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Predictors of 1‐year drug‐related admissions in older multimorbid hospitalized adults
BACKGROUND: Identifying patients at high risk of drug‐related hospital admission (DRA) may help to efficiently target preventive interventions. We developed a score to predict DRAs in older patients with multimorbidity and polypharmacy. METHODS: We used participants from the multicenter European OPE...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley & Sons, Inc.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9305949/ https://www.ncbi.nlm.nih.gov/pubmed/35064571 http://dx.doi.org/10.1111/jgs.17667 |
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author | Aubert, Carole E. Rodondi, Nicolas Netzer, Seraina Dalleur, Olivia Spinewine, Anne Maanen, Clara Drenth‐van Knol, Wilma O'Mahony, Denis Aujesky, Drahomir Donzé, Jacques |
author_facet | Aubert, Carole E. Rodondi, Nicolas Netzer, Seraina Dalleur, Olivia Spinewine, Anne Maanen, Clara Drenth‐van Knol, Wilma O'Mahony, Denis Aujesky, Drahomir Donzé, Jacques |
author_sort | Aubert, Carole E. |
collection | PubMed |
description | BACKGROUND: Identifying patients at high risk of drug‐related hospital admission (DRA) may help to efficiently target preventive interventions. We developed a score to predict DRAs in older patients with multimorbidity and polypharmacy. METHODS: We used participants from the multicenter European OPERAM trial (“Optimising PharmacothERapy in the Mutlimorbid Elderly”). We assessed the association between easily identifiable predictors and 1‐year DRAs by univariable logistic regression. Variables with p‐value< 0.20 were taken forward to backward regression. We retained all variables with p < 0.05 in the model. We assessed the C‐statistic, calibration (observed/predicted proportions), and overall accuracy (scaled Brier score, <0.25 indicating a useful model) of the score, and internally validated it by tenfold cross‐validation. RESULTS: Within 1 year, 435/1879 (23.2%) patients (mean age 79.4 years) had a DRA. The score included seven variables: previous hospitalizations, non‐elective admission, hypertension, cirrhosis with portal hypertension, chronic kidney disease, diuretic, oral corticosteroid. The C‐statistic was 0.64 (95% CI 0.61–0.67). Patients with <1 point had a 12.4% predicted and observed risk of DRA, while those with >3 points had a 40.4% predicted and 38.9% observed risk of DRA. The scaled Brier score was 0.05. Calibration showed an adequate match between predicted and observed proportions. CONCLUSION: Comorbidities related to drug metabolism, specific medications, non‐elective admission, and a history of hospitalization, were associated with a higher risk of DRA. Awareness of these associations and the score we developed may help identify patients most likely to benefit from preventive interventions. |
format | Online Article Text |
id | pubmed-9305949 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley & Sons, Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-93059492022-07-28 Predictors of 1‐year drug‐related admissions in older multimorbid hospitalized adults Aubert, Carole E. Rodondi, Nicolas Netzer, Seraina Dalleur, Olivia Spinewine, Anne Maanen, Clara Drenth‐van Knol, Wilma O'Mahony, Denis Aujesky, Drahomir Donzé, Jacques J Am Geriatr Soc Regular Issue Content BACKGROUND: Identifying patients at high risk of drug‐related hospital admission (DRA) may help to efficiently target preventive interventions. We developed a score to predict DRAs in older patients with multimorbidity and polypharmacy. METHODS: We used participants from the multicenter European OPERAM trial (“Optimising PharmacothERapy in the Mutlimorbid Elderly”). We assessed the association between easily identifiable predictors and 1‐year DRAs by univariable logistic regression. Variables with p‐value< 0.20 were taken forward to backward regression. We retained all variables with p < 0.05 in the model. We assessed the C‐statistic, calibration (observed/predicted proportions), and overall accuracy (scaled Brier score, <0.25 indicating a useful model) of the score, and internally validated it by tenfold cross‐validation. RESULTS: Within 1 year, 435/1879 (23.2%) patients (mean age 79.4 years) had a DRA. The score included seven variables: previous hospitalizations, non‐elective admission, hypertension, cirrhosis with portal hypertension, chronic kidney disease, diuretic, oral corticosteroid. The C‐statistic was 0.64 (95% CI 0.61–0.67). Patients with <1 point had a 12.4% predicted and observed risk of DRA, while those with >3 points had a 40.4% predicted and 38.9% observed risk of DRA. The scaled Brier score was 0.05. Calibration showed an adequate match between predicted and observed proportions. CONCLUSION: Comorbidities related to drug metabolism, specific medications, non‐elective admission, and a history of hospitalization, were associated with a higher risk of DRA. Awareness of these associations and the score we developed may help identify patients most likely to benefit from preventive interventions. John Wiley & Sons, Inc. 2022-01-22 2022-05 /pmc/articles/PMC9305949/ /pubmed/35064571 http://dx.doi.org/10.1111/jgs.17667 Text en © 2022 The Authors. Journal of the American Geriatrics Society published by Wiley Periodicals LLC on behalf of The American Geriatrics Society. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Regular Issue Content Aubert, Carole E. Rodondi, Nicolas Netzer, Seraina Dalleur, Olivia Spinewine, Anne Maanen, Clara Drenth‐van Knol, Wilma O'Mahony, Denis Aujesky, Drahomir Donzé, Jacques Predictors of 1‐year drug‐related admissions in older multimorbid hospitalized adults |
title | Predictors of 1‐year drug‐related admissions in older multimorbid hospitalized adults |
title_full | Predictors of 1‐year drug‐related admissions in older multimorbid hospitalized adults |
title_fullStr | Predictors of 1‐year drug‐related admissions in older multimorbid hospitalized adults |
title_full_unstemmed | Predictors of 1‐year drug‐related admissions in older multimorbid hospitalized adults |
title_short | Predictors of 1‐year drug‐related admissions in older multimorbid hospitalized adults |
title_sort | predictors of 1‐year drug‐related admissions in older multimorbid hospitalized adults |
topic | Regular Issue Content |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9305949/ https://www.ncbi.nlm.nih.gov/pubmed/35064571 http://dx.doi.org/10.1111/jgs.17667 |
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