Aging & Longevity

Disability severity transitions in the community-dwelling Swiss ageing population: secondary analysis of the Swiss version of the Survey of Health, Ageing and Retirement in Europe (SHARE) using multistate models.

TL;DR

Multimorbidity and higher disease burden increase the risk of transitioning to higher disability severity states and death in community-dwelling Swiss adults aged 50+, with age and sex also significantly associated with disability severity transitions.

Key Findings

Multimorbidity increases the risk of transitioning to higher disability severity states and death across most transitions.

  • HRs between 0.90 and 2.34 for model A (multimorbidity operationalised as count) compared with not being multimorbid
  • HRs between 0.95 and 1.46 for model B (multimorbidity operationalised as burden score) for a one-point increase in the disease burden score
  • Findings were similar across both operationalisations of multimorbidity
  • Analysis conducted using multistate Markov models with proportional hazards assumption

Higher age is associated with increased likelihood of transitioning to higher disability severity states and death.

  • HRs between 1.00 and 1.14 for model A for a 1-year increase in age
  • HRs between 1.00 and 1.15 for model B for a 1-year increase in age
  • The association was consistent across both multimorbidity operationalisation models
  • Study population was community-dwelling adults aged 50+ in Switzerland

Transitions to death are less likely for women compared with men.

  • HRs between 0.34 and 0.88 for model A for women compared with men
  • HRs between 0.38 and 0.71 for model B for women compared with men
  • The sex effect was specific to transitions to death, not transitions between disability severity states
  • This finding was consistent across both multimorbidity models

The study used an overall functioning score to define four disability severity states (no, mild, moderate, and severe) and death as a fifth state.

  • Disability severity states were defined as no, mild, moderate, and severe disability, plus death
  • The overall functioning score was previously developed prior to this study
  • Death status was assessed using the SHARE end-of-life interview
  • Multistate Markov models were used to conduct transition analysis between states

The study sample consisted of 3505 community-dwelling Swiss adults aged 50 or older with at least two interviews in SHARE.

  • N=3505 participants included in the secondary analysis
  • Data sourced from the Swiss version of the Survey of Health, Ageing and Retirement in Europe (SHARE)
  • Inclusion criterion required participants to have at least two interviews
  • Population was community-dwelling, not institutionalised

Two distinct operationalisations of multimorbidity — count-based and burden-based — produced similar findings when analysed in separate models.

  • Model A used a count-based operationalisation of multimorbidity
  • Model B used a disease burden score operationalisation of multimorbidity
  • Both models yielded similar patterns of association with disability severity transitions and death
  • The authors note this study contributes to discussion on how to operationalise multimorbidity in healthy ageing research

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Citation

Hodel J, Rothacher Y, Moreira B, Fellinghauer C, Pacheco Barzallo D, Weisstanner D, et al.. (2026). Disability severity transitions in the community-dwelling Swiss ageing population: secondary analysis of the Swiss version of the Survey of Health, Ageing and Retirement in Europe (SHARE) using multistate models.. BMJ open. https://doi.org/10.1136/bmjopen-2025-104871