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Prediction of fracture nonunion leading to secondary surgery in patients with distal femur fractures
AIMS: Several previously identified patient-, injury-, and treatment-related factors are associated with the development of nonunion in distal femur fractures. However, the predictive value of these factors is not well defined. We aimed to assess the predictive ability of previously identified risk...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The British Editorial Society of Bone & Joint Surgery
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10425244/ https://www.ncbi.nlm.nih.gov/pubmed/37580052 http://dx.doi.org/10.1302/2633-1462.48.BJO-2023-0077.R1 |
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author | Sainio, Heini Rämö, Lasse Reito, Aleksi Silvasti-Lundell, Marja Lindahl, Jan |
author_facet | Sainio, Heini Rämö, Lasse Reito, Aleksi Silvasti-Lundell, Marja Lindahl, Jan |
author_sort | Sainio, Heini |
collection | PubMed |
description | AIMS: Several previously identified patient-, injury-, and treatment-related factors are associated with the development of nonunion in distal femur fractures. However, the predictive value of these factors is not well defined. We aimed to assess the predictive ability of previously identified risk factors in the development of nonunion leading to secondary surgery in distal femur fractures. METHODS: We conducted a retrospective cohort study of adult patients with traumatic distal femur fracture treated with lateral locking plate between 2009 and 2018. The patients who underwent secondary surgery due to fracture healing problem or plate failure were considered having nonunion. Background knowledge of risk factors of distal femur fracture nonunion based on previous literature was used to form an initial set of variables. A logistic regression model was used with previously identified patient- and injury-related variables (age, sex, BMI, diabetes, smoking, periprosthetic fracture, open fracture, trauma energy, fracture zone length, fracture comminution, medial side comminution) in the first analysis and with treatment-related variables (different surgeon-controlled factors, e.g. plate length, screw placement, and proximal fixation) in the second analysis to predict the nonunion leading to secondary surgery in distal femur fractures. RESULTS: We were able to include 299 fractures in 291 patients. Altogether, 31/299 fractures (10%) developed nonunion. In the first analysis, pseudo-R(2) was 0.27 and area under the receiver operating characteristic curve (AUC) was 0.81. BMI was the most important variable in the prediction. In the second analysis, pseudo-R(2) was 0.06 and AUC was 0.67. Plate length was the most important variable in the prediction. CONCLUSION: The model including patient- and injury-related factors had moderate fit and predictive ability in the prediction of distal femur fracture nonunion leading to secondary surgery. BMI was the most important variable in prediction of nonunion. Surgeon-controlled factors had a minor role in prediction of nonunion. Cite this article: Bone Jt Open 2023;4(8):584–593. |
format | Online Article Text |
id | pubmed-10425244 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | The British Editorial Society of Bone & Joint Surgery |
record_format | MEDLINE/PubMed |
spelling | pubmed-104252442023-08-15 Prediction of fracture nonunion leading to secondary surgery in patients with distal femur fractures Sainio, Heini Rämö, Lasse Reito, Aleksi Silvasti-Lundell, Marja Lindahl, Jan Bone Jt Open Trauma AIMS: Several previously identified patient-, injury-, and treatment-related factors are associated with the development of nonunion in distal femur fractures. However, the predictive value of these factors is not well defined. We aimed to assess the predictive ability of previously identified risk factors in the development of nonunion leading to secondary surgery in distal femur fractures. METHODS: We conducted a retrospective cohort study of adult patients with traumatic distal femur fracture treated with lateral locking plate between 2009 and 2018. The patients who underwent secondary surgery due to fracture healing problem or plate failure were considered having nonunion. Background knowledge of risk factors of distal femur fracture nonunion based on previous literature was used to form an initial set of variables. A logistic regression model was used with previously identified patient- and injury-related variables (age, sex, BMI, diabetes, smoking, periprosthetic fracture, open fracture, trauma energy, fracture zone length, fracture comminution, medial side comminution) in the first analysis and with treatment-related variables (different surgeon-controlled factors, e.g. plate length, screw placement, and proximal fixation) in the second analysis to predict the nonunion leading to secondary surgery in distal femur fractures. RESULTS: We were able to include 299 fractures in 291 patients. Altogether, 31/299 fractures (10%) developed nonunion. In the first analysis, pseudo-R(2) was 0.27 and area under the receiver operating characteristic curve (AUC) was 0.81. BMI was the most important variable in the prediction. In the second analysis, pseudo-R(2) was 0.06 and AUC was 0.67. Plate length was the most important variable in the prediction. CONCLUSION: The model including patient- and injury-related factors had moderate fit and predictive ability in the prediction of distal femur fracture nonunion leading to secondary surgery. BMI was the most important variable in prediction of nonunion. Surgeon-controlled factors had a minor role in prediction of nonunion. Cite this article: Bone Jt Open 2023;4(8):584–593. The British Editorial Society of Bone & Joint Surgery 2023-08-15 /pmc/articles/PMC10425244/ /pubmed/37580052 http://dx.doi.org/10.1302/2633-1462.48.BJO-2023-0077.R1 Text en © 2023 Author(s) et al. https://creativecommons.org/licenses/by-nc-nd/4.0/https://online.boneandjoint.org.uk/TDMThis is an open-access article distributed under the terms of the Creative Commons Attribution Non-Commercial No Derivatives (CC BY-NC-ND 4.0) licence, which permits the copying and redistribution of the work only, and provided the original author and source are credited. See https://creativecommons.org/licenses/by-nc-nd/4.0/ |
spellingShingle | Trauma Sainio, Heini Rämö, Lasse Reito, Aleksi Silvasti-Lundell, Marja Lindahl, Jan Prediction of fracture nonunion leading to secondary surgery in patients with distal femur fractures |
title | Prediction of fracture nonunion leading to secondary surgery in patients with distal femur fractures |
title_full | Prediction of fracture nonunion leading to secondary surgery in patients with distal femur fractures |
title_fullStr | Prediction of fracture nonunion leading to secondary surgery in patients with distal femur fractures |
title_full_unstemmed | Prediction of fracture nonunion leading to secondary surgery in patients with distal femur fractures |
title_short | Prediction of fracture nonunion leading to secondary surgery in patients with distal femur fractures |
title_sort | prediction of fracture nonunion leading to secondary surgery in patients with distal femur fractures |
topic | Trauma |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10425244/ https://www.ncbi.nlm.nih.gov/pubmed/37580052 http://dx.doi.org/10.1302/2633-1462.48.BJO-2023-0077.R1 |
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