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Risk factors for perioperative acute heart failure in older hip fracture patients and establishment of a nomogram predictive model
AIM: This study aims to explore the risk factors for perioperative acute heart failure in older patients with hip fracture and establish a nomogram prediction model. METHODS: The present study was a retrospective study. From January 2020 to December 2021, patients who underwent surgical treatment fo...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10170845/ https://www.ncbi.nlm.nih.gov/pubmed/37165391 http://dx.doi.org/10.1186/s13018-023-03825-2 |
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author | Tian, Miao Li, Wenjing Wang, Yan Tian, Yunxu Zhang, Kexin Li, Xiuting Zhu, Yanbin |
author_facet | Tian, Miao Li, Wenjing Wang, Yan Tian, Yunxu Zhang, Kexin Li, Xiuting Zhu, Yanbin |
author_sort | Tian, Miao |
collection | PubMed |
description | AIM: This study aims to explore the risk factors for perioperative acute heart failure in older patients with hip fracture and establish a nomogram prediction model. METHODS: The present study was a retrospective study. From January 2020 to December 2021, patients who underwent surgical treatment for hip fracture at the Third Hospital of Hebei Medical University were included. Heart failure was confirmed by discharge diagnosis or medical records. The samples were randomly divided into modeling and validation cohorts in a ratio of 7:3. Relevant demographic and clinic data of patients were collected. IBM SPSS Statistics 26.0 performed univariate and multivariate logistic regression analysis, to obtain the risk factors of acute heart failure. The R software was used to construct the nomogram prediction model. RESULTS: A total of 751 older patients with hip fracture were enrolled in this study, of which 138 patients (18.37%, 138/751) developed acute heart failure. Heart failure was confirmed by discharge diagnosis or medical records. Respiratory disease (odd ratio 7.68; 95% confidence interval 3.82–15.43; value of P 0.001), history of heart disease (chronic heart failure excluded) (odd ratio 2.21, 95% confidence interval 1.18–4.12; value of P 0.010), ASA ≥ 3 (odd ratio 14.46, 95% confidence interval 7.78–26.87; value of P 0.001), and preoperative waiting time ≤ 2 days (odd ratio 3.32, 95% confidence interval 1.33–8.30; value of P 0.010) were independent risk factors of perioperative acute heart failure in older patients with hip fracture. The area under the curve (AUC) of the prediction model based on these factors was calculated to be 0.877 (95% confidence interval 0.836–0.918). The sensitivity and specificity were 82.8% and 80.9%, respectively, and the fitting degree of the model was good. In the internal validation group, the AUC was 0.910, and the 95% confidence interval was 0.869–0.950. CONCLUSIONS: Several risk factors are identified for acute heart failure in older patients, based on which pragmatic nomogram prediction model is developed, facilitating detection of patients at risk early. |
format | Online Article Text |
id | pubmed-10170845 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-101708452023-05-11 Risk factors for perioperative acute heart failure in older hip fracture patients and establishment of a nomogram predictive model Tian, Miao Li, Wenjing Wang, Yan Tian, Yunxu Zhang, Kexin Li, Xiuting Zhu, Yanbin J Orthop Surg Res Research Article AIM: This study aims to explore the risk factors for perioperative acute heart failure in older patients with hip fracture and establish a nomogram prediction model. METHODS: The present study was a retrospective study. From January 2020 to December 2021, patients who underwent surgical treatment for hip fracture at the Third Hospital of Hebei Medical University were included. Heart failure was confirmed by discharge diagnosis or medical records. The samples were randomly divided into modeling and validation cohorts in a ratio of 7:3. Relevant demographic and clinic data of patients were collected. IBM SPSS Statistics 26.0 performed univariate and multivariate logistic regression analysis, to obtain the risk factors of acute heart failure. The R software was used to construct the nomogram prediction model. RESULTS: A total of 751 older patients with hip fracture were enrolled in this study, of which 138 patients (18.37%, 138/751) developed acute heart failure. Heart failure was confirmed by discharge diagnosis or medical records. Respiratory disease (odd ratio 7.68; 95% confidence interval 3.82–15.43; value of P 0.001), history of heart disease (chronic heart failure excluded) (odd ratio 2.21, 95% confidence interval 1.18–4.12; value of P 0.010), ASA ≥ 3 (odd ratio 14.46, 95% confidence interval 7.78–26.87; value of P 0.001), and preoperative waiting time ≤ 2 days (odd ratio 3.32, 95% confidence interval 1.33–8.30; value of P 0.010) were independent risk factors of perioperative acute heart failure in older patients with hip fracture. The area under the curve (AUC) of the prediction model based on these factors was calculated to be 0.877 (95% confidence interval 0.836–0.918). The sensitivity and specificity were 82.8% and 80.9%, respectively, and the fitting degree of the model was good. In the internal validation group, the AUC was 0.910, and the 95% confidence interval was 0.869–0.950. CONCLUSIONS: Several risk factors are identified for acute heart failure in older patients, based on which pragmatic nomogram prediction model is developed, facilitating detection of patients at risk early. BioMed Central 2023-05-10 /pmc/articles/PMC10170845/ /pubmed/37165391 http://dx.doi.org/10.1186/s13018-023-03825-2 Text en © The Author(s) 2023 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 Tian, Miao Li, Wenjing Wang, Yan Tian, Yunxu Zhang, Kexin Li, Xiuting Zhu, Yanbin Risk factors for perioperative acute heart failure in older hip fracture patients and establishment of a nomogram predictive model |
title | Risk factors for perioperative acute heart failure in older hip fracture patients and establishment of a nomogram predictive model |
title_full | Risk factors for perioperative acute heart failure in older hip fracture patients and establishment of a nomogram predictive model |
title_fullStr | Risk factors for perioperative acute heart failure in older hip fracture patients and establishment of a nomogram predictive model |
title_full_unstemmed | Risk factors for perioperative acute heart failure in older hip fracture patients and establishment of a nomogram predictive model |
title_short | Risk factors for perioperative acute heart failure in older hip fracture patients and establishment of a nomogram predictive model |
title_sort | risk factors for perioperative acute heart failure in older hip fracture patients and establishment of a nomogram predictive model |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10170845/ https://www.ncbi.nlm.nih.gov/pubmed/37165391 http://dx.doi.org/10.1186/s13018-023-03825-2 |
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