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Examining the association of social risk with heart failure readmission in the Veterans Health Administration

BACKGROUND: Previous research has found that social risk factors are associated with an increased risk of 30-day readmission. We aimed to assess the association of 5 social risk factors (living alone, lack of social support, marginal housing, substance abuse, and low income) with 30-day Heart Failur...

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Autores principales: Wray, Charlie M., Vali, Marzieh, Walter, Louise C., Christensen, Lee, Chapman, Wendy, Austin, Peter C., Byers, Amy L., Keyhani, Salomeh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8393433/
https://www.ncbi.nlm.nih.gov/pubmed/34445974
http://dx.doi.org/10.1186/s12913-021-06888-1
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author Wray, Charlie M.
Vali, Marzieh
Walter, Louise C.
Christensen, Lee
Chapman, Wendy
Austin, Peter C.
Byers, Amy L.
Keyhani, Salomeh
author_facet Wray, Charlie M.
Vali, Marzieh
Walter, Louise C.
Christensen, Lee
Chapman, Wendy
Austin, Peter C.
Byers, Amy L.
Keyhani, Salomeh
author_sort Wray, Charlie M.
collection PubMed
description BACKGROUND: Previous research has found that social risk factors are associated with an increased risk of 30-day readmission. We aimed to assess the association of 5 social risk factors (living alone, lack of social support, marginal housing, substance abuse, and low income) with 30-day Heart Failure (HF) hospital readmissions within the Veterans Health Affairs (VA) and the impact of their inclusion on hospital readmission model performance. METHODS: We performed a retrospective cohort study using chart review and VA and Centers for Medicare and Medicaid Services (CMS) administrative data from a random sample of 1,500 elderly (≥ 65 years) Veterans hospitalized for HF in 2012. Using logistic regression, we examined whether any of the social risk factors were associated with 30-day readmission after adjusting for age alone and clinical variables used by CMS in its 30-day risk stratified readmission model. The impact of these five social risk factors on readmission model performance was assessed by comparing c-statistics, likelihood ratio tests, and the Hosmer-Lemeshow goodness-of-fit statistic. RESULTS: The prevalence varied among the 5 risk factors; low income (47 % vs. 47 %), lives alone (18 % vs. 19 %), substance abuse (14 % vs. 16 %), lacks social support (2 % vs. <1 %), and marginal housing (< 1 % vs. 3 %) among readmitted and non-readmitted patients, respectively. Controlling for clinical factors contained in CMS readmission models, a lack of social support was found to be associated with an increased risk of 30-day readmission (OR 4.8, 95 %CI 1.35–17.88), while marginal housing was noted to decrease readmission risk (OR 0.21, 95 %CI 0.03–0.87). Living alone (OR: 0.9, 95 %CI 0.64–1.26), substance abuse (OR 0.91, 95 %CI 0.67–1.22), and having low income (OR 1.01, 95 %CI 0.77–1.31) had no association with HF readmissions. Adding the five social risk factors to a CMS-based model (age and comorbid conditions; c-statistic 0.62) did not improve model performance (c-statistic: 0.62). CONCLUSIONS: While a lack of social support was associated with 30-day readmission in the VA, its prevalence was low. Moreover, the inclusion of some social risk factors did not improve readmission model performance. In an integrated healthcare system like the VA, social risk factors may have a limited effect on 30-day readmission outcomes. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12913-021-06888-1.
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spelling pubmed-83934332021-08-27 Examining the association of social risk with heart failure readmission in the Veterans Health Administration Wray, Charlie M. Vali, Marzieh Walter, Louise C. Christensen, Lee Chapman, Wendy Austin, Peter C. Byers, Amy L. Keyhani, Salomeh BMC Health Serv Res Research Article BACKGROUND: Previous research has found that social risk factors are associated with an increased risk of 30-day readmission. We aimed to assess the association of 5 social risk factors (living alone, lack of social support, marginal housing, substance abuse, and low income) with 30-day Heart Failure (HF) hospital readmissions within the Veterans Health Affairs (VA) and the impact of their inclusion on hospital readmission model performance. METHODS: We performed a retrospective cohort study using chart review and VA and Centers for Medicare and Medicaid Services (CMS) administrative data from a random sample of 1,500 elderly (≥ 65 years) Veterans hospitalized for HF in 2012. Using logistic regression, we examined whether any of the social risk factors were associated with 30-day readmission after adjusting for age alone and clinical variables used by CMS in its 30-day risk stratified readmission model. The impact of these five social risk factors on readmission model performance was assessed by comparing c-statistics, likelihood ratio tests, and the Hosmer-Lemeshow goodness-of-fit statistic. RESULTS: The prevalence varied among the 5 risk factors; low income (47 % vs. 47 %), lives alone (18 % vs. 19 %), substance abuse (14 % vs. 16 %), lacks social support (2 % vs. <1 %), and marginal housing (< 1 % vs. 3 %) among readmitted and non-readmitted patients, respectively. Controlling for clinical factors contained in CMS readmission models, a lack of social support was found to be associated with an increased risk of 30-day readmission (OR 4.8, 95 %CI 1.35–17.88), while marginal housing was noted to decrease readmission risk (OR 0.21, 95 %CI 0.03–0.87). Living alone (OR: 0.9, 95 %CI 0.64–1.26), substance abuse (OR 0.91, 95 %CI 0.67–1.22), and having low income (OR 1.01, 95 %CI 0.77–1.31) had no association with HF readmissions. Adding the five social risk factors to a CMS-based model (age and comorbid conditions; c-statistic 0.62) did not improve model performance (c-statistic: 0.62). CONCLUSIONS: While a lack of social support was associated with 30-day readmission in the VA, its prevalence was low. Moreover, the inclusion of some social risk factors did not improve readmission model performance. In an integrated healthcare system like the VA, social risk factors may have a limited effect on 30-day readmission outcomes. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12913-021-06888-1. BioMed Central 2021-08-26 /pmc/articles/PMC8393433/ /pubmed/34445974 http://dx.doi.org/10.1186/s12913-021-06888-1 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research Article
Wray, Charlie M.
Vali, Marzieh
Walter, Louise C.
Christensen, Lee
Chapman, Wendy
Austin, Peter C.
Byers, Amy L.
Keyhani, Salomeh
Examining the association of social risk with heart failure readmission in the Veterans Health Administration
title Examining the association of social risk with heart failure readmission in the Veterans Health Administration
title_full Examining the association of social risk with heart failure readmission in the Veterans Health Administration
title_fullStr Examining the association of social risk with heart failure readmission in the Veterans Health Administration
title_full_unstemmed Examining the association of social risk with heart failure readmission in the Veterans Health Administration
title_short Examining the association of social risk with heart failure readmission in the Veterans Health Administration
title_sort examining the association of social risk with heart failure readmission in the veterans health administration
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8393433/
https://www.ncbi.nlm.nih.gov/pubmed/34445974
http://dx.doi.org/10.1186/s12913-021-06888-1
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