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

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:...

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Autores principales: Wubben, Nina, Haaksma, Miriam, Ramakers, Inez H. G. B., van der Flier, Wiesje M., Verhey, Frans R. J., Olde Rikkert, Marcel G. M., Melis, René J. F.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9324834/
https://www.ncbi.nlm.nih.gov/pubmed/35393705
http://dx.doi.org/10.1002/gps.5706
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author Wubben, Nina
Haaksma, Miriam
Ramakers, Inez H. G. B.
van der Flier, Wiesje M.
Verhey, Frans R. J.
Olde Rikkert, Marcel G. M.
Melis, René J. F.
author_facet Wubben, Nina
Haaksma, Miriam
Ramakers, Inez H. G. B.
van der Flier, Wiesje M.
Verhey, Frans R. J.
Olde Rikkert, Marcel G. M.
Melis, René J. F.
author_sort Wubben, Nina
collection PubMed
description 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.
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spelling pubmed-93248342022-07-30 A comparison of two approaches for modeling dementia progression in a changing patient context Wubben, Nina Haaksma, Miriam Ramakers, Inez H. G. B. van der Flier, Wiesje M. Verhey, Frans R. J. Olde Rikkert, Marcel G. M. Melis, René J. F. Int J Geriatr Psychiatry Research Article 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. John Wiley and Sons Inc. 2022-04-08 2022-05 /pmc/articles/PMC9324834/ /pubmed/35393705 http://dx.doi.org/10.1002/gps.5706 Text en © 2022 The Authors. International Journal of Geriatric Psychiatry published by John Wiley & Sons Ltd. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Research Article
Wubben, Nina
Haaksma, Miriam
Ramakers, Inez H. G. B.
van der Flier, Wiesje M.
Verhey, Frans R. J.
Olde Rikkert, Marcel G. M.
Melis, René J. F.
A comparison of two approaches for modeling dementia progression in a changing patient context
title A comparison of two approaches for modeling dementia progression in a changing patient context
title_full A comparison of two approaches for modeling dementia progression in a changing patient context
title_fullStr A comparison of two approaches for modeling dementia progression in a changing patient context
title_full_unstemmed A comparison of two approaches for modeling dementia progression in a changing patient context
title_short A comparison of two approaches for modeling dementia progression in a changing patient context
title_sort comparison of two approaches for modeling dementia progression in a changing patient context
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9324834/
https://www.ncbi.nlm.nih.gov/pubmed/35393705
http://dx.doi.org/10.1002/gps.5706
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