Background The COVID-19 (SARS-CoV-2) pandemic has significantly affected all aspects of healthcare, including orthopaedics. Due to the unique challenges presented by COVID-19 as well as the distinct timeframes that it will surge in different geographies, much can be learned from the experiences of orthopaedic professionals in many global settings. The goal of this project is to characterize the preparations, strategies, lessons, and personal experiences of orthopaedic trauma surgeons and departments across the world in combating COVID-19. In doing so, we will shed light on current practices and challenges, which may help us manage the current pandemic in addition to preparing for future global pandemics that may arise. Methods A 20-item questionnaire was sent out to 150 orthopaedic trauma surgeons representing 42 countries who were identified based on professional relationships and/or prior involvement in international meetings either led or participated by the senior author. Results The questionnaire was completed by 63 orthopaedic trauma surgeons representing 28 countries and 14 US states. The results of this study show that orthopaedic trauma departments across the world have been greatly impacted by COVID-19 with 91% of participating hospitals currently having a reduced case load compared with pre-COVID-19 and only 17% of respondents currently performing elective orthopaedic surgery. Furthermore, 30% of orthopaedic departments have deployed orthopaedic personnel to non-orthopaedic floors in order to help mitigate the increased patient load and 86% of respondents noted at least some shortage of PPE. Lastly 73% of participating orthopedic departments including those in LMICs, have incorporated telemedicine into their practice with a majority stating that it would most likely become a permanent change to their practice post-COVID-19. Conclusion To our knowledge, this is the largest data set characterizing global COVID-19 situations and responses of orthopaedic trauma practices around the world. There is much to be learned from each of the participants’ responses in order to persevere during the current pandemic, as well as to prepare for future pandemics as it relates specifically to orthopaedic trauma practices.
1 October 2024 in Journal of Experimental Orthopaedics
Purpose: To systematically review the literature regarding machine learning in leg length discrepancy (LLD) and to provide insight into the most relevant manuscripts on this topic in order to highlight the importance and future clinical implications of machine learning in the diagnosis and treatment of LLD.Methods: A systematic electronic search was conducted using PubMed, OVID/Medline and Cochrane libraries in accordance with Preferred Reporting Items for Systematic Review and Meta‐Analysis guidelines. Two observers independently screened the abstracts and titles of potential articles.Results: A total of six studies were identified in the search. All measurements were calculated using standardized anterior‐posterior long‐leg radiographs. Five (83.3%) of the studies used measurements of the femoral length, tibial length and leg length to assess LLD, whereas one (16.6%) study used the iliac crest height difference to quantify LLD. The deep learning models showed excellent reliability in predicting all length measurements with intraclass correlation coefficients ranging from 0.98 to 1.0 and mean absolute error (MAE) values ranging from 0.11 to 0.45 cm. Three studies reported measurements of LLD, and the convolutional neural network model showed the lowest MAE of 0.13 cm in predicting LLD.Conclusions: Machine learning models are effective and efficient in determining LLD. Implementation of these models may reduce cost, improve efficiency and lead to better overall patient outcomes.Clinical Relevance: This review highlights the potential of deep learning (DL) algorithms for accurate and reliable measurement of lower limb length and leg length discrepancy (LLD) on long‐leg radiographs. The reported mean absolute error and intraclass correlation coefficient values indicate that the performance of the DL models was comparable to that of radiologists, suggesting that DL‐based assessments could potentially be used to automate the measurement of lower limb length and LLD in clinical practice.Level of Evidence: Level IV.
1 June 2021 in Journal of Clinical Orthopaedics and Trauma
Background: Arthrofibrosis is a debilitating complication of total knee arthroplasty (TKA) and may benefit from arthroscopic lysis of adhesions (LOA) to improve range of motion and decrease pain. However, the rates of periprosthetic joint infection (PJI) and of the need for future revision TKA (rTKA) have only been studied in a limited capacity in the literature. In this study, we aimed to compare PJI and revision outcomes in patients who had undergone TKA between those who subsequently underwent arthroscopic LOA and those who did not undergo arthroscopic LOA. Methods: The PearlDiver database was utilized to identify patients who had undergone primary TKA between 2016 and 2021. ICD-10 (International Classification of Diseases, Tenth Revision) and CPT (Current Procedural Terminology) codes were then used to identify patients who underwent LOA for arthrofibrosis. The rates of PJI and rTKA were compared between patients who did and did not undergo LOA. Multivariable logistic and Cox regressions, controlling for age, sex, Charlson Comorbidity Index, tobacco use, and a body mass index of >30 kg/m2, were performed to compare the rates of PJI and revision between the LOA and no-LOA groups. Results: A total of 383,143 patients were identified, of whom 703 had undergone arthroscopic LOA. Patients who underwent LOA had higher overall rates of PJI (2.7% versus 1.3%; p = 0.001) and all-cause revision (9.8% versus 1.8%; p < 0.001) than those who did not. Patients who underwent LOA had significantly higher odds of PJI (odds ratio [OR], 2.00; p < 0.014), aseptic loosening-related revision (OR, 3.31; p = 0.002), and all-cause revision (OR, 5.32; p < 0.001) within 1 year after the initial TKA. There was no significant difference in 1-year PJI-related revisions between the groups (OR, 1.71; p = 0.193). In a time-to-event analysis, patients undergoing LOA had significantly higher risks of PJI (p = 0.003) and all-cause revision (p = 0.001) but not PJI-related revision (p = 0.322) or aseptic loosening-related revision (p = 0.111). Conclusions: Arthroscopic LOA after primary TKA was associated with higher rates of PJI and subsequent revision surgery. Surgeons should consider the results of these studies when counseling patients on the importance of early rehabilitation and improving modifiable risk factors after TKA. Level of Evidence: Therapeutic Level III. See Instructions for Authors for a complete description of levels of evidence.
1 April 2021 in Journal of Clinical Orthopaedics and Trauma
Background: Lateral epicondylitis (LE), commonly known as tennis elbow, is a condition involving inflammation of the extensor carpi radialis brevis tendon at its attachment to the lateral epicondyle of the humerus. In recent years, platelet-rich plasma (PRP) therapy, an ortho- biologic treatment, has emerged as a promising option for the treatment of LE. Despite promising results in clinical trials, variability in PRP preparation and administration is a barrier to consistent outcomes. To address this, the Minimum Information for Studies Evaluating Biologics in Orthopedics (MIBO) guidelines were created in 2017 to establish a standardized approach for reporting findings in PRP-based studies. The objective of this study was to analyze and compare the rate of adherence of the MIBO guidelines in the use of PRP in treating LE.Methods: This systematic review evaluates the adherence of studies on PRP for LE to MIBO guidelines using Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Adherence was determined by calculating the total percentage of checklist items that each study adequately and clearly reported from the 46-point checklist.Results: A total of 26 studies (954 patients) were included. Overall, only 52.2% of the 46-point MIBO checklist was reported per article on average with 0 articles displaying adherence rates of 100%. There was no significant difference in the mean adherence rates between studies prior to publication of the MIBO guidelines (45.2%) and after (53.7%).Conclusions: This review demonstrated that studies evaluating the outcomes and procedures of the use of PRP in the setting of LE have poor adherence to MIBO guidelines. There was no difference in the adherence rates in studies published before and after the creation of MIBO guidelines in 2017.