A comparison of two approaches for modeling dementia progression in a changing patient context

Nina Wubben, Miriam Haaksma, Inez H G B Ramakers, Wiesje M van der Flier, Frans R J Verhey, Marcel G M Olde Rikkert, René J F Melis*

*Corresponding author for this work

Research output: Contribution to journalArticleAcademicpeer-review


OBJECTIVES: To explain the heterogeneity in dementia disease trajectory, we studied the influence of changing patient characteristics on disease course by comparing the association of dementia progression with baseline comorbidity and frailty, and with time-varying comorbidity and frailty.

METHODS: We used individual growth models to study baseline and time-varying associations in newly diagnosed dementia patients (n = 331) followed for 3 years. We measured cognition using the Mini-Mental State Examination (MMSE), daily functioning using the Disability Assessment for Dementia (DAD), frailty using the Fried criteria and comorbidity using the Cumulative Illness Rating Scale for Geriatrics (CIRS-G).

RESULTS: Although baseline comorbidity and frailty were associated with decreased daily functioning at diagnosis, their effects clearly diminished over time. In contrast, when incorporating comorbidity and frailty as time-varying covariates, comorbidity was associated with lower daily functioning, and frailty with both lower cognition and daily functioning. Being frail was associated with a 0.9-point lower MMSE score (p = 0.03) and a 14.9-point lower DAD score (p < 0.01). A 1-point increase in CIRS-G score was associated with a 1.1-point lower DAD score (p < 0.01).

CONCLUSIONS: Time-varying comorbidity and frailty were more consistently associated with dementia disease course than baseline comorbidity and frailty. Therefore, modeling only baseline predictors is insufficient for understanding the course of dementia in a changing patient context.

Original languageEnglish
Number of pages10
JournalInternational Journal of Geriatric Psychiatry
Issue number5
Publication statusPublished - May 2022


  • Alzheimer
  • comorbidity
  • dementia
  • disease trajectory
  • frailty
  • mixed models
  • CARE


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