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Multicenter, prospective cohort study: immediate postoperative gains in active range of motion following robotic-assisted total knee replacement compared to a propensity-matched control using manual instrumentation. 多中心、前瞻性队列研究:与使用手动器械的倾向匹配对照相比,机器人辅助全膝关节置换术术后主动活动范围的立即增加。
IF 0.9 4区 医学 Q2 ORTHOPEDICS Pub Date : 2023-12-04 DOI: 10.1186/s42836-023-00216-0
Camdon Fary, Jason Cholewa, Anna N Ren, Scott Abshagen, Mike B Anderson, Krishna Tripuraneni

Background: Range of motion (ROM) following total knee replacement (TKR) has been associated with patient satisfaction and knee function, and is also an early indicator of a successful procedure. Robotic-assisted TKR (raTKR) is considered to reproduce more precise resections, and, as a result, may be associated with improved early patient satisfaction compared to manual TKR (mTKR). The purpose of this study was to evaluate the early postoperative active ROM (aROM) between raTKR and mTKR.

Methods: A total of 216 mTKR patients were propensity-matched, in terms of age, gender, comorbidities, and BMI, to 216 raTKR cases. Intraoperative and immediate postoperative adverse events were collected. Knee flexion and extension aROM were measured preoperatively and at one- and three months after operation.

Results: Changes in flexion aROM were significantly greater in raTKR vs. mTKR at one- (6.9°, 95% CI: 3.5, 10.4°) and three months (4.9°, 95% CI: 2.1, 7.7°). Flexion aROM was greater at three postoperative months compared to preoperative aROM only in the raTKR group, and raTKR patients had higher odds of achieving ≥ 90° of flexion at one month after operation (OR: 2.15, 95% CI: 1.16, 3.99). There were no significant differences between groups in intraoperative (P > 0.999) or postoperative adverse events.

Conclusions: Compared with mTKR, raTKR resulted  in less loss of aROM immediately after operation and a faster recovery of aROM within three months after operation.

Trial registration: Clinicaltrials.gov (NCT# 03737149).

背景:全膝关节置换术(TKR)后的活动范围(ROM)与患者满意度和膝关节功能相关,也是手术成功的早期指标。机器人辅助TKR (raTKR)被认为可以复制更精确的切除,因此,与人工TKR (mTKR)相比,可能与提高早期患者满意度有关。本研究的目的是评估raTKR和mTKR术后早期的活性ROM (aROM)。方法:216例mTKR患者在年龄、性别、合并症和BMI方面与216例raTKR患者进行倾向匹配。收集术中及术后即时不良事件。术前及术后1个月和3个月分别测量膝关节屈曲和伸直aROM。结果:raTKR与mTKR在1 -(6.9°,95% CI: 3.5, 10.4°)和3个月(4.9°,95% CI: 2.1, 7.7°)时屈曲aROM的变化明显大于mTKR。raTKR组术后3个月的屈曲性aROM大于术前仅aROM, raTKR患者术后1个月屈曲≥90°的几率更高(OR: 2.15, 95% CI: 1.16, 3.99)。两组患者术中不良事件及术后不良事件发生率比较,差异均无统计学意义(P > 0.999)。结论:与mTKR相比,raTKR术后即刻aROM损失更少,术后3个月内aROM恢复更快。试验注册:Clinicaltrials.gov (NCT# 03737149)。
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引用次数: 0
The landscape of patellofemoral arthroplasty research: a bibliometric analysis. 髌股关节成形术的研究概况:文献计量学分析。
IF 0.9 4区 医学 Q2 ORTHOPEDICS Pub Date : 2023-12-03 DOI: 10.1186/s42836-023-00215-1
Yao Yang, Yuan Chen, Yingjie Wang, Junjie Wang, Baoliang Lu, Wanbo Zhu, Ning Yang, Junchen Zhu, Chen Zhu, Xianzuo Zhang

Purpose: Patellofemoral arthroplasty (PFA) was shown to be a potentially effective surgical technique for isolated patellofemoral osteoarthritis but varying reports on PFA-related implant failure and complications have rendered the procedure controversial. This study aimed to identify impactful publications, research interests/efforts, and collaborative networks in the field of PFA research.

Methods: The study used the Web of Science Core Collection (WOSCC) database, Medline, Springer, BIOSIS Citation Index, and PubMed to retrieve relevant publications on PFA research published between 1950-2022. Statistical tests in R software were used for analysis while VOSviewer, Bibliometrix, and CiteSpace were employed for data visualization.

Results: Two hundred forty-one articles were analyzed with the number of published papers increasing over time. Knee was the most frequent journal and Clinical Orthopaedics and Related Research was the most cited journal. Clinical outcomes, such as prosthesis survival, revision, and complications, were researched most frequently as demonstrated by keyword analysis. The United States was the top contributor to cooperative networks, followed by the United Kingdom while Technical University Munich formed close ties among authors.

Conclusion: Publications on PFA research have witnessed a notable surge. They primarily came from a limited number of centers and were characterized by low-level evidence. The majority of studies primarily focused on the clinical outcomes of PFA, while revision of PFA and patient satisfaction have emerged as new research areas.

目的:髌股关节置换术(PFA)被证明是治疗孤立性髌股骨关节炎的一种潜在有效的手术技术,但不同的PFA相关植入物失败和并发症的报道使得该手术存在争议。本研究旨在确定PFA研究领域中有影响力的出版物、研究兴趣/努力和合作网络。方法:利用Web of Science Core Collection (WOSCC)数据库、Medline、Springer、BIOSIS引文索引和PubMed检索1950-2022年间发表的PFA相关文献。采用R软件中的统计检验进行分析,采用VOSviewer、Bibliometrix和CiteSpace进行数据可视化。结果:共分析了241篇论文,论文数量随时间的推移而增加。膝关节是被引用频率最高的期刊,临床骨科及相关研究是被引用频率最高的期刊。如关键词分析所示,临床结果,如假体存活、翻修和并发症,是研究最频繁的。美国是合作网络的最大贡献者,其次是英国,慕尼黑工业大学在作者之间建立了密切的联系。结论:关于PFA研究的出版物出现了显著的增长。它们主要来自数量有限的研究中心,证据水平低。大多数研究主要集中在PFA的临床结果上,而PFA的修订和患者满意度已成为新的研究领域。
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引用次数: 0
Factors that increase the rate of periprosthetic dislocation after reverse shoulder arthroplasty. 增加反向肩关节置换术后假体周围脱位率的因素。
IF 0.9 4区 医学 Q2 ORTHOPEDICS Pub Date : 2023-12-02 DOI: 10.1186/s42836-023-00214-2
Chethan Reddy, Nikit Venishetty, Hunter Jones, Varatharaj Mounasamy, Senthil Sambandam

Introduction: Reverse shoulder arthroplasty (RSA) is considered one of the greatest technological innovations in shoulder reconstruction surgery, as evidenced by the fact its growth rate of usage is greatest among all shoulder arthroplasties. However, like all arthroplasties, a post-surgical complication often arises. One of these complications, periprosthetic dislocation (PPD), requires revision and poses, therefore, a burden on both patients and healthcare providers. While PPD is understood to be a complication of RSA, it is unclear to what extent certain risk factors and co-morbidities predispose patients to post-RSA PPD. The purpose of this study was to identify and evaluate the impact of specific risk factors and co-morbidities that contribute to the development of PPD following RSA.

Methods: In this retrospective study, we used the Nationwide Inpatient Sample (NIS) database from 2016-2019 to analyze the prevalence and impact of various risk factors and co-morbidities on the incidence of PPD following RSA. A univariate and subsequent multivariate logistic regression model was made to provide a descriptive association between variables that impact the rates of PPD after RSA.

Results: The NIS database identified 59,925 patients, 1,000 of whom experienced a PPD while the remaining 58,825 were placed in the non-PPD group (controls). The PPD group consisted predominantly of females (53.10%) and Caucasians (86.30%). There was a higher incidence of tobacco-related disorders (P = 0.003), obesity (P < 0.001), morbid obesity (P < 0.001), liver cirrhosis (P < 0.001), and Parkinson's disease (PD) (P < 0.001) in PPD patients compared to controls. Young patients had a 1.89-fold increased odds (OR: 1.89, 95% CI [1.58, 2.26], P < 0.001), patients with tobacco-related disorders had decreased odds (OR: 0.80, 95% CI [0.67, 0.97], P = 0.02), morbidly obese patients had 1.50 times the odds (OR: 1.50, 95% CI [1.14, 1.97]), liver cirrhosis patients had 2.67-fold increased odds (OR: 2.67, 95% CI [1.55, 4.60], P < 0.001), and Parkinson's disease patients had 2.66 times the odds (OR: 2.66, 95% CI [1.78, 3.96], P < 0.001) to develop PPD following RSA compared to patients who did not have the corresponding condition.

Conclusions: Patients with specific risk factors and co-morbidities are predisposed to developing PPD after RSA. Risk factors that were found to be associated with a higher incidence of PPD are gender (female), race (Caucasian), and age (young patients). Analysis revealed the history of tobacco-related disorder, obesity, morbid obesity, liver cirrhosis, and Parkinson's disease increased the odds of developing PPD following RSA. These findings can inform both healthcare providers and patients to improve RSA surgical outcomes and tailor post-surgery recovery programs to fit the patient's needs.

简介:反向肩关节置换术(RSA)被认为是肩关节重建手术中最伟大的技术创新之一,其使用增长率在所有肩关节置换术中是最高的。然而,像所有的关节置换术一样,术后并发症经常出现。其中一种并发症,假体周围脱位(PPD),需要翻修,因此对患者和医疗保健提供者都是一种负担。虽然PPD被认为是RSA的并发症,但尚不清楚某些危险因素和合并症在多大程度上使患者易患RSA后PPD。本研究的目的是确定和评估导致RSA后PPD发展的特定危险因素和合并症的影响。方法:在这项回顾性研究中,我们使用2016-2019年全国住院患者样本(NIS)数据库,分析各种危险因素和合并症对RSA后PPD发病率的影响。建立了单变量和随后的多变量逻辑回归模型,以提供影响RSA后PPD发生率的变量之间的描述性关联。结果:NIS数据库确定了59,925例患者,其中1,000例经历了PPD,而其余58,825例被放置在非PPD组(对照组)。PPD组以女性(53.10%)和白种人(86.30%)为主。与对照组相比,PPD患者中烟草相关疾病(P = 0.003)、肥胖(P < 0.001)、病态肥胖(P < 0.001)、肝硬化(P < 0.001)和帕金森病(P < 0.001)的发生率更高。年轻患者的几率增加1.89倍(OR: 1.89, 95% CI [1.58, 2.26], P < 0.001),烟草相关疾病患者的几率降低(OR: 0.80, 95% CI [0.67, 0.97], P = 0.02),病态肥胖患者的几率增加1.50倍(OR: 1.50, 95% CI[1.14, 1.97]),肝硬化患者的几率增加2.67倍(OR: 2.67, 95% CI [1.55, 4.60], P < 0.001),帕金森病患者的几率增加2.66倍(OR:2.66, 95% CI [1.78, 3.96], P < 0.001),与没有相应疾病的患者相比,RSA后发生PPD。结论:具有特定危险因素和合并症的患者易在RSA术后发生PPD。与PPD高发病率相关的危险因素有性别(女性)、种族(高加索人)和年龄(年轻患者)。分析显示,吸烟相关疾病、肥胖、病态肥胖、肝硬化和帕金森病的病史增加了RSA后发生PPD的几率。这些发现可以为医疗保健提供者和患者提供信息,以改善RSA手术结果,并定制适合患者需求的术后恢复计划。
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引用次数: 0
Acetabular cup positioning in primary routine total hip arthroplasty-a review of current concepts and technologies. 髋臼杯定位在初级常规全髋关节置换术中的应用——当前概念和技术综述。
IF 0.9 4区 医学 Q2 ORTHOPEDICS Pub Date : 2023-12-01 DOI: 10.1186/s42836-023-00213-3
Aravind Sai Sathikumar, George Jacob, Appu Benny Thomas, Jacob Varghese, Venugopal Menon

Introduction: Total hip arthroplasty (THA) has revolutionized the treatment of hip joint arthritis. With the increased popularity and success of the procedure, research has focused on improving implant survival and reducing surgical complications. Optimal component orientation has been a constant focus with various philosophies proposed. Regardless of the philosophy, achieving an accurate acetabular position for each clinical scenario is crucial. In this paper, we review the recent developments in improving the accuracy and ideal positioning of the acetabular cup in routine primary THA.

Methodology: A review of the recent scientific literature for acetabular cup placement in primary THA was performed, with available evidence for safe zones, spinopelvic relationship, preoperative planning, patient-specific instrumentation, navigation THA and robotic THA.

Conclusion: Though the applicability of Lewinnek safe zones has been questioned with an improved understanding of spinopelvic relationships, its role remains in positioning the acetabular cup in a patient with normal spinopelvic alignment and mobility. Evaluation of spinopelvic relationships and accordingly adjusting acetabular anteversion and inclination can significantly reduce the incidence of dislocation in patients with a rigid spine. In using preoperative radiography, the acetabular inclination, anteversion and intraoperative pelvic position should be evaluated. With improving technology and the advent of artificial intelligence, superior and more accurate preoperative planning is possible. Patient-specific instrumentation, navigated and robotic THA have been reported to improve accuracy in acetabular cup positioning as decided preoperatively but any significant clinical advantage over conventional THA is yet to be elucidated.

全髋关节置换术(THA)已经彻底改变了髋关节关节炎的治疗。随着手术的普及和成功,研究的重点是提高种植体的存活率和减少手术并发症。最优组件定向一直是各种哲学提出的焦点。无论原理如何,在每个临床情况下获得准确的髋臼位置是至关重要的。在本文中,我们回顾了在常规初级人工髋关节置换术中提高髋臼杯的准确性和理想定位的最新进展。方法:回顾了近期关于髋臼杯置入术在初级THA中的科学文献,包括安全区域、脊柱-骨盆关系、术前计划、患者特异性器械、导航THA和机器人THA的现有证据。结论:尽管Lewinnek安全区的适用性随着对脊柱-骨盆关系的理解的提高而受到质疑,但其在正常脊柱-骨盆对准和活动的患者中定位髋臼杯的作用仍然存在。评估脊柱与骨盆的关系,并相应地调整髋臼前倾和倾斜,可以显著减少脊柱僵硬患者脱位的发生率。术前影像学检查应评估髋臼倾斜度、前倾和术中骨盆位置。随着技术的进步和人工智能的出现,更优越、更精确的术前规划成为可能。据报道,患者特异性内固定、导航和机器人THA可以提高术前确定的髋臼杯定位的准确性,但与传统THA相比,是否有显著的临床优势尚未得到阐明。
{"title":"Acetabular cup positioning in primary routine total hip arthroplasty-a review of current concepts and technologies.","authors":"Aravind Sai Sathikumar, George Jacob, Appu Benny Thomas, Jacob Varghese, Venugopal Menon","doi":"10.1186/s42836-023-00213-3","DOIUrl":"10.1186/s42836-023-00213-3","url":null,"abstract":"<p><strong>Introduction: </strong>Total hip arthroplasty (THA) has revolutionized the treatment of hip joint arthritis. With the increased popularity and success of the procedure, research has focused on improving implant survival and reducing surgical complications. Optimal component orientation has been a constant focus with various philosophies proposed. Regardless of the philosophy, achieving an accurate acetabular position for each clinical scenario is crucial. In this paper, we review the recent developments in improving the accuracy and ideal positioning of the acetabular cup in routine primary THA.</p><p><strong>Methodology: </strong>A review of the recent scientific literature for acetabular cup placement in primary THA was performed, with available evidence for safe zones, spinopelvic relationship, preoperative planning, patient-specific instrumentation, navigation THA and robotic THA.</p><p><strong>Conclusion: </strong>Though the applicability of Lewinnek safe zones has been questioned with an improved understanding of spinopelvic relationships, its role remains in positioning the acetabular cup in a patient with normal spinopelvic alignment and mobility. Evaluation of spinopelvic relationships and accordingly adjusting acetabular anteversion and inclination can significantly reduce the incidence of dislocation in patients with a rigid spine. In using preoperative radiography, the acetabular inclination, anteversion and intraoperative pelvic position should be evaluated. With improving technology and the advent of artificial intelligence, superior and more accurate preoperative planning is possible. Patient-specific instrumentation, navigated and robotic THA have been reported to improve accuracy in acetabular cup positioning as decided preoperatively but any significant clinical advantage over conventional THA is yet to be elucidated.</p>","PeriodicalId":52831,"journal":{"name":"Arthroplasty","volume":"5 1","pages":"59"},"PeriodicalIF":0.9,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10691035/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138464312","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Prediction of gap balancing based on 2-D radiography in total knee arthroplasty for knee osteoarthritis patients. 基于二维x线片预测膝关节骨关节炎患者全膝关节置换术间隙平衡。
IF 0.9 4区 医学 Q2 ORTHOPEDICS Pub Date : 2023-11-16 DOI: 10.1186/s42836-023-00218-y
Zhuo Zhang, Yang Luo, Chong Zhang, Xin Wang, Tianwei Zhang, Guoqiang Zhang

Background: To investigate the influence of osteophytes on postoperative gap balancing, and to work out a predictive model of the relationship between osteophyte size and gap gaining in primary total knee replacement.

Methods: One hundred and ten patients were enrolled in the study. Pre- and postoperative radiographs were collected and analyzed. They were assigned to the training dataset and test dataset randomly at a ratio of 9:1 by using the statistical package R (version 4.0.5). Size and marginal distances of osteophytes, planned bone cut planes, predicted bone cuts and joint gaps were labeled on the preoperative standing anteroposterior and lateral views, while actual bone cuts and joint gaps were recorded on the postoperative plain films, respectively. Statistical analysis was performed.

Results: Actual joint gaps were significantly related to the distances of medial and lateral predictive bone cutting lines, bone cut thickness on tibial side and posterior condylar, as well as size and marginal distances of osteophytes (P < 0.05). A predictive equation was generated, with a root mean square error (RMSE) of 3.4761 in validation. A 2-D planning system with adjustable input parameters and dim predictive outputs on joint gap was developed. The equation is [Formula: see text] CONCLUSION: Postoperative joint gap can be predicted on the basis of preoperative measurements on 2-D plain films. Larger sample size may help improve the effectiveness and accuracy of the predictive equation.

背景:探讨骨赘对术后间隙平衡的影响,建立原发性全膝关节置换术中骨赘大小与间隙增加关系的预测模型。方法:110例患者入组研究。收集和分析术前和术后的x线片。使用统计软件包R(版本4.0.5)以9:1的比例随机分配到训练数据集和测试数据集。在术前站立正位片和侧位片上标记骨赘的大小和边缘距离、计划的骨切面、预测的骨切面和关节间隙,在术后平片上分别记录实际的骨切面和关节间隙。进行统计学分析。结果:实际关节间隙与内侧和外侧预测切骨线距离、胫骨侧和后髁切骨厚度、骨赘大小和边缘距离显著相关(P
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引用次数: 0
Surgical helmet systems in total joint arthroplasty: assessment of hood sterility and donning technique. 全关节置换术中的外科头盔系统:面罩无菌性和戴上技术的评估。
IF 0.9 4区 医学 Q2 ORTHOPEDICS Pub Date : 2023-11-15 DOI: 10.1186/s42836-023-00212-4
Timothy McAleese, Tiarnán Ó Doinn, James M Broderick, Ross Farrington, Anna-Rose Prior, John F Quinlan

Background: The incidence of prosthetic joint infection (PJI) is increasing, coincident with the rising volume of joint arthroplasty being performed. With recent controversy regarding the efficacy of surgical helmet systems (SHS) in preventing infection, the focus has turned to the correct donning techniques and usage of surgical hoods. The aim of this study was to compare the bacterial contamination of the operating surgeon's gloves after two common donning techniques of SHS hoods. We also evaluated the baseline sterility of the SHS hoods at the beginning of the procedure.

Methods: The bacterial contamination rate was quantified using colony-forming units (CFUs), with 50 trials performed per donning technique. Samples were cultured on 5% Columbia blood agar in ambient air at 37 °C for 48 h and all subsequent bacterial growth was identified using a MALDI-TOF mass spectrometer. In Group 1, the operating surgeon donned their colleague's hood. In Group 2, the operating surgeon had their hood applied by a non-scrubbed colleague. After each trial, the operating surgeon immediately inoculated their gloves onto an agar plate. The immediate sterility of 50 SHS hoods was assessed at two separate zones-the screen (Zone 1) and the neckline (Zone 2).

Results: There was no significant difference in contamination rates between the two techniques (3% vs. 2%, P = 0.99) or between right and left glove contamination rates. Immediately after donning, 6/50 (12%) of SHS hoods cultured an organism. Contamination rates at both the face shield and neckline zones were equivalent. The majority of bacteria cultured were Bacillus species.

Discussion: We found no significant difference in the operating surgeon's glove contamination using two common SHS hood-donning techniques when they were performed under laminar airflow with late fan activation. We suggest the SHS hood should not be assumed to be completely sterile and that gloves are changed if it is touched intraoperatively.

背景:人工关节感染(PJI)的发生率随着人工关节置换术量的增加而增加。随着最近关于手术头盔系统(SHS)在预防感染方面的有效性的争议,焦点已转向正确的戴帽技术和手术帽的使用。本研究的目的是比较两种常见的SHS面罩佩戴技术后手术外科医生手套的细菌污染情况。我们还在程序开始时评估了SHS罩的基线无菌性。方法:采用菌落形成单位(colony forming units, cfu)定量测定细菌污染率,每种技术进行50次试验。样品在5%哥伦比亚血琼脂上于37℃环境空气中培养48 h,随后所有细菌生长使用MALDI-TOF质谱仪进行鉴定。在第一组,手术外科医生戴上他们同事的头罩。在第二组,手术外科医生的头罩由一名未擦洗的同事涂抹。每次试验后,外科医生立即将手套接种到琼脂板上。在两个单独的区域-屏幕(区域1)和领口(区域2)评估50个SHS面罩的即时无菌性。结果:两种技术之间的污染率(3% vs. 2%, P = 0.99)或左右手套污染率之间没有显着差异。穿上后,6/50(12%)的SHS帽立即培养出生物体。面罩和领口区域的污染率相等。培养的细菌以芽孢杆菌为主。讨论:我们发现在层流气流和后期风扇激活下,使用两种常见的SHS连帽技术进行手术时,外科医生的手套污染没有显著差异。我们建议SHS罩不应该被认为是完全无菌的,如果术中接触到它,就要更换手套。
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引用次数: 0
Comparable performance of machine learning algorithms in predicting readmission and complications following total joint arthroplasty with external validation. 机器学习算法在预测全关节置换术后再次入院和并发症方面的可比较性能与外部验证。
IF 0.9 4区 医学 Q2 ORTHOPEDICS Pub Date : 2023-11-08 DOI: 10.1186/s42836-023-00208-0
Hashim J F Shaikh, Mina Botros, Gabriel Ramirez, Caroline P Thirukumaran, Benjamin Ricciardi, Thomas G Myers

Background: The purpose of the study was to use Machine Learning (ML) to construct a risk calculator for patients who undergo Total Joint Arthroplasty (TJA) on the basis of New York State Statewide Planning and Research Cooperative System (SPARCS) data and externally validate the calculator on a single TJA center.

Methods: Seven ML algorithms, i.e., logistic regression, adaptive boosting, gradient boosting (Xg Boost), random forest (RF) classifier, support vector machine, and single and a five-layered neural network were trained on the derivation cohort. Models were trained on 68% of data, validated on 15%, tested on 15%, and externally validated on 2% of the data from a single arthroplasty center.

Results: Validation of the models showed that the RF classifier performed best in terms of 30-d mortality AUROC (Area Under the Receiver Operating Characteristic) 0.78, 30-d readmission (AUROC 0.61) and 90-d composite complications (AUROC 0.73) amongst the test set. Additionally, Xg Boost was found to be the best predicting model for 90-d readmission and 90-d composite complications (AUC 0.73). External validation demonstrated that models achieved similar AUROCs to the test set although variation occurred in top model performance for 90-d composite complications and readmissions between our test and external validation set.

Conclusion: This was the first study to investigate the use of ML to create a predictive risk calculator from state-wide data and then externally validate it with data from a single arthroplasty center. Discrimination between best performing ML models and between the test set and the external validation set are comparable.

Level of evidence: III.

背景:本研究的目的是使用机器学习(ML),在纽约州规划和研究合作系统(SPARCS)数据的基础上,为接受全关节置换术(TJA)的患者构建一个风险计算器,并在单个TJA中心对该计算器进行外部验证。方法:在推导队列上训练七种ML算法,即逻辑回归、自适应增强、梯度增强(Xg-Boost)、随机森林(RF)分类器、支持向量机以及单层和五层神经网络。模型根据68%的数据进行训练,15%进行验证,15%进行测试,2%的数据来自单个关节成形术中心进行外部验证。结果:模型的验证表明,在测试集中,RF分类器在30天死亡率AUROC(受试者操作特征下面积)0.78、30天再次入院(AUROC 0.61)和90天复合并发症(AUROC0.73)方面表现最好。此外,Xg Boost被发现是90-d再入院和90-d复合并发症的最佳预测模型(AUC 0.73)。外部验证表明,尽管我们的测试和外部验证集之间90-d复合复杂性和再入院的顶级模型性能发生了变化,但模型实现了与测试集相似的AUROC。结论:这是第一项研究使用ML根据全州数据创建预测风险计算器,然后用单个关节成形术中心的数据进行外部验证。性能最好的ML模型之间以及测试集和外部验证集之间的区别是可比较的。证据级别:三。
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引用次数: 0
Improved perioperative narcotic usage patterns in patients undergoing robotic-assisted compared to manual total hip arthroplasty. 与人工全髋关节置换术相比,接受机器人辅助手术的患者围手术期麻醉药品使用模式有所改善。
IF 0.9 4区 医学 Q2 ORTHOPEDICS Pub Date : 2023-11-04 DOI: 10.1186/s42836-023-00211-5
Graham B J Buchan, Zachary Bernhard, Christian J Hecht, Graeme A Davis, Trevor Pickering, Atul F Kamath

Background: Robot-assisted total hip arthroplasty (RA-THA) improves accuracy in achieving the planned acetabular cup positioning compared to conventional manual THA (mTHA), but optimal dosage for peri-RA-THA and mTHA pain relief remains unclear. This study aimed to compare pain control with opioids between patients undergoing direct anterior approach THA with the use of a novel, fluoroscopic-assisted RA-THA system compared to opioid consumption associated with fluoroscopic-assisted, manual technique.

Methods: Retrospective cohort analysis was performed on a consecutive series of patients who received mTHA and fluoroscopy-based RA-THA. The average amount of postoperative narcotics in morphine milligram equivalents (MME) given to each cohort was compared, including during the in-hospital and post-discharge periods. Analyses were performed on the overall cohort, as well as stratified by opioid-naïve and opioid-tolerant patients.

Results: The RA-THA cohort had significantly lower total postoperative narcotic use compared to the mTHA cohort (103.7 vs. 127.8 MME; P < 0.05). This difference was similarly seen amongst opioid-tolerant patients (123.6 vs. 181.3 MME; P < 0.05). The RA-THA cohort had lower total in-hospital narcotics use compared to the mTHA cohort (42.3 vs. 66.4 MME; P < 0.05), consistent across opioid-naïve and opioid-tolerant patients. No differences were seen in post-discharge opioid use between groups.

Conclusions: Fluoroscopy-based RA-THA is associated with lower postoperative opioid use, including during the immediate perioperative period, when compared to manual techniques. This may have importance in rapid recovery protocols and mitigating episode burden of care.

背景:与传统的人工全髋关节置换术(mTHA)相比,机器人辅助全髋关节置换(RA-THA)提高了实现计划髋臼杯定位的准确性,但RA周围THA和mTHA疼痛缓解的最佳剂量尚不清楚。本研究旨在比较使用新型荧光镜辅助RA-THA系统进行直接前路THA的患者与阿片类药物的疼痛控制,以及与荧光镜辅助手动技术相关的阿片类物质消耗。方法:对连续一系列接受mTHA和基于荧光透视的RA-THA的患者进行回顾性队列分析。比较了每个队列的术后吗啡毫克当量(MME)的平均麻醉剂量,包括住院期间和出院后。对整个队列进行分析,并按阿片类药物幼稚和阿片类药耐受患者进行分层。结果:与mTHA队列相比,RA-THA队列的术后总麻醉剂使用量显著较低(103.7 vs.127.8 MME;P 结论:与手动技术相比,基于荧光镜的RA-THA与术后阿片类药物使用率较低有关,包括在围手术期。这可能对快速康复方案和减轻发作护理负担具有重要意义。
{"title":"Improved perioperative narcotic usage patterns in patients undergoing robotic-assisted compared to manual total hip arthroplasty.","authors":"Graham B J Buchan, Zachary Bernhard, Christian J Hecht, Graeme A Davis, Trevor Pickering, Atul F Kamath","doi":"10.1186/s42836-023-00211-5","DOIUrl":"10.1186/s42836-023-00211-5","url":null,"abstract":"<p><strong>Background: </strong>Robot-assisted total hip arthroplasty (RA-THA) improves accuracy in achieving the planned acetabular cup positioning compared to conventional manual THA (mTHA), but optimal dosage for peri-RA-THA and mTHA pain relief remains unclear. This study aimed to compare pain control with opioids between patients undergoing direct anterior approach THA with the use of a novel, fluoroscopic-assisted RA-THA system compared to opioid consumption associated with fluoroscopic-assisted, manual technique.</p><p><strong>Methods: </strong>Retrospective cohort analysis was performed on a consecutive series of patients who received mTHA and fluoroscopy-based RA-THA. The average amount of postoperative narcotics in morphine milligram equivalents (MME) given to each cohort was compared, including during the in-hospital and post-discharge periods. Analyses were performed on the overall cohort, as well as stratified by opioid-naïve and opioid-tolerant patients.</p><p><strong>Results: </strong>The RA-THA cohort had significantly lower total postoperative narcotic use compared to the mTHA cohort (103.7 vs. 127.8 MME; P < 0.05). This difference was similarly seen amongst opioid-tolerant patients (123.6 vs. 181.3 MME; P < 0.05). The RA-THA cohort had lower total in-hospital narcotics use compared to the mTHA cohort (42.3 vs. 66.4 MME; P < 0.05), consistent across opioid-naïve and opioid-tolerant patients. No differences were seen in post-discharge opioid use between groups.</p><p><strong>Conclusions: </strong>Fluoroscopy-based RA-THA is associated with lower postoperative opioid use, including during the immediate perioperative period, when compared to manual techniques. This may have importance in rapid recovery protocols and mitigating episode burden of care.</p>","PeriodicalId":52831,"journal":{"name":"Arthroplasty","volume":"5 1","pages":"56"},"PeriodicalIF":0.9,"publicationDate":"2023-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10625224/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71488835","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Understanding the use of artificial intelligence for implant analysis in total joint arthroplasty: a systematic review. 了解人工智能在全关节置换术中植入物分析的应用:一项系统综述。
IF 0.9 4区 医学 Q2 ORTHOPEDICS Pub Date : 2023-11-03 DOI: 10.1186/s42836-023-00209-z
Aakash K Shah, Monish S Lavu, Christian J Hecht, Robert J Burkhart, Atul F Kamath

Introduction: In recent years, there has been a significant increase in the development of artificial intelligence (AI) algorithms aimed at reviewing radiographs after total joint arthroplasty (TJA). This disruptive technology is particularly promising in the context of preoperative planning for revision TJA. Yet, the efficacy of AI algorithms regarding TJA implant analysis has not been examined comprehensively.

Methods: PubMed, EBSCO, and Google Scholar electronic databases were utilized to identify all studies evaluating AI algorithms related to TJA implant analysis between 1 January 2000, and 27 February 2023 (PROSPERO study protocol registration: CRD42023403497). The mean methodological index for non-randomized studies score was 20.4 ± 0.6. We reported the accuracy, sensitivity, specificity, positive predictive value, and area under the curve (AUC) for the performance of each outcome measure.

Results: Our initial search yielded 374 articles, and a total of 20 studies with three main use cases were included. Sixteen studies analyzed implant identification, two addressed implant failure, and two addressed implant measurements. Each use case had a median AUC and accuracy above 0.90 and 90%, respectively, indicative of a well-performing AI algorithm. Most studies failed to include explainability methods and conduct external validity testing.

Conclusion: These findings highlight the promising role of AI in recognizing implants in TJA. Preliminary studies have shown strong performance in implant identification, implant failure, and accurately measuring implant dimensions. Future research should follow a standardized guideline to develop and train models and place a strong emphasis on transparency and clarity in reporting results.

Level of evidence: Level III.

引言:近年来,旨在审查全关节置换术(TJA)后射线照片的人工智能(AI)算法的发展显著增加。这种颠覆性技术在TJA翻修术前计划方面尤其有前景。然而,人工智能算法在TJA植入物分析方面的功效尚未得到全面检验。方法:利用PubMed、EBSCO和Google Scholar电子数据库确定2000年1月1日至2023年2月27日期间评估与TJA植入物分析相关的人工智能算法的所有研究(PROSPERO研究方案注册号:CRD42023403497)。非随机研究得分的平均方法指数为20.4 ± 0.6.我们报告了每项结果测量的准确性、敏感性、特异性、阳性预测值和曲线下面积(AUC)。结果:我们最初的搜索产生了374篇文章,总共包括了20项研究,其中有三个主要用例。16项研究分析了植入物识别,两项研究涉及植入物故障,两项涉及植入物测量。每个用例的中位AUC和准确度分别高于0.90和90%,表明AI算法性能良好。大多数研究都没有包括可解释性方法和进行外部有效性测试。结论:这些发现突出了人工智能在识别TJA植入物方面的前景。初步研究表明,在植入物识别、植入物失效和准确测量植入物尺寸方面具有强大的性能。未来的研究应遵循标准化的指导方针来开发和培训模型,并强调报告结果的透明度和清晰度。证据级别:三级。
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引用次数: 0
Robotic arm-assisted unicondylar knee arthroplasty resulted in superior radiological accuracy: a propensity score-matched analysis. 机器人手臂辅助单髁膝关节置换术具有卓越的放射学准确性:倾向评分匹配分析。
IF 0.9 4区 医学 Q2 ORTHOPEDICS Pub Date : 2023-11-02 DOI: 10.1186/s42836-023-00210-6
Matthew H Y Yeung, Henry Fu, Amy Cheung, Vincent Chan Wai Kwan, Man Hong Cheung, Ping Keung Chan, Kwong Yuen Chiu, Chun Hoi Yan

Introduction: Unicompartmental knee arthroplasty (UKA) is an effective surgical treatment for medial compartment arthritis of the knee, yet surgical outcomes are directly related to surgical execution. Robotic arm-assisted surgery aims to address these difficulties by allowing for detailed preoperative planning, real-time intraoperative assessment and haptic-controlled bone removal. This study aimed to compare the clinical and radiological outcomes between conventional manual mobile bearing and robot arm-assisted fixed bearing medial UKA in our local population.

Materials and methods: This is a retrospective case-control study of 148 UKAs performed at an academic institution with a minimum of 1-year follow-up. 74 robotic arm-assisted UKAs were matched to 74 conventional UKAs via propensity score matching. Radiological outcomes included postoperative mechanical axis and individual component alignment. Clinical parameters included a range of motion, Knee Society knee score and functional assessment taken before, 6 and 12 months after the operation.

Results: Robot arm-assisted UKA produced a more neutral component coronal alignment in both femoral component (robotic -0.2 ± 2.8, manual 2.6 ± 2.3; P = 0.043) and tibial component (robotic -0.3 ± 4.0, manual 1.7 ± 5.3; P < 0.001). While the postoperative mechanical axis was comparable, robot arm-assisted UKA demonstrated a smaller posterior tibial slope (robotic 5.7 ± 2.7, manual 8.2 ± 3.3; P = 0.02). Clinical outcomes did not show any statistically significant differences.

Conclusion: Compared with conventional UKA, robotic arm-assisted UKA demonstrated improved component alignment and comparable clinical outcomes. Improved radiological accuracy with robotic-arm assistance demonstrated promising early results.

引言:单室膝关节置换术(UKA)是治疗膝内侧室关节炎的有效手术方法,但手术结果与手术执行直接相关。机器人手臂辅助手术旨在通过详细的术前计划、实时的术中评估和触觉控制的骨切除来解决这些困难。本研究旨在比较我们当地人群中传统手动移动轴承和机械臂辅助固定轴承中间UKA的临床和放射学结果。材料和方法:这是一项在学术机构进行的148例UKA的回顾性病例对照研究,至少有1年的随访。74个机械臂辅助UKA通过倾向评分匹配与74个常规UKA匹配。放射学结果包括术后机械轴和单个部件对齐。临床参数包括手术前、手术后6个月和12个月的活动范围、膝关节学会膝关节评分和功能评估。结果:机械臂辅助UKA在两个股骨组件中产生了更中性的组件冠状对齐(机械臂-0.2 ± 2.8,手册2.6 ± 2.3;P = 0.043)和胫骨部件(机器人-0.3 ± 4.0,手动1.7 ± 5.3;P 结论:与传统UKA相比,机械臂辅助UKA显示出改进的部件对齐和可比的临床结果。机器人手臂辅助提高了放射学准确性,显示出了有希望的早期结果。
{"title":"Robotic arm-assisted unicondylar knee arthroplasty resulted in superior radiological accuracy: a propensity score-matched analysis.","authors":"Matthew H Y Yeung, Henry Fu, Amy Cheung, Vincent Chan Wai Kwan, Man Hong Cheung, Ping Keung Chan, Kwong Yuen Chiu, Chun Hoi Yan","doi":"10.1186/s42836-023-00210-6","DOIUrl":"10.1186/s42836-023-00210-6","url":null,"abstract":"<p><strong>Introduction: </strong>Unicompartmental knee arthroplasty (UKA) is an effective surgical treatment for medial compartment arthritis of the knee, yet surgical outcomes are directly related to surgical execution. Robotic arm-assisted surgery aims to address these difficulties by allowing for detailed preoperative planning, real-time intraoperative assessment and haptic-controlled bone removal. This study aimed to compare the clinical and radiological outcomes between conventional manual mobile bearing and robot arm-assisted fixed bearing medial UKA in our local population.</p><p><strong>Materials and methods: </strong>This is a retrospective case-control study of 148 UKAs performed at an academic institution with a minimum of 1-year follow-up. 74 robotic arm-assisted UKAs were matched to 74 conventional UKAs via propensity score matching. Radiological outcomes included postoperative mechanical axis and individual component alignment. Clinical parameters included a range of motion, Knee Society knee score and functional assessment taken before, 6 and 12 months after the operation.</p><p><strong>Results: </strong>Robot arm-assisted UKA produced a more neutral component coronal alignment in both femoral component (robotic -0.2 ± 2.8, manual 2.6 ± 2.3; P = 0.043) and tibial component (robotic -0.3 ± 4.0, manual 1.7 ± 5.3; P < 0.001). While the postoperative mechanical axis was comparable, robot arm-assisted UKA demonstrated a smaller posterior tibial slope (robotic 5.7 ± 2.7, manual 8.2 ± 3.3; P = 0.02). Clinical outcomes did not show any statistically significant differences.</p><p><strong>Conclusion: </strong>Compared with conventional UKA, robotic arm-assisted UKA demonstrated improved component alignment and comparable clinical outcomes. Improved radiological accuracy with robotic-arm assistance demonstrated promising early results.</p>","PeriodicalId":52831,"journal":{"name":"Arthroplasty","volume":"5 1","pages":"55"},"PeriodicalIF":0.9,"publicationDate":"2023-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10621242/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71429078","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Arthroplasty
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