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Racial and Gender Shoulder Arthroplasty Utilization Disparities of High- and Low-Volume Centers in New York State. 纽约州高容量和低容量中心肩关节置换术的种族和性别差异。
Pub Date : 2021-10-01 eCollection Date: 2021-01-01 DOI: 10.1177/24715492211041901
Alexander R Markes, Ayoosh Pareek, Addisu Mesfin, C Benjamin Ma, Derek Ward

Introduction: The literature has consistently demonstrated utilization disparities in joint replacement procedures, though no studies have evaluated disparities in total shoulder arthroplasty with regard to operative volume.

Methods: We queried the New York (NY) Statewide Planning and Research Cooperative System (SPARCS) database for 32 410 total shoulder arthroplasties performed between 2009 and 2017. Patients were identified using Clinical Classifications Software code 154 for Non-Hip/Knee Arthroplasty and All Patient Refined-Diagnosis Related Group code 322 for Shoulder. Racial groups included Hispanic, non-Hispanic white, non-Hispanic black, and Other. High-volume centers were facilities that performed 2 standard deviations above the mean annual procedures. Utilization rates were calculated by dividing total shoulder arthroplasties per group by the 2010 NY Census population of that group. The Fisher exact test was used to determine significance.

Results: Total shoulder arthroplasty utilization increased from 43/100 000 to 73/100 000, two-thirds of which was driven by an increase in white resident utilization. More White residents per 100 000 underwent shoulder arthroplasty than Black, Hispanic, and Other residents per 100 000 residents of their respective race. White residents were 90% more likely than Hispanic residents to undergo total shoulder arthroplasty at high-volume centers (P = .04). There were no differences in utilization rate regarding operative volume comparing Black or Other residents to White residents. More females underwent total shoulder arthroplasty than males, though there was no difference in utilization rate regarding operative volume.

Conclusion: Though total shoulder arthroplasty utilization nearly doubled, disparities persisted across gender and minority groups particularly in Hispanic utilization as White residents were 90% more likely than Hispanic residents to undergo shoulder arthroplasty at high-volume centers.

引言:虽然没有研究评估全肩关节置换术在手术量方面的差异,但文献一致证明了关节置换术的应用差异。方法:我们查询了纽约州(NY)全州规划与研究合作系统(SPARCS)数据库中2009年至2017年进行的32410例全肩关节置换术。非髋关节/膝关节置换术使用临床分类软件代码154,肩关节使用所有患者精细诊断相关组代码322对患者进行识别。种族群体包括西班牙裔、非西班牙裔白人、非西班牙裔黑人和其他。大容量中心是比年平均程序高出2个标准差的设施。通过将每组肩关节置换术总人数除以该组2010年纽约人口普查人口,计算出利用率。使用Fisher精确检验来确定显著性。结果:全肩关节置换术使用率从43/10万增加到73/10万,其中三分之二是由于白人居民使用率的增加。每10万人中接受肩关节置换术的白人居民多于各自种族的黑人、西班牙裔和其他居民。白人居民比西班牙裔居民在大容量中心接受全肩关节置换术的可能性高90% (P = 0.04)。黑人或其他族裔居民与白人居民在手术量利用率方面无差异。女性接受全肩关节置换术的人数多于男性,但在手术体积利用率方面没有差异。结论:尽管肩关节置换术的总使用率几乎翻了一番,但性别和少数群体之间的差异仍然存在,特别是在西班牙裔的使用率方面,白人居民比西班牙裔居民在大容量中心接受肩关节置换术的可能性高90%。
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引用次数: 2
Maximizing Muscle Function in Cuff-Deficient Shoulders: A Rehabilitation Proposal for Reverse Arthroplasty. 最大限度地发挥袖带缺陷肩部的肌肉功能:一种反向关节置换术的康复建议。
Pub Date : 2021-07-01 eCollection Date: 2021-01-01 DOI: 10.1177/24715492211023302
Helen Razmjou, Varda van Osnabrugge, Mark Anunciacion, Andrea Nunn, Darren Drosdowech, Ania Roszkowski, Analia Szafirowicz, Dragana Boljanovic, Amy Wainwright, Diane Nam

Purpose: The purpose of this review is to describe the role of altered joint biomechanics in reverse shoulder arthroplasty and to propose a rehabilitation protocol for a cuff-deficient glenohumeral joint based on the current evidence.Methods and Materials: The proposed rehabilitation incorporates the principles of pertinent muscle loading while considering risk factors and surgical complications.

Results: In light of altered function of shoulder muscles in reverse arthroplasty, scapular plane abduction should be more often utilized as it better activates deltoid, teres minor, upper trapezius, and serratus anterior. Given the absence of supraspinatus and infraspinatus and reduction of external rotation moment arm of the deltoid in reverse arthroplasty, significant recovery of external rotation may not occur, although an intact teres minor may assist external rotation in the elevated position.

Conclusion: Improving the efficiency of deltoid function before and after reverse shoulder arthroplasty is a key factor in the rehabilitation of the cuff deficient shoulders. Performing exercises in scapular plane and higher abduction angles activates deltoid and other important muscles more efficiently and optimizes surgical outcomes.

目的:本综述的目的是描述改变的关节生物力学在反向肩关节置换术中的作用,并根据目前的证据提出一种针对袖带缺陷的盂肱关节的康复方案。方法和材料:建议的康复结合了相关肌肉负荷的原则,同时考虑了危险因素和手术并发症。结果:由于肩胛骨平面外展能更好地激活三角肌、小圆肌、上斜方肌和前锯肌,因此在逆行关节置换术中肩部肌肉功能改变的情况下,应更多地使用它。在逆行关节置换术中,由于冈上肌和冈下肌的缺失以及三角肌外旋力矩臂的减少,尽管完整的小圆肌可能有助于升高位置的外旋,但外旋可能不会明显恢复。结论:提高肩带缺损肩关节置换术前后三角肌功能的效率是实现肩带缺损肩关节康复的关键因素。肩胛骨平面和较高外展角的锻炼可以更有效地激活三角肌和其他重要肌肉,优化手术效果。
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引用次数: 1
Outpatient Shoulder Arthroplasty-A Systematic Review. 门诊肩关节置换术:系统综述。
Pub Date : 2021-06-25 eCollection Date: 2021-01-01 DOI: 10.1177/24715492211028025
Sachin Allahabadi, Edward C Cheung, Jonathan D Hodax, Brian T Feeley, Chunbong B Ma, Drew A Lansdown

Objective: Recent reports have shown that outpatient shoulder arthroplasty (SA) may be a safe alternative to inpatient management in appropriately selected patients. The purpose was to review the literature reporting on outpatient SA.

Methods: A systematic review of publications on outpatient SA was performed. Included publications discussed patients who were discharged on the same calendar day or within 23 hours from surgery. Articles were categorized by discussions on complications, readmissions, and safety, patient selection, pain management strategies, cost effectiveness, and patient and surgeon satisfaction.

Results: Twenty-six articles were included. Patients undergoing outpatient SA were younger and with a lower BMI than those undergoing inpatient SA. Larger database studies reported more medical complications for patients undergoing inpatient compared to outpatient SA. Articles on pain management strategies discussed both single shot and continuous interscalene blocks with similar outcomes. Both patients and surgeons reported high levels of satisfaction following outpatient SA, and cost analysis studies demonstrated significant cost savings for outpatient SA.

Conclusion: In appropriately selected patients, outpatient SA can be a safe, cost-saving alternative to inpatient care and may lead to high satisfaction of both patients and physicians, though further studies are needed to clarify appropriate utilization of outpatient SA.

目的:最近的报道表明,在适当选择的患者中,门诊肩关节置换术(SA)可能是一种安全的替代住院治疗的方法。目的是回顾门诊SA的文献报道。方法:系统回顾门诊SA的相关文献。纳入的出版物讨论了在同一天或手术后23小时内出院的患者。文章根据并发症、再入院、安全性、患者选择、疼痛管理策略、成本效益以及患者和外科医生满意度的讨论进行分类。结果:纳入26篇文献。接受门诊SA的患者比接受住院SA的患者更年轻,BMI更低。较大的数据库研究报告了住院患者与门诊患者相比有更多的医疗并发症。关于疼痛管理策略的文章讨论了单次注射和连续斜角肌间阻滞的相似结果。患者和外科医生都报告了门诊SA后的高满意度,成本分析研究表明门诊SA显著节省了成本。结论:在适当选择的患者中,门诊SA可以是一种安全,节省成本的住院治疗替代方案,并且可能导致患者和医生的高满意度,尽管需要进一步的研究来明确门诊SA的适当使用。
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引用次数: 7
Does Preservation of Coracoacromial Ligament Reduce the Acromial Stress Pathology Following Reverse Total Shoulder Arthroplasty? 保留喙肩峰韧带能减少反向全肩关节置换术后的肩峰应激病理吗?
Pub Date : 2021-06-14 eCollection Date: 2021-01-01 DOI: 10.1177/24715492211022171
Chang Hee Baek Md, Jung Gon Kim Md, Dong Hyeon Lee Md, Gyu Rim Baek

Introduction: Acromial pathologies (AP), such as acromial stress reaction (ASR), acromial stress occult fracture (ASOF), and acromial stress fracture (ASF), are known as complications that deteriorate the clinical score and patient satisfaction after reverse total shoulder arthroplasty (RSA). Several factors that increase stress on the acromion have been reported as risk factors for AP, but this is also unclear. Thecoracoacromial ligament (CAL) is a structure that distributes the stress loading on such an acromion, although its importance has been mentioned, there is a lack of research. Therefore, we investigated the incidence of AP according to the preservation of the CAL and whether it is a risk factor.

Methods: The study was retrospectively conducted on patients who underwent RSA from 2016 and 2018. Patients with CAL transection was classified into group 1 and CAL preservation was classified into group 2. ASR and ASOF were identified through symptoms and ultrasound, and ASF identified through simple radiograph or computed tomography. The incidence of AP in each group was checked and compared.

Results: Of the total of 265 patients. Among 197 cases of group 1, 21 cases of ASR(10.7%), 28 cases of ASOF (14.2%),10 cases of ASF (5.1%), and 59 cases of total AP (29.4%). Among 68 cases in group 2, 2 cases (2.9%) of ASR, 6 cases of ASOF(8.8%), 1 case of ASF (1.5%), and 9 cases of total AP (13.2%). It was confirmed that ASR and ASOP were significantly decreased in the group preserving CAL. (P = .008).

Conclusion: In the case of preservation of CAL during surgery, it was confirmed that the incidence of ASR, ASOF was reduced. Therefore, preservation of CAL can be regarded as a modifiable risk factor that can reduce the risk of AP by distributing the stress applied to acromion after RSA surgery.

肩峰病变(AP),如肩峰应激反应(ASR)、肩峰应力隐匿性骨折(ASOF)和肩峰应力性骨折(ASF),是众所周知的并发症,会降低逆行全肩关节置换术(RSA)后的临床评分和患者满意度。几个增加肩峰压力的因素已被报道为AP的危险因素,但这也不清楚。喙峰韧带(coracoacromiial ligament, CAL)是一种分配肩峰应力负荷的结构,虽然其重要性已被提及,但缺乏研究。因此,我们根据CAL的保存情况以及它是否是一个危险因素来调查AP的发生率。方法:回顾性研究2016年至2018年行RSA手术的患者。CAL横断患者分为1组,CAL保留患者分为2组。通过症状和超声诊断ASR和ASOF,通过简单的x线片或计算机断层扫描诊断ASF。检查比较各组AP的发生率。结果:共265例患者。1组197例中,ASR 21例(10.7%),ASOF 28例(14.2%),ASF 10例(5.1%),总AP 59例(29.4%)。2组68例中,ASR 2例(2.9%),ASOF 6例(8.8%),ASF 1例(1.5%),总AP 9例(13.2%)。结果证实,保留CAL组ASR和ASOP显著降低(P = 0.008)。结论:在术中保留CAL的情况下,证实ASR、ASOF的发生率降低。因此,保留CAL可以被视为一个可改变的危险因素,可以通过分散RSA手术后肩峰的应力来降低AP的风险。
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引用次数: 2
Reverse Total Shoulder Arthroplasty Baseplate Stability in Superior Bone Loss With Augmented Implant. 反向全肩关节置换术增强假体治疗重度骨质流失的基底稳定性。
Pub Date : 2021-06-13 eCollection Date: 2021-01-01 DOI: 10.1177/24715492211020689
Elise J Martin, Thomas R Duquin, Mark T Ehrensberger

Background: Glenoid bone loss is commonly encountered in cases of rotator cuff tear arthropathy and can create challenges during reverse shoulder arthroplasty. In this study, we sought to investigate the biomechanical properties of a new treatment option for superior glenoid defect, an augmented reverse total shoulder baseplate.

Methods: Three conditions were examined: non-augmented baseplate without defect, non-augmented baseplate with defect, and augmented baseplate with defect. The augmented baseplates included a 30-degree half wedge which also matched the created superior defect. The samples were cyclically loaded at a 60° simulated abduction angle to mimic baseplate loosening. The migration and micromotion of the baseplate were measured on the superior edge using a 3D Digital Image Correlation System.

Results: The migration measured in the augmented baseplate showed no significant difference when compared to the no defect or defect cases. In terms of micromotion, the augmented baseplate showed values that were between the micromotions reported for the no defect and defect conditions, but not by a statistically significant amount.

Conclusion: This study provides biomechanical evidence that augmented baseplates can reduce the amount of micromotion experienced by the RSA construct in the presence of significant superior glenoid bone deficiency, but do not fully restore stability to that of a full contact non-augmented baseplate.

背景:肩胛盂骨丢失在肩袖撕裂性关节病中是常见的,并且可以在反向肩关节置换术中带来挑战。在这项研究中,我们试图研究一种治疗上盂关节缺损的新选择的生物力学特性,即加强型反向全肩基板。方法:观察无缺损的非增厚底板、有缺损的非增厚底板和有缺损的增厚底板三种情况。增加的底板包括一个30度的半楔,这也与产生的优越缺陷相匹配。样品以60°模拟外展角循环加载以模拟底板松动。利用三维数字图像相关系统在上边缘测量了基板的移动和微动。结果:与无缺损和有缺损的病例相比,在增强后的底板中测量的迁移量无显著差异。在微运动方面,增强的底板显示的值介于无缺陷和有缺陷条件下的微运动之间,但没有统计学意义上的显著量。结论:本研究提供的生物力学证据表明,在存在明显的上盂骨缺损的情况下,增强基板可以减少RSA结构所经历的微运动量,但不能完全恢复到完全接触非增强基板的稳定性。
{"title":"Reverse Total Shoulder Arthroplasty Baseplate Stability in Superior Bone Loss With Augmented Implant.","authors":"Elise J Martin,&nbsp;Thomas R Duquin,&nbsp;Mark T Ehrensberger","doi":"10.1177/24715492211020689","DOIUrl":"https://doi.org/10.1177/24715492211020689","url":null,"abstract":"<p><strong>Background: </strong>Glenoid bone loss is commonly encountered in cases of rotator cuff tear arthropathy and can create challenges during reverse shoulder arthroplasty. In this study, we sought to investigate the biomechanical properties of a new treatment option for superior glenoid defect, an augmented reverse total shoulder baseplate.</p><p><strong>Methods: </strong>Three conditions were examined: non-augmented baseplate without defect, non-augmented baseplate with defect, and augmented baseplate with defect. The augmented baseplates included a 30-degree half wedge which also matched the created superior defect. The samples were cyclically loaded at a 60<sup>°</sup> simulated abduction angle to mimic baseplate loosening. The migration and micromotion of the baseplate were measured on the superior edge using a 3D Digital Image Correlation System.</p><p><strong>Results: </strong>The migration measured in the augmented baseplate showed no significant difference when compared to the no defect or defect cases. In terms of micromotion, the augmented baseplate showed values that were between the micromotions reported for the no defect and defect conditions, but not by a statistically significant amount.</p><p><strong>Conclusion: </strong>This study provides biomechanical evidence that augmented baseplates can reduce the amount of micromotion experienced by the RSA construct in the presence of significant superior glenoid bone deficiency, but do not fully restore stability to that of a full contact non-augmented baseplate.</p>","PeriodicalId":73942,"journal":{"name":"Journal of shoulder and elbow arthroplasty","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1177/24715492211020689","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39653641","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Scapular Notching Following Ipsilateral Traumatic Clavicle Fracture in Reverse Total Shoulder Arthroplasty: A Case Report. 逆行全肩关节置换术中同侧外伤性锁骨骨折后的肩胛骨切口1例。
Pub Date : 2021-05-31 eCollection Date: 2021-01-01 DOI: 10.1177/24715492211020694
Jimmy Tat, Ujash Sheth, Diane Nam

Introduction: Reverse total shoulder arthroplasty (RTSA) procedures are becoming increasingly more common. While the main complications are known, the management of clavicle fractures in patients with an ipsilateral RTSA is not well described. There are three case studies that document clavicular stress fractures following RTSA with an atraumatic etiology, and to our knowledge, no studies have described a traumatic clavicular fracture following RTSA.

Case: We describe the case of a 75-year-old woman with a traumatic clavicle fracture five years after RTSA for rotator cuff tear arthropathy. With minimal pain and subjective symptoms initially, the patient wished to pursue non-operative treatment. However, she eventually developed a painful non-union and pseudoparalysis of the shoulder with serial radiographs demonstrating progressive superior scapular tilting and scapular notching. Subsequent open reduction internal fixation of her clavicle fracture significantly improved her pain and function.

Conclusion: We report a traumatic clavicle fracture in the setting of RTSA that not only failed to heal but also resulted in scapular notching and shoulder pseudoparalysis that was improved with surgical stabilization of the fracture. It is possible that the setting of a semi-constrained RTSA, the resulting biomechanical imbalance may predispose to impaired fracture healing and non-union of the clavicle fracture.

导言:反向全肩关节置换术(RTSA)正变得越来越普遍。虽然主要的并发症是已知的,但对同侧RTSA患者锁骨骨折的处理并没有很好的描述。有三个病例研究记录了RTSA后锁骨应力性骨折的非外伤性病因,据我们所知,没有研究描述了RTSA后的外伤性锁骨骨折。病例:我们描述的情况下,75岁的妇女外伤性锁骨骨折后,肩袖撕裂关节病RTSA五年。患者最初疼痛和主观症状轻微,希望进行非手术治疗。然而,患者最终出现疼痛的肩胛骨不愈合和假瘫痪,一系列x线片显示进行性肩胛骨上倾和肩胛骨切迹。随后对她的锁骨骨折进行切开复位内固定,明显改善了她的疼痛和功能。结论:我们报告了一例创伤性锁骨骨折在RTSA的情况下,不仅不能愈合,而且导致肩胛骨缺口和肩部假性瘫痪,通过手术稳定骨折得到改善。半约束RTSA的设置可能会导致生物力学失衡,从而导致骨折愈合受损和锁骨骨折不愈合。
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引用次数: 0
Stemless Total Shoulder: A Review of Biomechanical Fixation and Recent Results. 无支架全肩关节:生物力学固定的回顾和最新结果。
Pub Date : 2021-04-26 DOI: 10.1177/24715492211008408
Jeremy Wodarek, Edward Shields

Introduction: Anatomic total shoulder arthroplasty is the replacement of the humeral head and glenoid surfaces with the goal of replicating normal anatomy. It is commonly utilized for patients with osteoarthritis, rheumatoid arthritis, and osteonecrosis, who have decreased range of motion (ROM), persistent pain, and loss of strength. Total shoulder Arthroplasty (TSA) is the third most common joint replacement in the United States. The incidence of TSA has been increasing, some data suggest that by the year 2025, TSA incidence may rise to 439,206 operations per year. In recent years, stemless total shoulder implants have become available. Results: These implants preserve bone stock while decreasing complications such as osteolysis, stress shielding and periprosthetic fracture. Stemless implants improve anatomic reconstruction and biomechanical function of the shoulder joint. Conclusion: Increasing amounts of data suggest stemless TSA to be a safe and effective technology that will become more common in the coming year.

简介:解剖型全肩关节置换术是对肱骨头和关节盂表面的置换,目的是复制正常解剖结构。它通常用于骨关节炎、类风湿性关节炎和骨坏死患者,这些患者的活动范围(ROM)降低、持续疼痛和力量丧失。全肩关节置换术(TSA)是美国第三常见的关节置换术。TSA的发病率一直在增加,一些数据表明,到2025年,TSA的发生率可能会上升到每年439206例。近年来,无柄全肩植入物已经成为可能。结果:这些植入物保留了骨存量,同时减少了骨溶解、应力屏蔽和假体周围骨折等并发症。无支架植入物可改善肩关节的解剖重建和生物力学功能。结论:越来越多的数据表明,无茎TSA是一种安全有效的技术,在未来一年将变得更加普遍。
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引用次数: 8
Tomographic Analysis of Positioning of Reverse Baseplates Positioning. 反底板定位的层析成像分析。
Pub Date : 2021-02-15 eCollection Date: 2021-01-01 DOI: 10.1177/2471549220987714
Alexandre Almeida, Daniel C Agostini, Pietro Ft Nesello, Nayvaldo C de Almeida, Rafael Mioso, Ana Paula Agostini

Objective: To verify whether reverse baseplate positioning without the support of intraoperative three-dimensional technology is within the acceptable parameters in the literature and whether glenoid bone deformity (GBD) compromises this positioning.

Methods: Sixty-nine reverse shoulder arthroplasties were evaluated with volumetric computed tomography (CT). Two radiologists performed blinded CT scan analysis and evaluated baseplate position within 2mm of the inferior glenoid; the inclination and version of the baseplate in relation to the Friedman line; and upper and lower screw and baseplate metallic peg end point positionings. The patients were divided according to the presence of GBD for statistical analyses.

Results: The two radiologists concurred reasonably in their interpretations of the following analyzed parameters: baseplate position within 2mm of the inferior glenoid rim (97.1% and 95.7%), baseplate inclination (82.6% and 81.2%), baseplate version (69.6% and 56.5%), the upper screw reaching the base of the coracoid process (71% and 79.7%), the inferior screw remaining inside the scapula (88.4% and 84.1%), and the metallic peg of the baseplate considered intraosseous (88.4% and 72.5%).

Conclusion: Reverse baseplate positioning without intraoperative three-dimensional technology is within the acceptable parameters of the literature, except for baseplate version and upper screw position. GBD did not interfere with baseplate positioning in reverse shoulder arthroplasty.

目的:验证无术中三维技术支持的反向底板定位是否在文献可接受的参数范围内,以及关节盂骨畸形(GBD)是否影响这种定位。方法:对69例肩关节置换术患者进行体积计算机断层扫描(CT)评价。两名放射科医生进行盲法CT扫描分析并评估下关节盂2mm内的底板位置;底板相对于弗里德曼线的倾斜度和版本;以及上下螺丝与底板金属钉的端点定位。根据是否存在GBD进行分组,进行统计学分析。结果:两名放射科医师对以下分析参数的解释一致,其中:底板位置距下盂缘2mm以内(97.1%和95.7%)、底板倾角(82.6%和81.2%)、底板版本(69.6%和56.5%)、上螺钉到达喙突基部(71%和79.7%)、下螺钉留在肩胛骨内(88.4%和84.1%)、底板金属钉认为是骨内(88.4%和72.5%)。结论:除基板版本和上钉位置外,术中无三维技术的反向基板定位均在文献可接受的参数范围内。在反向肩关节置换术中,GBD不影响底板定位。
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引用次数: 1
Development of a Machine Learning Algorithm for Prediction of Complications and Unplanned Readmission Following Reverse Total Shoulder Arthroplasty. 一种用于预测反向全肩关节置换术后并发症和意外再入院的机器学习算法的发展。
Pub Date : 2021-01-01 DOI: 10.1177/24715492211038172
Sai K Devana, Akash A Shah, Changhee Lee, Varun Gudapati, Andrew R Jensen, Edward Cheung, Carlos Solorzano, Mihaela van der Schaar, Nelson F SooHoo

Background: Reverse total shoulder arthroplasty (rTSA) offers tremendous promise for the treatment of complex pathologies beyond the scope of anatomic total shoulder arthroplasty but is associated with a higher rate of major postoperative complications. We aimed to design and validate a machine learning (ML) model to predict major postoperative complications or readmission following rTSA.

Methods: We retrospectively reviewed California's Office of Statewide Health Planning and Development database for patients who underwent rTSA between 2015 and 2017. We implemented logistic regression (LR), extreme gradient boosting (XGBoost), gradient boosting machines, adaptive boosting, and random forest classifiers in Python and trained these models using 64 binary, continuous, and discrete variables to predict the occurrence of at least one major postoperative complication or readmission following primary rTSA. Models were validated using the standard metrics of area under the receiver operating characteristic (AUROC) curve, area under the precision-recall curve (AUPRC), and Brier scores. The key factors for the top-performing model were determined.

Results: Of 2799 rTSAs performed during the study period, 152 patients (5%) had at least 1 major postoperative complication or 30-day readmission. XGBoost had the highest AUROC and AUPRC of 0.681 and 0.129, respectively. The key predictive features in this model were patients with a history of implant complications, protein-calorie malnutrition, and a higher number of comorbidities.

Conclusion: Our study reports an ML model for the prediction of major complications or 30-day readmission following rTSA. XGBoost outperformed traditional LR models and also identified key predictive features of complications and readmission.

背景:逆行全肩关节置换术(rTSA)为治疗解剖性全肩关节置换术范围之外的复杂病理提供了巨大的希望,但与较高的主要术后并发症发生率相关。我们旨在设计并验证机器学习(ML)模型,以预测rTSA后的主要术后并发症或再入院。方法:我们回顾性地回顾了加利福尼亚州全州健康规划与发展办公室数据库中2015年至2017年间接受rTSA的患者。我们在Python中实现了逻辑回归(LR)、极端梯度增强(XGBoost)、梯度增强机、自适应增强和随机森林分类器,并使用64个二进制、连续和离散变量训练这些模型,以预测原发性rTSA后至少一种主要术后并发症或再入院的发生。采用受试者工作特征曲线下面积(AUROC)、精确召回曲线下面积(AUPRC)和Brier评分等标准指标对模型进行验证。确定了最佳模型的关键因素。结果:在研究期间进行的2799例rTSAs中,152例(5%)患者至少有1个主要术后并发症或30天再入院。XGBoost的AUROC和AUPRC最高,分别为0.681和0.129。该模型的关键预测特征是患者有种植体并发症史、蛋白质-卡路里营养不良史和较高数量的合并症。结论:我们的研究报告了预测rTSA后主要并发症或30天再入院的ML模型。XGBoost优于传统LR模型,并确定了并发症和再入院的关键预测特征。
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引用次数: 5
Distal Humerus Fractures Managed With Elbow Hemiarthroplasty. 肘关节置换术治疗肱骨远端骨折。
Pub Date : 2020-11-23 eCollection Date: 2020-01-01 DOI: 10.1177/2471549220960052
J D Stephens, Brandon Kohrs, Logan Bushnell, Speros Gabriel, H Brent Bamberger

Background: Distal humerus fractures not amenable to open reduction internal fixation (ORIF) present a unique dilemma, especially for patients that weight bear through assistive devices. The one accepted operative treatment for irreparable distal humerus fractures is total elbow arthroplasty (TEA). However, TEA commonly requires lifetime weight lifting restrictions and has limited long term results. Elbow hemiarthroplasty (EHA) represents an alternative treatment modality. This study reviews patients treated with EHA permitted to weight bear postoperatively.

Methods: Twelve patients underwent EHA for comminuted distal humerus fractures deemed non-reconstructable by ORIF. Patient survey data was collected retrospectively. All patients were allowed to weight bear as tolerated through the operative extremity. Outcome measures included Patient rated elbow evaluation (PREE), Mayo elbow performance score (MEPS), and whether revision surgery was required.

Results: The average MEPS score was 76.1 indicating fair outcomes and the average PREE score was 41. One patient required revision. Average follow up was 44.1 months. Three patients required an assistive device prior to injury.

Discussion: EHA serves as a viable option for non-reconstructable distal humerus fractures. EHA does not require a weight lifting restriction, which is a benefit over TEA. Overall, patients reported preserved functional capabilities but did report moderate pain. EHA demonstrated durability, although one patient required revision.

Conclusion: With growing interest in use of EHA, further studies are required to evaluate EHA as a superior treatment for patients with nonreconstructable traumatic distal humerus fractures; however, this study does support use in elderly patients with intermediate follow up.

背景:肱骨远端骨折不适合切开复位内固定(ORIF)呈现出独特的困境,特别是对于通过辅助装置负重的患者。对于无法修复的肱骨远端骨折,接受的手术治疗是全肘关节置换术(TEA)。然而,TEA通常需要终生举重限制,长期效果有限。肘关节半置换术(EHA)是另一种治疗方式。本研究回顾了术后允许负重EHA治疗的患者。方法:12例肱骨远端粉碎性骨折经ORIF认为无法重建的患者行EHA治疗。回顾性收集患者调查资料。所有患者均允许在手术肢耐受范围内负重。结果测量包括患者肘关节评分(PREE)、Mayo肘关节表现评分(MEPS)以及是否需要翻修手术。结果:MEPS平均得分为76.1分,表明预后公平;PREE平均得分为41分。一名患者需要复查。平均随访时间为44.1个月。3名患者在受伤前需要使用辅助装置。讨论:EHA是肱骨远端不可重建骨折的可行选择。EHA不需要举重限制,这是优于TEA的一个优点。总体而言,患者报告保留了功能,但确实报告了中度疼痛。EHA表现出持久性,尽管有一名患者需要修改。结论:随着EHA的应用越来越受到关注,需要进一步的研究来评估EHA作为创伤性肱骨远端骨折不可重建患者的优越治疗方法;然而,本研究确实支持在中期随访的老年患者中使用。
{"title":"Distal Humerus Fractures Managed With Elbow Hemiarthroplasty.","authors":"J D Stephens,&nbsp;Brandon Kohrs,&nbsp;Logan Bushnell,&nbsp;Speros Gabriel,&nbsp;H Brent Bamberger","doi":"10.1177/2471549220960052","DOIUrl":"https://doi.org/10.1177/2471549220960052","url":null,"abstract":"<p><strong>Background: </strong>Distal humerus fractures not amenable to open reduction internal fixation (ORIF) present a unique dilemma, especially for patients that weight bear through assistive devices. The one accepted operative treatment for irreparable distal humerus fractures is total elbow arthroplasty (TEA). However, TEA commonly requires lifetime weight lifting restrictions and has limited long term results. Elbow hemiarthroplasty (EHA) represents an alternative treatment modality. This study reviews patients treated with EHA permitted to weight bear postoperatively.</p><p><strong>Methods: </strong>Twelve patients underwent EHA for comminuted distal humerus fractures deemed non-reconstructable by ORIF. Patient survey data was collected retrospectively. All patients were allowed to weight bear as tolerated through the operative extremity. Outcome measures included Patient rated elbow evaluation (PREE), Mayo elbow performance score (MEPS), and whether revision surgery was required.</p><p><strong>Results: </strong>The average MEPS score was 76.1 indicating fair outcomes and the average PREE score was 41. One patient required revision. Average follow up was 44.1 months. Three patients required an assistive device prior to injury.</p><p><strong>Discussion: </strong>EHA serves as a viable option for non-reconstructable distal humerus fractures. EHA does not require a weight lifting restriction, which is a benefit over TEA. Overall, patients reported preserved functional capabilities but did report moderate pain. EHA demonstrated durability, although one patient required revision.</p><p><strong>Conclusion: </strong>With growing interest in use of EHA, further studies are required to evaluate EHA as a superior treatment for patients with nonreconstructable traumatic distal humerus fractures; however, this study does support use in elderly patients with intermediate follow up.</p>","PeriodicalId":73942,"journal":{"name":"Journal of shoulder and elbow arthroplasty","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1177/2471549220960052","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39396941","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
期刊
Journal of shoulder and elbow arthroplasty
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