Intraoperative Periprosthetic Fractures in Total Hip Arthroplasty: A 1.6-Million-Patient Analysis of Complications, Costs, and the Challenges in AI-Based Prediction

被引:1
|
作者
Maman, David [1 ,2 ]
Steinfeld, Yaniv [1 ,2 ]
Yonai, Yaniv [1 ,2 ]
Fournier, Linor [1 ,2 ]
Bar, Ofek [3 ]
Safir, Oleg [4 ,5 ]
Berkovich, Yaron [1 ,2 ]
机构
[1] Carmel Hosp, Dept Orthoped, IL-3436212 Haifa, Israel
[2] Techn Israel Inst Technol, IL-2611001 Haifa, Israel
[3] Lithuanian Univ Hlth Sci, Fac Med, LT-44307 Kaunas, Lithuania
[4] Mt Sinai Hosp, Dept Orthopaed Surg, Toronto, ON M5G 1X5, Canada
[5] Univ Toronto, Fac Med, Toronto, ON M5R 0A3, Canada
关键词
total hip arthroplasty; big data; artificial intelligence; periprosthetic fracture; INCREASED RISK; FEMUR;
D O I
10.3390/jcm13226862
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: Periprosthetic fractures following total hip arthroplasty are serious complications occurring in up to 2.4% of primary cases, contributing to significant morbidity, extended hospital stays, and elevated healthcare costs. Predicting these fractures remains a challenge despite advances in surgical techniques and prosthetic materials. Methods: This study analyzed 1,634,615 cases of primary THA from the NIS database (2016-2019) using propensity score matching to compare outcomes between patients with and without intraoperative periprosthetic fractures. Predictive models, including logistic regression, decision tree, and deep neural network, were evaluated for their ability to predict fracture risk. Results: Patients with periprosthetic fractures exhibited a 14-fold increase in pulmonary embolism risk, a 12-fold increase in infections, and a 5-fold increase in hip dislocations. Fractures extended hospital stays (3.8 vs. 2.5 days) and added approximately USD 32,000 in costs per patient. The predictive models yielded low accuracy (AUC max = 0.605), underscoring the complexity of predicting periprosthetic fractures. Conclusions: Intraoperative periprosthetic fractures in THA significantly elevate complication rates, costs, and length of stay. Despite extensive modeling efforts, accurate prediction remains difficult, highlighting the need to focus on preventive strategies, such as improved surgical techniques and real-time intraoperative monitoring.
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页数:12
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