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Factors Driving the Transition of Alzheimer’s Disease Patients to Institutional Long-term Care
Progression of Alzheimer’s disease (AD) may ultimately lead to costly institutional long term care (ILTC) so its avoidance is often a goal of care management. We studied predictors of AD patients transitioning to ILTC in the Veterans Affairs healthcare system (VA). We identified 30,017 Veterans at l...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8969055/ http://dx.doi.org/10.1093/geroni/igab046.2459 |
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author | Davila, Heather Jasuja, Guneet Moo, Lauren Palnati, Madhuri Shao, Qing Zhang, Quanwu Monfared, Amir Abbas Tahami Miller, Donald |
author_facet | Davila, Heather Jasuja, Guneet Moo, Lauren Palnati, Madhuri Shao, Qing Zhang, Quanwu Monfared, Amir Abbas Tahami Miller, Donald |
author_sort | Davila, Heather |
collection | PubMed |
description | Progression of Alzheimer’s disease (AD) may ultimately lead to costly institutional long term care (ILTC) so its avoidance is often a goal of care management. We studied predictors of AD patients transitioning to ILTC in the Veterans Affairs healthcare system (VA). We identified 30,017 Veterans at least 50 years old, with ≥2 ICD-9/10-CM diagnosis codes for AD on separate days, with first AD code in 2013-2018, at least 2 years of prior continuous VA service use, and no prior ILTC. Patients who subsequently transitioned to ILTC (cases) were matched to other AD patients with the same time since first AD code but no ILTC (controls) (median of 13 months; mean age of 80.2 years). The 8,261 matched sets were split randomly to a training sample, where logistic and random forest regressions were used to develop models, and a validation sample, where final models were evaluated. Predictors of ILTC initiation included measures of (1) poor health, such as high morbidity counts (Elixhauser score of 15+, odds ratio=1.31) and weight loss (1.29), (2) heavy service use, such as hospitalization (2.25) and home health care (1.54), and (3) dementia symptoms, such as a diagnosis code for dementia not-otherwise-specified recorded well before the AD code (1.93), functional/mobility difficulties (1.35), and lifestyle or psychosocial problems (1.53). The full model C statistic was 0.78. Transition to ILTC in AD patients is driven by many factors, including comorbidities, need for acute care, nonspecific symptoms of dementias, and functional challenges. Targeted interventions may delay transitions to ILTC. |
format | Online Article Text |
id | pubmed-8969055 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-89690552022-04-01 Factors Driving the Transition of Alzheimer’s Disease Patients to Institutional Long-term Care Davila, Heather Jasuja, Guneet Moo, Lauren Palnati, Madhuri Shao, Qing Zhang, Quanwu Monfared, Amir Abbas Tahami Miller, Donald Innov Aging Abstracts Progression of Alzheimer’s disease (AD) may ultimately lead to costly institutional long term care (ILTC) so its avoidance is often a goal of care management. We studied predictors of AD patients transitioning to ILTC in the Veterans Affairs healthcare system (VA). We identified 30,017 Veterans at least 50 years old, with ≥2 ICD-9/10-CM diagnosis codes for AD on separate days, with first AD code in 2013-2018, at least 2 years of prior continuous VA service use, and no prior ILTC. Patients who subsequently transitioned to ILTC (cases) were matched to other AD patients with the same time since first AD code but no ILTC (controls) (median of 13 months; mean age of 80.2 years). The 8,261 matched sets were split randomly to a training sample, where logistic and random forest regressions were used to develop models, and a validation sample, where final models were evaluated. Predictors of ILTC initiation included measures of (1) poor health, such as high morbidity counts (Elixhauser score of 15+, odds ratio=1.31) and weight loss (1.29), (2) heavy service use, such as hospitalization (2.25) and home health care (1.54), and (3) dementia symptoms, such as a diagnosis code for dementia not-otherwise-specified recorded well before the AD code (1.93), functional/mobility difficulties (1.35), and lifestyle or psychosocial problems (1.53). The full model C statistic was 0.78. Transition to ILTC in AD patients is driven by many factors, including comorbidities, need for acute care, nonspecific symptoms of dementias, and functional challenges. Targeted interventions may delay transitions to ILTC. Oxford University Press 2021-12-17 /pmc/articles/PMC8969055/ http://dx.doi.org/10.1093/geroni/igab046.2459 Text en © The Author(s) 2021. Published by Oxford University Press on behalf of The Gerontological Society of America. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Abstracts Davila, Heather Jasuja, Guneet Moo, Lauren Palnati, Madhuri Shao, Qing Zhang, Quanwu Monfared, Amir Abbas Tahami Miller, Donald Factors Driving the Transition of Alzheimer’s Disease Patients to Institutional Long-term Care |
title | Factors Driving the Transition of Alzheimer’s Disease Patients to Institutional Long-term Care |
title_full | Factors Driving the Transition of Alzheimer’s Disease Patients to Institutional Long-term Care |
title_fullStr | Factors Driving the Transition of Alzheimer’s Disease Patients to Institutional Long-term Care |
title_full_unstemmed | Factors Driving the Transition of Alzheimer’s Disease Patients to Institutional Long-term Care |
title_short | Factors Driving the Transition of Alzheimer’s Disease Patients to Institutional Long-term Care |
title_sort | factors driving the transition of alzheimer’s disease patients to institutional long-term care |
topic | Abstracts |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8969055/ http://dx.doi.org/10.1093/geroni/igab046.2459 |
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