TY - JOUR
T1 - A comparison of two approaches for modeling dementia progression in a changing patient context
AU - Wubben, Nina
AU - Haaksma, Miriam
AU - Ramakers, Inez H. G. B.
AU - van der Flier, Wiesje M.
AU - Verhey, Frans R. J.
AU - Olde Rikkert, Marcel G. M.
AU - Melis, René J. F.
N1 - Funding Information: The 4C studies were supported by Alzheimer Nederland and the VSB foundation. Grant numbers: 2008 3495 (4C‐Dementia). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Funding Information: The 4C studies were supported by Alzheimer Nederland and the VSB foundation. Grant numbers: 2008 3495 (4C-Dementia). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Publisher Copyright: © 2022 The Authors. International Journal of Geriatric Psychiatry published by John Wiley & Sons Ltd.
PY - 2022/5/1
Y1 - 2022/5/1
N2 - 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.
AB - 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.
KW - Alzheimer
KW - comorbidity
KW - dementia
KW - disease trajectory
KW - frailty
KW - mixed models
UR - http://www.scopus.com/inward/record.url?scp=85128713931&partnerID=8YFLogxK
U2 - https://doi.org/10.1002/gps.5706
DO - https://doi.org/10.1002/gps.5706
M3 - Article
C2 - 35393705
SN - 0885-6230
VL - 37
JO - International Journal of Geriatric Psychiatry
JF - International Journal of Geriatric Psychiatry
IS - 5
M1 - GPS5706
ER -