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Development of a prognostic model for 1-year survival after fragile hip fracture in Chinese
BACKGROUND: No prognostic model for the survival of fragile hip fracture has been developed for Asians. The goal of this study was to develop a simple and practical prognostic model to predict survival within 1 year after fragile hip fracture in Asians. METHODS: A single-center retrospective cohort...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8626932/ https://www.ncbi.nlm.nih.gov/pubmed/34838076 http://dx.doi.org/10.1186/s13018-021-02774-y |
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author | Fu, Hairui Liang, Bin Qin, Wei Qiao, Xiaoxiong Liu, Qiang |
author_facet | Fu, Hairui Liang, Bin Qin, Wei Qiao, Xiaoxiong Liu, Qiang |
author_sort | Fu, Hairui |
collection | PubMed |
description | BACKGROUND: No prognostic model for the survival of fragile hip fracture has been developed for Asians. The goal of this study was to develop a simple and practical prognostic model to predict survival within 1 year after fragile hip fracture in Asians. METHODS: A single-center retrospective cohort study was designed. Under a multivariable Cox proportional hazards regression model, we used the preoperative characteristics of patients to predict survival within 1 year after hip fracture. We built a full model and then used the least absolute shrinkage and selection operator (LASSO) method to further shrink the model coefficients and achieved variable screening. Finally, we obtained a LASSO model. The model performance was evaluated with Nagelkerke’s R(2) and the concordance (c) statistic. We assessed the internal validity with a bootstrapping procedure of 1 000 repetitions. RESULTS: A total of 735 eligible patients were admitted to our department for hip fracture from January 2015 to December 2020, but 11 (1.5%) patients were lost to follow-up. Among the remaining patients, 68 (9.3%) died within 1 year after hip fracture. We identified 12 candidate predictors from the preoperative characteristics of the patients. The last model contained nine predictors: surgery, age, albumin, sex, serum creatinine, malignancy, hypertension, ability to live independently, and cardiovascular and cerebrovascular diseases. Among them, surgery, age, and albumin are effective predictors of survival. The discrimination c statistic of the model is 0.814 (95% confidence interval 0.762–0.865); the corrected value through internal validation is 0.795. CONCLUSIONS: This prognostic model can accurately predict a 1-year survival rate for patients with fragile hip fractures. This information can help clinicians develop a reasonable and personalized treatment plan. |
format | Online Article Text |
id | pubmed-8626932 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-86269322021-11-29 Development of a prognostic model for 1-year survival after fragile hip fracture in Chinese Fu, Hairui Liang, Bin Qin, Wei Qiao, Xiaoxiong Liu, Qiang J Orthop Surg Res Research Article BACKGROUND: No prognostic model for the survival of fragile hip fracture has been developed for Asians. The goal of this study was to develop a simple and practical prognostic model to predict survival within 1 year after fragile hip fracture in Asians. METHODS: A single-center retrospective cohort study was designed. Under a multivariable Cox proportional hazards regression model, we used the preoperative characteristics of patients to predict survival within 1 year after hip fracture. We built a full model and then used the least absolute shrinkage and selection operator (LASSO) method to further shrink the model coefficients and achieved variable screening. Finally, we obtained a LASSO model. The model performance was evaluated with Nagelkerke’s R(2) and the concordance (c) statistic. We assessed the internal validity with a bootstrapping procedure of 1 000 repetitions. RESULTS: A total of 735 eligible patients were admitted to our department for hip fracture from January 2015 to December 2020, but 11 (1.5%) patients were lost to follow-up. Among the remaining patients, 68 (9.3%) died within 1 year after hip fracture. We identified 12 candidate predictors from the preoperative characteristics of the patients. The last model contained nine predictors: surgery, age, albumin, sex, serum creatinine, malignancy, hypertension, ability to live independently, and cardiovascular and cerebrovascular diseases. Among them, surgery, age, and albumin are effective predictors of survival. The discrimination c statistic of the model is 0.814 (95% confidence interval 0.762–0.865); the corrected value through internal validation is 0.795. CONCLUSIONS: This prognostic model can accurately predict a 1-year survival rate for patients with fragile hip fractures. This information can help clinicians develop a reasonable and personalized treatment plan. BioMed Central 2021-11-27 /pmc/articles/PMC8626932/ /pubmed/34838076 http://dx.doi.org/10.1186/s13018-021-02774-y 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 Fu, Hairui Liang, Bin Qin, Wei Qiao, Xiaoxiong Liu, Qiang Development of a prognostic model for 1-year survival after fragile hip fracture in Chinese |
title | Development of a prognostic model for 1-year survival after fragile hip fracture in Chinese |
title_full | Development of a prognostic model for 1-year survival after fragile hip fracture in Chinese |
title_fullStr | Development of a prognostic model for 1-year survival after fragile hip fracture in Chinese |
title_full_unstemmed | Development of a prognostic model for 1-year survival after fragile hip fracture in Chinese |
title_short | Development of a prognostic model for 1-year survival after fragile hip fracture in Chinese |
title_sort | development of a prognostic model for 1-year survival after fragile hip fracture in chinese |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8626932/ https://www.ncbi.nlm.nih.gov/pubmed/34838076 http://dx.doi.org/10.1186/s13018-021-02774-y |
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