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Preoperative risk factors for postoperative blood transfusion after hip fracture surgery: establishment of a nomogram

BACKGROUND: This study aimed to explore the preoperative risk factors related to blood transfusion after hip fracture operations and to establish a nomogram prediction model. The application of this model will likely reduce unnecessary transfusions and avoid wasting blood products. METHODS: This was...

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Autores principales: Bian, Fu Cheng, Cheng, Xiao Kang, An, Yong Sheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8220667/
https://www.ncbi.nlm.nih.gov/pubmed/34162408
http://dx.doi.org/10.1186/s13018-021-02557-5
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author Bian, Fu Cheng
Cheng, Xiao Kang
An, Yong Sheng
author_facet Bian, Fu Cheng
Cheng, Xiao Kang
An, Yong Sheng
author_sort Bian, Fu Cheng
collection PubMed
description BACKGROUND: This study aimed to explore the preoperative risk factors related to blood transfusion after hip fracture operations and to establish a nomogram prediction model. The application of this model will likely reduce unnecessary transfusions and avoid wasting blood products. METHODS: This was a retrospective analysis of all patients undergoing hip fracture surgery from January 2013 to January 2020. Univariate and multivariate logistic regression analyses were used to evaluate the association between preoperative risk factors and blood transfusion after hip fracture operations. Finally, the risk factors obtained from the multivariate regression analysis were used to establish the nomogram model. The validation of the nomogram was assessed by the concordance index (C-index), the receiver operating characteristic (ROC) curve, decision curve analysis (DCA), and calibration curves. RESULTS: A total of 820 patients were included in the present study for evaluation. Multivariate logistic regression analysis demonstrated that low preoperative hemoglobin (Hb), general anesthesia (GA), non-use of tranexamic acid (TXA), and older age were independent risk factors for blood transfusion after hip fracture operation. The C-index of this model was 0.86 (95% CI, 0.83–0.89). Internal validation proved the nomogram model’s adequacy and accuracy, and the results showed that the predicted value agreed well with the actual values. CONCLUSIONS: A nomogram model was developed based on independent risk factors for blood transfusion after hip fracture surgery. Preoperative intervention can effectively reduce the incidence of blood transfusion after hip fracture operations.
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spelling pubmed-82206672021-06-23 Preoperative risk factors for postoperative blood transfusion after hip fracture surgery: establishment of a nomogram Bian, Fu Cheng Cheng, Xiao Kang An, Yong Sheng J Orthop Surg Res Research Article BACKGROUND: This study aimed to explore the preoperative risk factors related to blood transfusion after hip fracture operations and to establish a nomogram prediction model. The application of this model will likely reduce unnecessary transfusions and avoid wasting blood products. METHODS: This was a retrospective analysis of all patients undergoing hip fracture surgery from January 2013 to January 2020. Univariate and multivariate logistic regression analyses were used to evaluate the association between preoperative risk factors and blood transfusion after hip fracture operations. Finally, the risk factors obtained from the multivariate regression analysis were used to establish the nomogram model. The validation of the nomogram was assessed by the concordance index (C-index), the receiver operating characteristic (ROC) curve, decision curve analysis (DCA), and calibration curves. RESULTS: A total of 820 patients were included in the present study for evaluation. Multivariate logistic regression analysis demonstrated that low preoperative hemoglobin (Hb), general anesthesia (GA), non-use of tranexamic acid (TXA), and older age were independent risk factors for blood transfusion after hip fracture operation. The C-index of this model was 0.86 (95% CI, 0.83–0.89). Internal validation proved the nomogram model’s adequacy and accuracy, and the results showed that the predicted value agreed well with the actual values. CONCLUSIONS: A nomogram model was developed based on independent risk factors for blood transfusion after hip fracture surgery. Preoperative intervention can effectively reduce the incidence of blood transfusion after hip fracture operations. BioMed Central 2021-06-23 /pmc/articles/PMC8220667/ /pubmed/34162408 http://dx.doi.org/10.1186/s13018-021-02557-5 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
Bian, Fu Cheng
Cheng, Xiao Kang
An, Yong Sheng
Preoperative risk factors for postoperative blood transfusion after hip fracture surgery: establishment of a nomogram
title Preoperative risk factors for postoperative blood transfusion after hip fracture surgery: establishment of a nomogram
title_full Preoperative risk factors for postoperative blood transfusion after hip fracture surgery: establishment of a nomogram
title_fullStr Preoperative risk factors for postoperative blood transfusion after hip fracture surgery: establishment of a nomogram
title_full_unstemmed Preoperative risk factors for postoperative blood transfusion after hip fracture surgery: establishment of a nomogram
title_short Preoperative risk factors for postoperative blood transfusion after hip fracture surgery: establishment of a nomogram
title_sort preoperative risk factors for postoperative blood transfusion after hip fracture surgery: establishment of a nomogram
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8220667/
https://www.ncbi.nlm.nih.gov/pubmed/34162408
http://dx.doi.org/10.1186/s13018-021-02557-5
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