence health behavior patterns, with no limitations associated with more time in MVPA and less time in SEB and SD. Self-perceived health is significantly positively associated with more MVPA, while inversely associated with SEB and SD.

This study revealed that older adults with limitations in their daily activities showed the most sedentary daily activity pattern. Future research should develop targeted interventions to improve activity behaviors in this population.

## Full-text entities

- **Genes:** LPA (lipoprotein(a)) [NCBI Gene 4018] {aka AK38, APOA, LP}
- **Diseases:** PA (MESH:D059445), cardiovascular deterioration (MESH:D002318), SD (MESH:D012893), chronic diseases (MESH:D002908), muscle weakness (MESH:D018908), COVID-19 (MESH:D000086382), fear (MESH:C000719212), deteriorations in vision and hearing (MESH:D054062), SEB (MESH:D001523), health (OMIM:603663), vision impairment (MESH:D014786), obesity (MESH:D009765), hearing loss (MESH:D034381), CoDA (MESH:D058617)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

38 references — full list in the complete paper: https://tomesphere.com/paper/PMC12755779/full.md

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Source: https://tomesphere.com/paper/PMC12755779