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Effect of preoperative medial meniscus status on the outcomes of high tibial osteotomy with human umbilical cord-derived mesenchymal stem cells cartilage regeneration.
IF 2.3 3区 医学 Q2 ORTHOPEDICS Pub Date : 2025-02-01 DOI: 10.1016/j.otsr.2025.104179
Dhong-Won Lee, Sung-Wook Hong, Seung-Ik Cho, Sung-Gyu Moon, Ji-Hee Kang
<p><strong>Background: </strong>The effect of medial meniscus (MM) status on outcomes following high tibial osteotomy (HTO) combined with cartilage regeneration using human umbilical cord blood-derived mesenchymal stem cells (hUCB-MSCs) remains unclear.</p><p><strong>Purpose: </strong>This study aimed to evaluate the effect of preoperative MM status on the outcomes of HTO combined with cartilage regeneration using hUCB-MSCs. Specifically, clinical and radiological outcomes were compared between two groups of patients, which were divided according to their preoperative MM status. We hypothesized that patients with preserved meniscal integrity or those who underwent meniscal root repair would show better clinical and radiological outcomes compared to those with significant meniscal loss or untreated root tears.</p><p><strong>Methods: </strong>A retrospective analysis was performed on 47 patients who underwent HTO with hUCB-MSC implantation. Patients were divided into group P (preserved MM integrity or medial meniscal root repair) and group L (loss of MM integrity, defined as a peripheral rim width <3 mm, unable to maintain hoop function). Clinical outcomes were assessed using the International Knee Documentation Committee (IKDC) and Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC) scores after a minimum follow-up of 2 years. Cartilage regeneration was evaluated with Magnetic Resonance Observation of Cartilage Repair Tissue (MOCART) 2.0 score and International Cartilage Repair Society (ICRS) Cartilage Repair Assessment (CRA) score from second-look arthroscopy. Correlation analyses were conducted to examine the relationship between preoperative MM extrusion and cartilage repair.</p><p><strong>Results: </strong>Both groups demonstrated significant improvements in IKDC and WOMAC scores (p < 0.01). No significant differences were observed between groups in IKDC and WOMAC scores at final follow-up (p = 0.21, p = 0.42, respectively). MOCART 2.0 and ICRS CRA scores showed no significant differences between groups (p = 0.35, p = 0.08, respectively). Group P showed higher proportions of favorable outcomes compared to group L, including no major subchondral changes or only minor marrow edema (56% vs. 31.8%) and ICRS CRA grades I or II (84% vs. 72.7%). While these findings suggest potential differences in outcomes, neither comparison reached statistical significance (p = 0.09 and p = 0.48, respectively). Preoperative MM extrusion negatively correlated with MOCART 2.0 and subchondral bone changes (r = -0.24, p = 0.03; r = -0.29, p = 0.02, respectively).</p><p><strong>Conclusion: </strong>HTO with hUCB-MSC implantation provided significant clinical improvements and effective cartilage regeneration regardless of preoperative MM status. However, preoperative MM extrusion may influence subchondral bone changes, emphasizing the need to consider MM status for long-term outcomes.</p><p><strong>Level of evidence: </strong>III; retrospective compar
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引用次数: 0
In proximal tibial anterior closing wedge (slope changing) osteotomy lower starting points imply larger bone resection 在胫骨近端前方闭合楔形(斜坡改变)截骨术中,较低的起点意味着较大的骨切除。
IF 2.3 3区 医学 Q2 ORTHOPEDICS Pub Date : 2025-02-01 DOI: 10.1016/j.otsr.2024.103979
Youngji Kim , Shintaro Onishi , Mitsuaki Kubota , Raghbir Khakha , Muneaki Ishijima , Matthieu Ollivier

Background

Anterior closing wedge osteotomy (ACWO) for tibial slope correction is a validated procedure in revision anterior cruciate ligament reconstruction (ACLR). This study aims to determine how different starting points of the osteotomy affect the amount of bone resection in ACWO.

Hypothesis

We hypothesized that the lower osteotomy starting points in ACWO imply larger bone resection.

Patients and methods

A total 52 patients who underwent ACWO using infra-tuberosity technique in our institution were included in this study. Each of patients was simulated using additional two separate methods (based on osteotomy level: supra- and trans-tuberosity) based on lateral calibrated pre-operative X-rays of the whole tibia according to the post-operative correction angle. The resection height of the closing wedge, which corresponded to the base of the osteotomy, was measured and compared among the three groups.

Results

The mean actual pre-operative proximal posterior tibial angle (PPTA) was 75.8 ± 2.0°. Post-operatively, PPTA was 84.0 ± 0.6°, and correction angle was 8.2 ± 2.2°. The mean resection height in the supra-tuberosity group was 7.5 ± 0.2 mm, 8.0 ± 2.1 mm in the trans-tuberosity group, and 9.2 ± 2.1 mm in the infra-tuberosity group. There were significant differences between each approach (p ≦ 0.0001). Resection height was moderate positively correlated with the starting point of osteotomy (r = 0.33, 95%CI: 0.18–0.46, p < 0.0001).

Conclusion

This study suggests that selecting a distal starting point for the osteotomy in ACWO is directly proportional to the observed increase in bone resection, providing valuable insights for pre-operative planning. These findings are clinically relevant and will aid in preoperatively deciding approach in ACWO.

Level of evidence

IV; retrospective case-control study.
背景:用于矫正胫骨斜度的前闭合楔形截骨术(ACWO)是前交叉韧带重建术(ACLR)中的一种有效手术。本研究旨在确定不同的截骨起点如何影响 ACWO 的骨切除量:我们假设 ACWO 中较低的截骨起点意味着较大的骨切除量:本研究共纳入了 52 例在我院使用瘤下技术进行 ACWO 的患者。每位患者都根据术后矫正角度,在术前整个胫骨的侧位校准 X 光片基础上,使用另外两种不同的方法(基于截骨水平:瘤上和瘤下)进行模拟。测量闭合楔的切除高度(相当于截骨底部),并在三组之间进行比较:结果:术前胫骨近端后角(PPTA)的实际平均值为 75.8 ± 2.0°。术后,PPTA 为 84.0 ± 0.6°,矫正角度为 8.2 ± 2.2°。乳突上组的平均切除高度为(7.5 ± 0.2)毫米,经乳突组为(8.0 ± 2.1)毫米,乳突下组为(9.2 ± 2.1)毫米。每种方法之间均有明显差异(p ≦ 0.0001)。截骨高度与截骨起点呈中度正相关(r = 0.33,95%CI:0.18-0.46,p 结论:截骨高度与截骨起点呈中度正相关(r = 0.33,95%CI:0.18-0.46,p):本研究表明,在 ACWO 中选择远端截骨起点与观察到的骨切除增加成正比,为术前规划提供了宝贵的见解。这些发现与临床相关,有助于术前决定 ACWO 的方法:证据级别:IV;回顾性病例对照研究。
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引用次数: 0
Diagnostic criteria of forearm Chronic Exertional Compartment Syndrome: A systematic review 前臂慢性劳累隔室综合征的诊断标准:系统综述。
IF 2.3 3区 医学 Q2 ORTHOPEDICS Pub Date : 2025-02-01 DOI: 10.1016/j.otsr.2024.104001
Thomas Hirardot , Germain Pomares , Pierre Menu , Jérôme Grondin , Marc Dauty , Alban Fouasson-Chailloux

Background

Chronic Exertional Compartment Syndrome (CECS) of the forearm is characterized by an increase of the pressure in the forearm compartments during repeated activities. Its diagnosis is challenging because of the lack of clearly established diagnostic criteria.

Purpose

We aimed to provide a comprehensive description of the diagnostic methods used for CECS of the forearm, to assess if a more effective diagnosis strategy could be identified.

Methods

We used PubMed, Google Scholar, Cochrane Library and Science Direct databases to search articles. We carried out multiple searches using the mesh terms (“Chronic Exertional Compartment Syndrome” OR “Chronic compartment syndrome” OR “Exertional compartment”) AND (“forearm” OR “upper limb”). Inclusion criteria were prospective or retrospective studies on CECS of the forearm including case reports. We used PRISMA guidelines. The included studies were critically appraised using GRADE approach.

Results

A total of 625 articles were screened and 33 studies were included. It represented 590 patients (505 men and 85 women), with a mean age of 26.6 years old. Among them, 282 competed at an elite level. Motorcycling and motocross were the most frequent sports (66%). Six diagnostic methods were employed. Intra-compartmental pressure (ICP) measurement was the most frequently used method in 26 studies. Magnetic resonance imaging was performed in 9 studies, while electromyography was employed in only 2 studies. One study reported the measurement of grip strength using a manual dynamometer, one study compared forearm circumference before and after effort, and one used myotonometry. Various exercise protocols were observed. Stress-testing using a hand-grip was the most common protocol in 14 studies. Exercise duration varied from 2 min to 60 min.

Conclusion

Existing data do not provide sufficient evidence to favor an alternative diagnostic method over ICP measurements that should be used cautiously given the absence of formal validation. Non-invasive methods might be easier to use, but should be subjected to further research.

Level of evidence

III.
背景:前臂慢性劳累性椎间室综合征(CECS)的特点是在反复活动时前臂椎间室压力增高。目的:我们旨在全面描述前臂慢性劳累性间室综合征(CECS)的诊断方法,以评估是否能找到更有效的诊断策略:我们使用 PubMed、Google Scholar、Cochrane Library 和 Science Direct 数据库检索文章。我们使用网目词("慢性劳累性室间隔综合征 "或 "慢性劳累性室间隔综合征 "或 "劳累性室间隔")和("前臂 "或 "上肢")进行了多次检索。纳入标准为有关前臂 CECS 的前瞻性或回顾性研究,包括病例报告。我们采用了 PRISMA 指南。我们采用 GRADE 方法对纳入的研究进行了严格评估:结果:共筛选出 625 篇文章,纳入 33 项研究。其中有 590 名患者(505 名男性和 85 名女性),平均年龄为 26.6 岁。其中 282 人参加过精英赛。摩托车和越野摩托车是最常见的运动(66%)。采用了六种诊断方法。在 26 项研究中,室间隔内压(ICP)测量是最常用的方法。有 9 项研究采用了磁共振成像,只有 2 项研究采用了肌电图。一项研究报告使用手动测力计测量了握力,一项研究比较了锻炼前后的前臂围度,还有一项研究使用了肌电测量法。观察了各种锻炼方案。在 14 项研究中,使用手握力器进行压力测试是最常见的方案。运动时间从 2 分钟到 60 分钟不等:现有数据并没有提供足够的证据来支持ICP测量以外的其他诊断方法,鉴于缺乏正式的验证,应谨慎使用。无创方法可能更易于使用,但应进一步研究:证据等级:III。
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引用次数: 0
Distal femoral osteotomy for degenerative knee pathology 股骨远端截骨术治疗膝关节退行性病变
IF 2.3 3区 医学 Q2 ORTHOPEDICS Pub Date : 2025-02-01 DOI: 10.1016/j.otsr.2024.104069
Guillaume Demey
Normal lower limb alignment is with the tibia in varus and the femur in valgus, forming an oblique joint line in bipedal stance and a horizontal line in unipedal stance. Alignment may be valgus or varus in case of femoral metaphyseal or tibial-femoral deformity, respectively.
Bone correction must be performed at the site of the deformity. If a femoral deformity is corrected at the tibia, this results in an oblique joint line and malunion, with poor functional outcome.
In genu valgum, distal femoral osteotomy (either medial closing or lateral opening wedge) may be indicated in case of lateral femorotibial osteoarthritis secondary to extra-articular femoral deformity. Likewise, in genu varum of femoral origin, lateral closing or medial opening wedge osteotomy is indicated.
Preoperative planning is essential to achieve the ideal correction target, which is a key to success. Surgery should adhere strictly to the plan, with ideally biplanar oblique osteotomy, precise correction and stable fixation by locking plate.
Complications are due to technical errors. The most frequent error is in correction, with malunion. Hinge fracture is also common, aggravating correction error.
Patient-specific cutting guides are the state-of-the-art means of improving preoperative planning, surgical precision and hinge protection.

Level of evidence

expert opinion
正常的下肢排列是胫骨外翻,股骨内翻,在双足站立时形成一条斜关节线,在单足站立时形成一条水平线。股骨干骺端畸形或胫骨-股骨畸形的对齐方式可能分别为外翻或内翻。骨骼矫正必须在畸形部位进行。如果在胫骨处对股骨畸形进行矫正,会导致关节线偏斜和骨不连,功能效果不佳。在股骨外翻的情况下,如果股胫骨外侧骨关节炎继发于股骨外侧畸形,则可能需要进行股骨远端截骨术(内侧闭合或外侧楔形开放)。同样,对于股骨源性真性变,可采用外侧闭合或内侧开放楔形截骨术。要达到理想的矫正目标,术前规划至关重要,这是手术成功的关键。手术应严格按照计划进行,最好是双平面斜截骨,精确矫正,并用锁定钢板稳定固定。并发症是由于技术错误造成的。最常见的错误是在矫正过程中出现错位。铰链骨折也很常见,会加重矫正错误。切割导板是改善术前规划、手术精确度和铰链保护的最先进手段。证据级别:专家意见。
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引用次数: 0
Corrigendum to: Comments on: “Lateral knee laxity increases the risk of excessive joint line obliquity after medial opening-wedge high tibial osteotomy” by BA Matache, PO Jean, S Pelet, AM Roger, J Dartus, E Belzile published in Orthop Traumatol Surg Res 2023: doi.10.1016/j.otsr.2023.103717 [Orthop Traumatol Surg Res (2024) 103862] Corrigendum to:评论:BA Matache, PO Jean, S Pelet, AM Roger, J Dartus, E Belzile在《Orthop Traumatol Surg Res 2023》上发表的 "膝关节外侧松弛会增加内侧开刃高胫骨截骨术后关节线过度倾斜的风险":doi.10.1016/j.otsr.2023.103717 [Orthop Traumatol Surg Res (2024) 103862]。
IF 2.3 3区 医学 Q2 ORTHOPEDICS Pub Date : 2025-02-01 DOI: 10.1016/j.otsr.2024.104070
Matthieu Ehlinger , Grégoire Micicoi , Mekki Tamir , Henri Favreau , Matthieu Ollivier
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引用次数: 0
Management of combat-related extremity injuries in modern armed conflicts 现代武装冲突中与战斗有关的四肢损伤的处理。
IF 2.3 3区 医学 Q2 ORTHOPEDICS Pub Date : 2025-02-01 DOI: 10.1016/j.otsr.2024.104055
Laurent Mathieu , Camille Choufani , Christophe Andro , Nicolas de l’Escalopier
While the first conflicts of the 21st century involved asymmetric warfare in the fight against terrorism, recent geopolitical events require us to prepare for the possibility of high-intensity conflicts. Modern wounding agents mainly consist of explosive devices and high-velocity bullets. Every trauma surgeon must be familiar with the mechanisms of injury specific to armed conflicts. The initial care of these injuries is based on applying damage control surgery to save the patient’s life, save their limb if possible and preserve their function. Blast injuries are the most common in modern armed conflicts; the resulting combination of severe injuries can be challenging to treat. Limb reconstruction involves a sequential strategy based on simple, reliable and reproducible techniques which can be used by non-specialized surgeons working in sometimes austere situations.

Level of evidence

Expert opinion.
21 世纪的第一批冲突涉及反恐斗争中的非对称战争,而最近的地缘政治事件则要求我们为可能发生的高强度冲突做好准备。现代致伤物主要包括爆炸装置和高速子弹。每一位创伤外科医生都必须熟悉武装冲突特有的致伤机制。对这些创伤的初步治疗以应用损伤控制手术为基础,以挽救病人的生命,尽可能保住他们的肢体并保留他们的功能。爆炸伤是现代武装冲突中最常见的损伤;由此导致的综合严重损伤可能会给治疗带来挑战。肢体重建涉及一种基于简单、可靠和可重复技术的连续策略,非专业外科医生可在有时非常艰苦的环境中工作。证据水平:专家意见。
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引用次数: 0
Treatment of septic arthritis of the hip in children 儿童髋关节化脓性关节炎的治疗。
IF 2.3 3区 医学 Q2 ORTHOPEDICS Pub Date : 2025-02-01 DOI: 10.1016/j.otsr.2024.104064
Cindy Mallet, Brice Ilharreborde, Marion Caseris, Anne-Laure Simon
Septic arthritis of the hip (SAH) in children is a common pediatric ailment that must be diagnosed immediately as proper treatment is needed to ensure good outcomes. It mostly affects children less than 2 years of age. The causative bacteria depend on age. The most widespread pathogen found at all ages is Staphylococcus aureus (S. aureus), while Kingella kingae (Kk) is most common in children 6 months to 4 years of age. SAH is suspected based on a wide set of clinical, laboratory and radiological (sonography) criteria. MRI is especially useful for diagnosing complications when the child’s condition worsens. The diagnosis is only confirmed when joint aspiration finds evidence of bacteria being present. Targeted PCR techniques have largely improved the microbiological diagnosis of Kk. The clinical presentation varies greatly from a limp to prevent weightbearing on the affected leg in a small child with or without fever and very mild to non-existent systemic inflammation, suggestive of SAH due to Kk, to septic shock with quasi-paralysis of the lower limb. Treatment mainly consists of joint drainage and surgical lavage, open or arthroscopic, combined with empirical antibiotic therapy against the likely cause of the infection. A short course of antibiotics is widely used in uncomplicated cases of SAH. The functional prognosis depends highly on the time elapsed before the diagnosis and the start of treatment. Functional sequelae can be severe (growth disturbances, long-term joint damage).

Level of evidence

Expert opinion.
儿童髋关节化脓性关节炎(SAH)是一种常见的儿科疾病,必须立即确诊,因为需要适当的治疗才能确保良好的疗效。它主要影响两岁以下的儿童。致病菌与年龄有关。各年龄段最常见的病原体是金黄色葡萄球菌(S. aureus),而 Kingella kingae(Kk)则最常见于 6 个月至 4 岁的儿童。怀疑 SAH 的依据包括一系列临床、实验室和放射学(超声)标准。当患儿病情恶化时,核磁共振成像尤其有助于诊断并发症。只有在关节抽吸术发现存在细菌的证据时才能确诊。有针对性的 PCR 技术在很大程度上改进了 Kk 的微生物学诊断。临床表现差异很大,有的患儿患肢跛行,不能负重,伴有或不伴有发热,全身炎症非常轻微或不存在,提示为 Kk 引起的 SAH;有的患儿出现脓毒性休克,下肢准瘫痪。治疗主要包括关节引流和手术灌洗(开放式或关节镜),同时针对可能的感染原因进行经验性抗生素治疗。短期抗生素治疗广泛用于无并发症的 SAH 病例。功能性预后在很大程度上取决于诊断和开始治疗前的时间。功能性后遗症可能很严重(生长障碍、长期关节损伤)。证据等级:专家意见。
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引用次数: 0
Response to the letter from Xiaohua Jiang, Yabin Liu and Guowu Chen 回复蒋小华、刘亚斌和陈国武的来信。
IF 2.3 3区 医学 Q2 ORTHOPEDICS Pub Date : 2025-02-01 DOI: 10.1016/j.otsr.2024.104047
Xavier Flecher , Matthieu Ehlinger
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引用次数: 0
Metatarsal fracture without Lisfranc injury 跖骨骨折,无 Lisfranc 损伤。
IF 2.3 3区 医学 Q2 ORTHOPEDICS Pub Date : 2025-02-01 DOI: 10.1016/j.otsr.2024.104059
David Ancelin
Metatarsal fractures are frequent, at one-third of all fractures in the foot.
The present study reviews the field, addressing 4 questions.
  • How to classify them according to location and mechanism?
Isolated or associated, benign but, in case of crush injury, sometimes severe, prognosis varies and sequelae can be serious. Fatigue fracture is common, often implicating sports activity. It is important to group metatarsal fractures according to the metatarsal or metatarsals involved: first (M1), central (CM) or fifth (M5). Lesion mechanism is a determining factor in management, especially for M5 fatigue fractures.
  • How to assess severity?
Severity is a matter of associated lesions, particularly in the tarsometatarsal joint and adjacent soft tissue, directly related to trauma kinetics and mechanism.
  • What are the means and results of treatment?
Treatment depends on the site of the fracture, whether it is recent or old, and the severity of the causal trauma. M1 fractures can be managed non-operatively if not displaced; otherwise, internal fixation is recommended. In the CMs and distal M5, non-operative treatment gives excellent results in fractures with little or no displacement, but reduction and internal fixation should be considered for displacement exceeding 3−4 mm or angulation exceeding 10° in whatever plane. In M5, non-operative treatment is indicated for fractures in Lawrence-Botte zones 1 or 2, but particular care is needed for high-level sports players; zone 3 fractures are fatigue fractures, requiring internal fixation.
  • What are the possible complications and sequelae?
High-energy trauma is associated with skin complications and infection. Surgery is also a risk factor, notably for neurologic complications. Non-union, delayed healing and iterative fracture mainly affect the base of M5, particularly in zone 3. Malunion is associated with poor prognosis due to severe functional disorder in the foot or limb. Post-traumatic osteoarthritis generally follows joint injury at M1 or a CM, or sometimes associated tarsometatarsal joint involvement.

Level of evidence

V; expert opinion.
跖骨骨折很常见,占足部骨折总数的三分之一。本研究对这一领域进行了回顾,探讨了 4 个问题。跖骨骨折分为孤立性和伴发性骨折,均为良性骨折,但在挤压伤的情况下,有时会出现严重骨折,预后各异,后遗症可能很严重。疲劳性骨折很常见,通常与体育活动有关。重要的是要根据涉及的跖骨进行分类:第一跖骨(M1)、中央跖骨(CM)或第五跖骨(M5)。病变机制是治疗的决定性因素,尤其是 M5 疲劳性骨折。严重程度取决于相关病变,尤其是跖跗关节和邻近软组织的病变,与创伤动力学和机制直接相关。治疗方法取决于骨折部位、新近骨折或陈旧骨折以及致伤创伤的严重程度。M1 骨折如果没有移位,可以采用非手术治疗;否则,建议采用内固定治疗。对于 CMs 和 M5 远端,骨折移位较少或无移位时,非手术治疗效果极佳,但如果移位超过 3-4 mm 或在任何平面上成角超过 10°,则应考虑进行复位和内固定。在 M5,劳伦斯-波特 1 区或 2 区的骨折适用于非手术治疗,但高水平运动员需要特别注意;3 区骨折属于疲劳性骨折,需要内固定。高能量创伤与皮肤并发症和感染有关。手术也是一个危险因素,尤其是神经系统并发症。不愈合、延迟愈合和反复骨折主要影响 M5 的基部,尤其是第 3 区。骨折愈合不良会导致足部或肢体出现严重的功能障碍,预后不良。创伤后骨关节炎一般发生在 M1 或 CM 的关节损伤之后,有时也会累及跖跗关节。证据等级:V级;专家意见。
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引用次数: 0
Risk prediction of kalaemia disturbance and acute kidney injury after total knee arthroplasty: use of a machine learning algorithm 全膝关节置换术后钾血症紊乱和急性肾损伤的风险预测:使用机器学习算法。
IF 2.3 3区 医学 Q2 ORTHOPEDICS Pub Date : 2025-02-01 DOI: 10.1016/j.otsr.2024.103958
Pierre Tran , Siam Knecht , Lyna Tamine , Nicolas Faure , Jean-Christophe Orban , Nicolas Bronsard , Jean-François Gonzalez , Grégoire Micicoi
<div><h3>Introduction</h3><div>Total knee arthroplasty (TKA) is a procedure associated with risks of electrolyte and kidney function disorders, which are rare but can lead to serious complications if not correctly identified. A routine check-up is very often carried out to assess the seric ionogram and kidney function after TKA, that rarely requires clinical intervention in the event of a disturbance. The aim of this study was to identify perioperative variables that would lead to the creation of a machine learning model predicting the risk of kalaemia disorders and/or acute kidney injury after total knee arthroplasty.</div></div><div><h3>Hypothesis</h3><div>A predictive model could be constructed to estimate the risk of kalaemia disorders and/or acute kidney injury after total knee arthroplasty.</div></div><div><h3>Material and methods</h3><div>This single-centre retrospective study included 774 total knee arthroplasties (TKA) operated on between January 2020 and March 2023. Twenty-five preoperative variables were incorporated into the machine learning model and filtered by a first algorithm. The most predictive variables selected were used to construct a second algorithm to define the overall risk model for postoperative kalaemia and/or acute kidney injury (K<sup>+</sup> A). Two groups were formed of K<sup>+</sup> A and non-K<sup>+</sup> A patients after TKA. A univariate analysis was performed and the performance of the machine learning model was assessed by the area under the curve representing the sensitivity of the model as a function of 1 - specificity.</div></div><div><h3>Results</h3><div>Of the 774 patients included who had undergone TKA surgery, 46 patients (5.9%) had a postoperative kalaemia disorder requiring correction and 13 patients (1.7%) had acute kidney injury, of whom 5 patients (0.6%) received vascular filling. Eight variables were included in the machine learning predictive model, including body mass index, age, presence of diabetes, operative time, lowest mean arterial pressure, Charlson score, smoking and preoperative glomerular filtration rate.</div><div>Overall performance was good with an area under the curve of 0.979 [CI95% 0.938–1.02], sensitivity was 90.3% [CI95% 86.2–94.4] and specificity 89.7% [CI95% 85.5–93.8]. The tool developed to assess the risk of impaired kalaemia and/or acute kidney injury after TKA is available on <span><span>https://arthrorisk.com</span><svg><path></path></svg></span>.</div></div><div><h3>Conclusion</h3><div>The risk of kalaemia disturbance and postoperative acute kidney injury after total knee arthroplasty could be predicted by a model that identifies low-risk and high-risk patients based on eight pre- and intraoperative variables. This machine learning tool is available on a web platform accessible for everyone, easy to use and has a high predictive performance. The aim of the model was to better identify and anticipate the complications of dyskalaemia and postoperative acute kidney injur
导言:全膝关节置换术(TKA)是一种存在电解质和肾功能紊乱风险的手术,这种风险虽然罕见,但如果不能正确识别,可能会导致严重的并发症。TKA 术后通常会进行常规检查以评估血清离子图和肾功能,一旦出现紊乱,很少需要进行临床干预。本研究的目的是确定围手术期的变量,从而建立一个机器学习模型,预测全膝关节置换术后出现贫血症和/或急性肾损伤的风险:假设:可以构建一个预测模型来估算全膝关节置换术后出现贫血症和/或急性肾损伤的风险:这项单中心回顾性研究纳入了2020年1月至2023年3月期间进行的774例全膝关节置换术(TKA)。25个术前变量被纳入机器学习模型,并通过第一种算法进行筛选。筛选出的最具预测性的变量被用于构建第二种算法,以确定术后贫血和/或急性肾损伤(K+ A)的总体风险模型。将 TKA 术后出现 K+ A 和未出现 K+ A 的患者分为两组。进行了单变量分析,并通过代表模型灵敏度的曲线下面积与 1 - 特异性的函数关系评估了机器学习模型的性能:在纳入的 774 名接受过 TKA 手术的患者中,46 名患者(5.9%)术后出现了需要纠正的贫血症,13 名患者(1.7%)出现了急性肾损伤,其中 5 名患者(0.6%)接受了血管充盈治疗。机器学习预测模型包含八个变量,包括体重指数、年龄、是否患有糖尿病、手术时间、最低平均动脉压、Charlson 评分、吸烟和术前肾小球滤过率。总体性能良好,曲线下面积为 0.979 [CI95% 0.938 - 1.02],灵敏度为 90.3% [CI95% 86.2 - 94.4],特异性为 89.7% [CI95% 85.5 - 93.8]。为评估 TKA 术后出现低钾血症和/或急性肾损伤的风险而开发的工具可在 https://arthrorisk.com.Conclusion 上查阅:全膝关节置换术后出现血钾紊乱和术后急性肾损伤的风险可通过一个模型进行预测,该模型可根据术前和术中的八个变量识别低风险和高风险患者。这种机器学习工具可在网络平台上使用,人人都能访问,使用方便,预测性能高。该模型的目的是更好地识别和预测高危患者的失调血症和术后急性肾损伤并发症。需要进一步开展前瞻性多中心系列研究,以评估在该模型未预测风险的情况下,系统性术后生化检查的价值:证据级别:IV;病例系列回顾性研究。
{"title":"Risk prediction of kalaemia disturbance and acute kidney injury after total knee arthroplasty: use of a machine learning algorithm","authors":"Pierre Tran ,&nbsp;Siam Knecht ,&nbsp;Lyna Tamine ,&nbsp;Nicolas Faure ,&nbsp;Jean-Christophe Orban ,&nbsp;Nicolas Bronsard ,&nbsp;Jean-François Gonzalez ,&nbsp;Grégoire Micicoi","doi":"10.1016/j.otsr.2024.103958","DOIUrl":"10.1016/j.otsr.2024.103958","url":null,"abstract":"&lt;div&gt;&lt;h3&gt;Introduction&lt;/h3&gt;&lt;div&gt;Total knee arthroplasty (TKA) is a procedure associated with risks of electrolyte and kidney function disorders, which are rare but can lead to serious complications if not correctly identified. A routine check-up is very often carried out to assess the seric ionogram and kidney function after TKA, that rarely requires clinical intervention in the event of a disturbance. The aim of this study was to identify perioperative variables that would lead to the creation of a machine learning model predicting the risk of kalaemia disorders and/or acute kidney injury after total knee arthroplasty.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Hypothesis&lt;/h3&gt;&lt;div&gt;A predictive model could be constructed to estimate the risk of kalaemia disorders and/or acute kidney injury after total knee arthroplasty.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Material and methods&lt;/h3&gt;&lt;div&gt;This single-centre retrospective study included 774 total knee arthroplasties (TKA) operated on between January 2020 and March 2023. Twenty-five preoperative variables were incorporated into the machine learning model and filtered by a first algorithm. The most predictive variables selected were used to construct a second algorithm to define the overall risk model for postoperative kalaemia and/or acute kidney injury (K&lt;sup&gt;+&lt;/sup&gt; A). Two groups were formed of K&lt;sup&gt;+&lt;/sup&gt; A and non-K&lt;sup&gt;+&lt;/sup&gt; A patients after TKA. A univariate analysis was performed and the performance of the machine learning model was assessed by the area under the curve representing the sensitivity of the model as a function of 1 - specificity.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Results&lt;/h3&gt;&lt;div&gt;Of the 774 patients included who had undergone TKA surgery, 46 patients (5.9%) had a postoperative kalaemia disorder requiring correction and 13 patients (1.7%) had acute kidney injury, of whom 5 patients (0.6%) received vascular filling. Eight variables were included in the machine learning predictive model, including body mass index, age, presence of diabetes, operative time, lowest mean arterial pressure, Charlson score, smoking and preoperative glomerular filtration rate.&lt;/div&gt;&lt;div&gt;Overall performance was good with an area under the curve of 0.979 [CI95% 0.938–1.02], sensitivity was 90.3% [CI95% 86.2–94.4] and specificity 89.7% [CI95% 85.5–93.8]. The tool developed to assess the risk of impaired kalaemia and/or acute kidney injury after TKA is available on &lt;span&gt;&lt;span&gt;https://arthrorisk.com&lt;/span&gt;&lt;svg&gt;&lt;path&gt;&lt;/path&gt;&lt;/svg&gt;&lt;/span&gt;.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Conclusion&lt;/h3&gt;&lt;div&gt;The risk of kalaemia disturbance and postoperative acute kidney injury after total knee arthroplasty could be predicted by a model that identifies low-risk and high-risk patients based on eight pre- and intraoperative variables. This machine learning tool is available on a web platform accessible for everyone, easy to use and has a high predictive performance. The aim of the model was to better identify and anticipate the complications of dyskalaemia and postoperative acute kidney injur","PeriodicalId":54664,"journal":{"name":"Orthopaedics & Traumatology-Surgery & Research","volume":"111 1","pages":"Article 103958"},"PeriodicalIF":2.3,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141762631","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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Orthopaedics & Traumatology-Surgery & Research
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