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Association between number of medications and hip fractures in Japanese elderly using conditional logistic LASSO regression
To examine the association between hip fracture and associated factors, including polypharmacy, and develop an optimal predictive model, we conducted a population-based matched case–control study using the health insurance claims data on hip fracture among Japanese patients. We included 34,717 hospi...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10558461/ https://www.ncbi.nlm.nih.gov/pubmed/37803071 http://dx.doi.org/10.1038/s41598-023-43876-3 |
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author | Uematsu, Takuya Kawakami, Yuta Nojiri, Shuko Saito, Tomoyuki Irie, Yoshiki Kasai, Takatoshi Hiratsuka, Yoshimune Ishijima, Muneaki Kuroki, Manabu Daida, Hiroyuki Nishizaki, Yuji |
author_facet | Uematsu, Takuya Kawakami, Yuta Nojiri, Shuko Saito, Tomoyuki Irie, Yoshiki Kasai, Takatoshi Hiratsuka, Yoshimune Ishijima, Muneaki Kuroki, Manabu Daida, Hiroyuki Nishizaki, Yuji |
author_sort | Uematsu, Takuya |
collection | PubMed |
description | To examine the association between hip fracture and associated factors, including polypharmacy, and develop an optimal predictive model, we conducted a population-based matched case–control study using the health insurance claims data on hip fracture among Japanese patients. We included 34,717 hospitalized Japanese patients aged ≥ 65 years with hip fracture and 34,717 age- and sex- matched controls who were matched 1:1. This study included 69,434 participants. Overall, 16 variable comorbidities and 60 variable concomitant medications were used as explanatory variables. The participants were added to early elderly and late elderly categories for further analysis. The odds ratio of hip fracture increased with the number of medications only in the early elderly. AUC was highest for early elderly (AUC, 0.74, 95% CI 0.72–0.76). Use of anti-Parkinson’s drugs had the largest coefficient and was the most influential variable in many categories. This study confirmed the association between risk factors, including polypharmacy and hip fracture. The risk of hip fracture increased with an increase in medication number taken by the early elderly and showed good predictive accuracy, whereas there was no such association in the late elderly. Therefore, the early elderly in Japan should be an active target population for hip fracture prevention. |
format | Online Article Text |
id | pubmed-10558461 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-105584612023-10-08 Association between number of medications and hip fractures in Japanese elderly using conditional logistic LASSO regression Uematsu, Takuya Kawakami, Yuta Nojiri, Shuko Saito, Tomoyuki Irie, Yoshiki Kasai, Takatoshi Hiratsuka, Yoshimune Ishijima, Muneaki Kuroki, Manabu Daida, Hiroyuki Nishizaki, Yuji Sci Rep Article To examine the association between hip fracture and associated factors, including polypharmacy, and develop an optimal predictive model, we conducted a population-based matched case–control study using the health insurance claims data on hip fracture among Japanese patients. We included 34,717 hospitalized Japanese patients aged ≥ 65 years with hip fracture and 34,717 age- and sex- matched controls who were matched 1:1. This study included 69,434 participants. Overall, 16 variable comorbidities and 60 variable concomitant medications were used as explanatory variables. The participants were added to early elderly and late elderly categories for further analysis. The odds ratio of hip fracture increased with the number of medications only in the early elderly. AUC was highest for early elderly (AUC, 0.74, 95% CI 0.72–0.76). Use of anti-Parkinson’s drugs had the largest coefficient and was the most influential variable in many categories. This study confirmed the association between risk factors, including polypharmacy and hip fracture. The risk of hip fracture increased with an increase in medication number taken by the early elderly and showed good predictive accuracy, whereas there was no such association in the late elderly. Therefore, the early elderly in Japan should be an active target population for hip fracture prevention. Nature Publishing Group UK 2023-10-06 /pmc/articles/PMC10558461/ /pubmed/37803071 http://dx.doi.org/10.1038/s41598-023-43876-3 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This 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/) . |
spellingShingle | Article Uematsu, Takuya Kawakami, Yuta Nojiri, Shuko Saito, Tomoyuki Irie, Yoshiki Kasai, Takatoshi Hiratsuka, Yoshimune Ishijima, Muneaki Kuroki, Manabu Daida, Hiroyuki Nishizaki, Yuji Association between number of medications and hip fractures in Japanese elderly using conditional logistic LASSO regression |
title | Association between number of medications and hip fractures in Japanese elderly using conditional logistic LASSO regression |
title_full | Association between number of medications and hip fractures in Japanese elderly using conditional logistic LASSO regression |
title_fullStr | Association between number of medications and hip fractures in Japanese elderly using conditional logistic LASSO regression |
title_full_unstemmed | Association between number of medications and hip fractures in Japanese elderly using conditional logistic LASSO regression |
title_short | Association between number of medications and hip fractures in Japanese elderly using conditional logistic LASSO regression |
title_sort | association between number of medications and hip fractures in japanese elderly using conditional logistic lasso regression |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10558461/ https://www.ncbi.nlm.nih.gov/pubmed/37803071 http://dx.doi.org/10.1038/s41598-023-43876-3 |
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