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Efficacy and safety of robot-assisted core decompression for osteonecrosis of the femoral head: a meta-analysis of single-arm studies. 机器人辅助核心减压治疗股骨头骨坏死的疗效和安全性:单臂研究的荟萃分析
IF 2.4 3区 医学 Q2 ORTHOPEDICS Pub Date : 2026-05-06 DOI: 10.1186/s12891-026-09777-y
Huan Liu, Dawei Jiang, Feng Wang, Zheming Bao, Hao Xing, Bo Wu

Objective: Osteonecrosis of the femoral head (ONFH) is a common disabling hip disorder with an annually increasing incidence due to factors such as corticosteroid administration. Core decompression is an effective surgical intervention for early-stage ONFH, and robot-assisted technology can enhance the accuracy and minimally invasiveness of this procedure. However, its clinical efficacy requires comprehensive evaluation with high-quality evidence. This study aimed to assess the clinical efficacy and safety of robot-assisted core decompression (RACD) in the treatment of ONFH.

Methods: We systematically searched Chinese and English databases up to December 1, 2025, for case series, cohort studies, and randomized controlled trials (RCTs) on RACD for ONFH. The primary outcome was the femoral head collapse rate; secondary outcomes included the Harris Hip Score (HHS), Visual Analogue Scale (VAS) score, and postoperative complications. Meta-analysis was performed using fixed-effects or random-effects models, with subgroup and sensitivity analyses conducted to verify results.

Results: A total of 12 studies were included (1 RCT, 9 cohort studies, 2 case series), involving 325 patients. Meta-analysis showed that the overall femoral head collapse rate after robot-assisted core decompression was 9% (95% CI: 7%-13%). In the subgroup of ARCO Stage II patients with follow-up > 1 year, the femoral head collapse rate was 12% (95% CI: 8%-17%). The mean postoperative improvement in HHS was 17.38 points (95% CI: 14.40-20.37), and the mean postoperative improvement in VAS score was 2.75 points (95% CI: 2.01-3.50). No complications such as infection or neurovascular injury were reported in any of the studies that reported complications (n = 7, 222 patients in total). Sensitivity analysis indicated that the results were robust. Egger's test suggested potential publication bias for HHS, VAS, and femoral head collapse rate; however, the adjusted effect sizes still supported clinical benefit. Given the high heterogeneity, the adjusted effect sizes should be interpreted with caution.

Conclusion: Available evidence supports the effectiveness of robot-assisted core decompression in the treatment of early-stage ONFH. RACD yields functional improvement and pain relief in patients with ONFH, with acceptable short-to-medium-term safety. Current evidence, however, are insufficient to confirm that RACD yields superior hip preservation efficacy compared with MCD. Further direct, high-quality comparative studies are required to determine and quantify the benefits of RACD compared to MCD.

Trial registration: PROSPERO (CRD420251266114).

目的:股骨头坏死(ONFH)是一种常见的致残性髋关节疾病,由于皮质类固醇等因素的影响,其发病率每年都在增加。核心减压是早期ONFH的有效手术干预,机器人辅助技术可以提高该手术的准确性和微创性。但其临床疗效需要综合评价和高质量证据。本研究旨在评估机器人辅助核心减压(RACD)治疗ONFH的临床疗效和安全性。方法:我们系统地检索了截至2025年12月1日的中英文数据库,包括病例系列、队列研究和随机对照试验(rct)。主要观察指标为股骨头塌陷率;次要结果包括Harris髋关节评分(HHS)、视觉模拟评分(VAS)评分和术后并发症。采用固定效应或随机效应模型进行meta分析,并进行亚组分析和敏感性分析来验证结果。结果:共纳入12项研究(1项RCT, 9项队列研究,2项病例系列),涉及325例患者。meta分析显示,机器人辅助核心减压后股骨头整体塌陷率为9% (95% CI: 7%-13%)。在ARCO II期患者亚组中,随访bb101年,股骨头塌陷率为12% (95% CI: 8%-17%)。HHS术后平均改善17.38分(95% CI: 14.40 ~ 20.37), VAS评分术后平均改善2.75分(95% CI: 2.01 ~ 3.50)。所有报告并发症的研究均未报告感染或神经血管损伤等并发症(共7222例患者)。敏感性分析表明,结果是稳健的。Egger’s检验提示HHS、VAS和股骨头塌陷率的潜在发表偏倚;然而,调整后的效应量仍然支持临床获益。考虑到高异质性,调整后的效应量应谨慎解释。结论:现有证据支持机器人辅助核心减压治疗早期ONFH的有效性。RACD可改善ONFH患者的功能并缓解疼痛,具有可接受的中短期安全性。然而,目前的证据不足以证实RACD与MCD相比具有更好的髋关节保存效果。需要进一步直接、高质量的比较研究来确定和量化RACD与MCD相比的益处。试验注册:PROSPERO (CRD420251266114)。
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引用次数: 0
Efficacy of anti-osteoporosis therapy after anterior surgery for cervical spinal tuberculosis. 颈椎结核前路手术后抗骨质疏松治疗的疗效观察。
IF 2.4 3区 医学 Q2 ORTHOPEDICS Pub Date : 2026-05-06 DOI: 10.1186/s12891-026-09911-w
Jinhui Bu, Li Yang, Qing Shi, Yongfu Wang, Jiewei Song, Youzhi He, Yuxia Xu

Objective: To assess the effect of postoperative anti-osteoporosis therapy on titanium mesh subsidence and bone fusion time after anterior cervical surgery for spinal tuberculosis.

Methods: In this retrospective study, 66 patients undergoing anterior cervical debridement with bone grafting and fixation (2020-2024) were divided into two groups: Group A (full-course anti-osteoporosis therapy, n = 33) and Group B (no/incomplete therapy, n = 33). The primary endpoints were titanium mesh subsidence and bone fusion time. Secondary endpoints included VAS score, NDI score, Frankel grade, bone mineral density, and radiographic alignment. Clinical and radiographic outcomes were compared.

Results: The mean follow-up was 12.5 months. Neurological function (Frankel score) improved in all patients. The titanium mesh subsidence rate was significantly lower in Group A (21.2%) than in Group B (45.3%). Bone fusion time was significantly shorter in Group A (3.5 ± 0.3 months) versus Group B (4.8 ± 0.5 months). Both groups showed significant improvements in VAS and NDI scores. Radiographic alignment was satisfactory. Bone mineral density improved significantly in Group A compared to both its baseline and Group B.

Conclusion: Anterior cervical surgery is effective for spinal tuberculosis. Postoperative standardized anti-osteoporosis therapy further improves outcomes by reducing implant subsidence and accelerating bone fusion, offering significant clinical benefit.

目的:探讨颈椎前路手术治疗脊柱结核术后抗骨质疏松治疗对钛网沉降及骨融合时间的影响。方法:回顾性研究66例宫颈前路清创植骨固定患者(2020-2024年)分为两组:A组(全程抗骨质疏松治疗,n = 33)和B组(未/不完全治疗,n = 33)。主要终点是钛网沉降和骨融合时间。次要终点包括VAS评分、NDI评分、Frankel分级、骨矿物质密度和x线对齐。比较临床和影像学结果。结果:平均随访12.5个月。所有患者的神经功能(Frankel评分)均有改善。钛网沉降率A组(21.2%)明显低于B组(45.3%)。A组骨融合时间(3.5±0.3个月)明显短于B组(4.8±0.5个月)。两组VAS和NDI评分均有显著改善。x线对准令人满意。结论:颈椎前路手术治疗脊柱结核是有效的。术后标准化抗骨质疏松治疗通过减少种植体下沉和加速骨融合进一步改善预后,具有显著的临床效益。
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引用次数: 0
Blood flow restriction as an adjunct during mid-stage rehabilitation after ACL reconstruction: a randomized sham-controlled study. 在ACL重建后中期康复期间,血流限制作为辅助:一项随机假对照研究。
IF 2.4 3区 医学 Q2 ORTHOPEDICS Pub Date : 2026-05-06 DOI: 10.1186/s12891-026-09908-5
Qun-Ya Zheng, Liang Chen, Yan-Song Zhu, Rui-Song Wang, Peng Chen

Purpose: To determine whether adjunctive blood flow restriction (BFR) training during postoperative weeks 13-20 is associated with differences in functional, strength, balance, muscle morphology, and neuromuscular outcomes compared with sham BFR following anterior cruciate ligament reconstruction (ACLR).

Methods: In this single-centre randomized controlled trial, 48 patients aged 18-35 years who underwent primary unilateral ACLR were randomly assigned to a BFR group or a Sham-BFR group. From postoperative weeks 13 to 20, both groups performed identical low-load resistance training (30% one-repetition maximum) twice weekly. The BFR group received individualized blood flow restriction at 40% arterial occlusion pressure, whereas the Sham-BFR group underwent the same protocol with minimal cuff pressure. Outcomes assessed at postoperative week 24 included the International Knee Documentation Committee (IKDC) score, Tegner Activity Scale, knee range of motion (ROM), isometric knee extensor and flexor strength, quadriceps muscle thickness, Y-Balance Test performance, and quadriceps surface electromyography (sEMG).

Results: Forty-three patients completed the study (BFR, n = 21; Sham-BFR, n = 22). At 24 weeks postoperatively, the BFR group demonstrated statistically significantly higher IKDC score and Tegner Activity Scale than the Sham-BFR group (p < 0.01). Knee extensor and flexor strength, Y-Balance Test composite scores, and quadriceps sEMG amplitudes were also significantly greater in the BFR group (p < 0.05). No significant between-group differences were observed in knee ROM or quadriceps muscle thickness.

Conclusion: Adjunctive BFR training during mid-stage ACLR rehabilitation was associated with more favourable functional, strength, balance, and neuromuscular outcomes than sham BFR at 24 weeks postoperatively. These findings should be interpreted cautiously because baseline outcome measurements and immediate post-intervention assessments were not available.

Trial registration: (Chinese Clinical Trial Registry (https://www.chictr.org.cn), No. ChiCTR2400087631, 31/07/2024).

目的:确定术后13-20周的辅助血流限制(BFR)训练与前交叉韧带重建(ACLR)后的假BFR相比,是否与功能、力量、平衡、肌肉形态和神经肌肉结果的差异有关。方法:在这项单中心随机对照试验中,48例18-35岁的原发性单侧ACLR患者被随机分为BFR组和假BFR组。从术后第13周到第20周,两组每周进行两次相同的低负荷阻力训练(每次最多重复30%)。BFR组在40%动脉闭塞压下进行个体化血流限制,而Sham-BFR组在最小袖带压力下进行相同的方案。术后第24周评估的结果包括国际膝关节文献委员会(IKDC)评分、Tegner活动量表、膝关节活动范围(ROM)、等距膝关节伸屈肌力量、股四头肌厚度、Y-Balance测试表现和股四头肌表面肌电图(sEMG)。结果:43例患者完成研究(BFR 21例;Sham-BFR 22例)。术后24周,BFR组的IKDC评分和Tegner活动量表均高于假BFR组(p)。结论:术后24周,ACLR康复中期辅助BFR训练比假BFR具有更有利的功能、力量、平衡和神经肌肉预后。这些发现应谨慎解释,因为基线结果测量和干预后立即评估不可用。试验注册:(中国临床试验注册中心(https://www.chictr.org.cn);ChiCTR2400087631 31/07/2024)。
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引用次数: 0
Accurate estimation of hip range of motion using MediaPipe and inertial sensors with machine learning models. 使用MediaPipe和具有机器学习模型的惯性传感器精确估计髋关节运动范围。
IF 2.4 3区 医学 Q2 ORTHOPEDICS Pub Date : 2026-05-06 DOI: 10.1186/s12891-026-09915-6
Takuma Maeda, Tomoyuki Kamenaga, Atsuyuki Inui, Toshiki Kitamura, Yuichi Kuroda, Masanori Tsubosaka, Naoki Nakano, Shinya Hayashi, Tomoyuki Matsumoto, Ryosuke Kuroda

Accurate, objective assessment of hip joint range of motion (ROM) is essential for orthopedic diagnosis and rehabilitation. Conventional tools, such as goniometers, are limited by subjectivity, inter-observer variability, and poor compatibility with telemedicine applications. This study aimed to develop and validate a markerless, video-based system for estimating hip joint ROM by integrating human pose estimation (MediaPipe) with machine-learning models using inertial sensor data as the reference standard. Twenty healthy adult males performed hip flexion/extension, abduction/adduction, and internal/external rotation movements. Skeletal coordinates extracted from the videos were converted into geometric features and used to train five regression models (linear regression, ElasticNet, support vector regression, random forest, and LightGBM). Model performance was evaluated using the coefficient of determination (R²) and mean absolute error (MAE), and Shapley additive explanations (SHAP) were used to interpret feature contributions. Among the evaluated models, tree-based methods showed high predictive accuracy, and LightGBM was used for subsequent interpretability analyses across all directions of hip ROM (R² up to 0.94; MAE 4-6°), while inertial sensor validation confirmed high measurement accuracy of the reference data. SHAP analysis revealed that distinct geometric descriptors dominated flexion/extension, abduction/adduction, and internal/external rotation, indicating direction-specific biomechanical determinants of hip motion. These findings demonstrate that markerless, video-based estimation of hip ROM is feasible with promising accuracy and highlight the potential of this approach for telemedicine, remote rehabilitation monitoring, and future integration into gait and musculoskeletal modeling workflows.

准确、客观地评估髋关节活动范围(ROM)对于骨科诊断和康复至关重要。传统工具,如测角仪,受到主观性、观察者之间的可变性以及与远程医疗应用兼容性差的限制。本研究旨在开发和验证一个无标记的、基于视频的系统,该系统通过将人体姿势估计(MediaPipe)与机器学习模型结合起来,使用惯性传感器数据作为参考标准来估计髋关节ROM。20名健康成年男性进行髋关节屈伸、外展/内收和内旋/外旋运动。将从视频中提取的骨架坐标转换为几何特征,并用于训练五种回归模型(线性回归、ElasticNet、支持向量回归、随机森林和LightGBM)。使用决定系数(R²)和平均绝对误差(MAE)来评估模型的性能,并使用Shapley加性解释(SHAP)来解释特征贡献。在评估的模型中,基于树的方法具有较高的预测精度,随后使用LightGBM进行髋部ROM各方向的可解释性分析(R²高达0.94;MAE 4-6°),而惯性传感器验证证实了参考数据的高测量精度。SHAP分析显示,不同的几何描述符主导了屈伸、外展/内收和内旋/外旋,表明髋关节运动的方向特异性生物力学决定因素。这些研究结果表明,无标记、基于视频的髋关节ROM估计是可行的,具有良好的准确性,并突出了这种方法在远程医疗、远程康复监测以及未来集成到步态和肌肉骨骼建模工作流程中的潜力。
{"title":"Accurate estimation of hip range of motion using MediaPipe and inertial sensors with machine learning models.","authors":"Takuma Maeda, Tomoyuki Kamenaga, Atsuyuki Inui, Toshiki Kitamura, Yuichi Kuroda, Masanori Tsubosaka, Naoki Nakano, Shinya Hayashi, Tomoyuki Matsumoto, Ryosuke Kuroda","doi":"10.1186/s12891-026-09915-6","DOIUrl":"https://doi.org/10.1186/s12891-026-09915-6","url":null,"abstract":"<p><p>Accurate, objective assessment of hip joint range of motion (ROM) is essential for orthopedic diagnosis and rehabilitation. Conventional tools, such as goniometers, are limited by subjectivity, inter-observer variability, and poor compatibility with telemedicine applications. This study aimed to develop and validate a markerless, video-based system for estimating hip joint ROM by integrating human pose estimation (MediaPipe) with machine-learning models using inertial sensor data as the reference standard. Twenty healthy adult males performed hip flexion/extension, abduction/adduction, and internal/external rotation movements. Skeletal coordinates extracted from the videos were converted into geometric features and used to train five regression models (linear regression, ElasticNet, support vector regression, random forest, and LightGBM). Model performance was evaluated using the coefficient of determination (R²) and mean absolute error (MAE), and Shapley additive explanations (SHAP) were used to interpret feature contributions. Among the evaluated models, tree-based methods showed high predictive accuracy, and LightGBM was used for subsequent interpretability analyses across all directions of hip ROM (R² up to 0.94; MAE 4-6°), while inertial sensor validation confirmed high measurement accuracy of the reference data. SHAP analysis revealed that distinct geometric descriptors dominated flexion/extension, abduction/adduction, and internal/external rotation, indicating direction-specific biomechanical determinants of hip motion. These findings demonstrate that markerless, video-based estimation of hip ROM is feasible with promising accuracy and highlight the potential of this approach for telemedicine, remote rehabilitation monitoring, and future integration into gait and musculoskeletal modeling workflows.</p>","PeriodicalId":9189,"journal":{"name":"BMC Musculoskeletal Disorders","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2026-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147833648","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}
引用次数: 0
Prevalence and risk factors of shoulder stiffness after rotator cuff repair: a meta-analysis. 肩袖修复后肩僵硬的患病率和危险因素:一项荟萃分析。
IF 2.4 3区 医学 Q2 ORTHOPEDICS Pub Date : 2026-05-05 DOI: 10.1186/s12891-026-09856-0
Xin-Lei Tang, Yi-Lin Wang, Zhong-You Zhang, Xuan Cheng, Si-Yuan Gao, Sheng Ding

Background: This meta-analysis aims to determine the prevalence of postoperative shoulder stiffness (PSS) after rotator cuff repair surgery and to explore its potential risk factors.

Methods: Search the PubMed, Embase, Web of Science, and Cochrane Library databases from their inception to July 1, 2025, for all studies reporting the prevalence of PSS after rotator cuff repair surgery and its associated risk factors. The Newcastle-Ottawa Scale (NOS) was used to assess the quality of the included studies. Meta-analysis was performed using Stata 15.0 software.

Results: Eight cohort studies involving 21,033 patients were included. The pooled prevalence of postoperative shoulder stiffness (PSS) after rotator cuff repair was 17% (95% CI: 9%-24%), with substantial heterogeneity (I2 = 98.2%). Subgroup analysis by continent showed variation in reported prevalence estimates across regions, although these findings should be interpreted cautiously because some subgroups were based on a limited number of studies. Additional subgroup analyses according to sample size, publication year, and mean age were conducted to explore heterogeneity. In the sample size subgroup analysis, the pooled prevalence was 14% (95% CI: 2%-25%) in studies with a sample size ≥ 300 and 18% (95% CI: 15%-21%) in studies with a sample size < 300, with lower heterogeneity in the latter subgroup. By contrast, subgroup analyses by publication year and mean age did not materially reduce heterogeneity. In pooled analyses of adjusted effect estimates, age < 50 years (OR = 1.09, 95% CI: 1.03-1.15), female sex (OR = 1.66, 95% CI: 1.03-2.68), and diabetes mellitus (OR = 2.73, 95% CI: 1.75-4.26) were associated with PSS; however, the effect size for age < 50 years was small.

Conclusion: PSS after rotator cuff repair is not uncommon, but the pooled prevalence should be interpreted cautiously because of substantial heterogeneity and inconsistent diagnostic definitions across studies. Female sex and diabetes mellitus may be associated with PSS, whereas the clinical relevance of the association with age < 50 years appears limited. Further high-quality prospective studies are required.

背景:本荟萃分析旨在确定肩袖修复术后肩关节僵硬(PSS)的发生率,并探讨其潜在的危险因素。方法:检索PubMed、Embase、Web of Science和Cochrane Library数据库,从其建立到2025年7月1日,检索所有报道肩袖修复手术后PSS患病率及其相关危险因素的研究。采用纽卡斯尔-渥太华量表(NOS)评估纳入研究的质量。采用Stata 15.0软件进行meta分析。结果:纳入8项队列研究,涉及21,033例患者。肩袖修复术后肩关节僵硬(PSS)的总发生率为17% (95% CI: 9%-24%),存在很大的异质性(I2 = 98.2%)。按大陆划分的亚组分析显示,各区域报告的患病率估计值存在差异,尽管这些发现应谨慎解释,因为一些亚组是基于数量有限的研究。根据样本量、出版年份和平均年龄进行额外的亚组分析以探索异质性。在样本量亚组分析中,在样本量≥300的研究中,合并患病率为14% (95% CI: 2%-25%),在样本量≥300的研究中,合并患病率为18% (95% CI: 15%-21%)。结论:肩袖修复后PSS并不罕见,但合并患病率应谨慎解释,因为各研究存在很大的异质性和不一致的诊断定义。女性性别和糖尿病可能与PSS有关,而临床相关性与年龄有关
{"title":"Prevalence and risk factors of shoulder stiffness after rotator cuff repair: a meta-analysis.","authors":"Xin-Lei Tang, Yi-Lin Wang, Zhong-You Zhang, Xuan Cheng, Si-Yuan Gao, Sheng Ding","doi":"10.1186/s12891-026-09856-0","DOIUrl":"https://doi.org/10.1186/s12891-026-09856-0","url":null,"abstract":"<p><strong>Background: </strong>This meta-analysis aims to determine the prevalence of postoperative shoulder stiffness (PSS) after rotator cuff repair surgery and to explore its potential risk factors.</p><p><strong>Methods: </strong>Search the PubMed, Embase, Web of Science, and Cochrane Library databases from their inception to July 1, 2025, for all studies reporting the prevalence of PSS after rotator cuff repair surgery and its associated risk factors. The Newcastle-Ottawa Scale (NOS) was used to assess the quality of the included studies. Meta-analysis was performed using Stata 15.0 software.</p><p><strong>Results: </strong>Eight cohort studies involving 21,033 patients were included. The pooled prevalence of postoperative shoulder stiffness (PSS) after rotator cuff repair was 17% (95% CI: 9%-24%), with substantial heterogeneity (I<sup>2</sup> = 98.2%). Subgroup analysis by continent showed variation in reported prevalence estimates across regions, although these findings should be interpreted cautiously because some subgroups were based on a limited number of studies. Additional subgroup analyses according to sample size, publication year, and mean age were conducted to explore heterogeneity. In the sample size subgroup analysis, the pooled prevalence was 14% (95% CI: 2%-25%) in studies with a sample size ≥ 300 and 18% (95% CI: 15%-21%) in studies with a sample size < 300, with lower heterogeneity in the latter subgroup. By contrast, subgroup analyses by publication year and mean age did not materially reduce heterogeneity. In pooled analyses of adjusted effect estimates, age < 50 years (OR = 1.09, 95% CI: 1.03-1.15), female sex (OR = 1.66, 95% CI: 1.03-2.68), and diabetes mellitus (OR = 2.73, 95% CI: 1.75-4.26) were associated with PSS; however, the effect size for age < 50 years was small.</p><p><strong>Conclusion: </strong>PSS after rotator cuff repair is not uncommon, but the pooled prevalence should be interpreted cautiously because of substantial heterogeneity and inconsistent diagnostic definitions across studies. Female sex and diabetes mellitus may be associated with PSS, whereas the clinical relevance of the association with age < 50 years appears limited. Further high-quality prospective studies are required.</p>","PeriodicalId":9189,"journal":{"name":"BMC Musculoskeletal Disorders","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2026-05-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147833793","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}
引用次数: 0
Application of a YOLOv8-based model on lateral lumbar radiographs for screening of acute and chronic thoracolumbar fractures and osteoporosis. 基于yolov8模型的腰椎侧位片筛查急性和慢性胸腰椎骨折和骨质疏松症的应用
IF 2.4 3区 医学 Q2 ORTHOPEDICS Pub Date : 2026-05-05 DOI: 10.1186/s12891-026-09845-3
Baisen Chen, Yukang Cheng, Jiaming Cui, Chunyan Ji, Yuyu Sun, Zhiming Cui, Guanhua Xu

Background: Differentiating acute from chronic wedge-shaped thoracolumbar vertebral deformities on conventional lateral lumbar radiographs remains clinically challenging, especially when osteoporosis status also needs to be considered. This study aimed to develop and evaluate a You Only Look Once (YOLO)v8n framework for vertebral-level detection and classification of thoracolumbar fractures with osteoporosis-related stratification on lateral lumbar radiographs.

Methods: We retrospectively collected 1352 lateral lumbar radiographs from 1352 patients, with one radiograph per patient. A total of 1774 vertebral fracture segments were manually annotated. Lumbar magnetic resonance imaging (MRI) and dual-energy X-ray absorptiometry (DXA) were used as reference standards to stratify vertebral targets into three categories: acute fracture with osteoporosis, acute fracture without osteoporosis and chronic fracture with osteoporosis. The dataset was divided into training and validation subsets at the patient level. A YOLOv8n detector was trained as the primary model. To strengthen methodological rigor, additional baseline comparison experiments were conducted under the same patient-level training/validation split using YOLOv5n and Faster R-CNN. Detection performance was assessed using precision, recall, F1-score, mean average precision (mAP) 50 and mAP50-95.

Results: On the validation set, the YOLOv8n model achieved a precision of 0.495, recall of 0.482, F1-score of 0.490, mAP50 of 0.506, and mAP50-95 of 0.397. In comparative experiments, YOLOv5n achieved a precision of 0.451, recall of 0.549, F1-score of 0.495, mAP50 of 0.494, and mAP50-95 of 0.367, whereas Faster R-CNN achieved a precision of 0.273, recall of 0.814, F1-score of 0.409, mAP50 of 0.300, and mAP50-95 of 0.217. These findings indicate that YOLOv8n provided the most balanced overall detection performance in the present dataset.

Conclusion: The proposed YOLOv8n framework demonstrated preliminary feasibility for automated vertebral-level detection and classification of thoracolumbar fractures with osteoporosis-related stratification on lateral lumbar radiographs. However, given the moderate overall performance and lack of external validation, the current model should be regarded as an assistive screening tool rather than a standalone diagnostic system.

背景:在常规腰椎侧位片上区分急性和慢性楔形胸腰椎畸形在临床上仍然具有挑战性,特别是当骨质疏松症也需要考虑时。本研究旨在开发和评估You Only Look Once (YOLO)v8n框架,用于腰椎侧位x线片上骨质疏松相关分层的胸腰椎骨折的椎骨水平检测和分类。方法:回顾性收集1352例患者的1352张侧位腰椎x线片,每位患者一张。手工注释了1774个椎体骨折节段。以腰椎磁共振成像(MRI)和双能x线骨密度仪(DXA)作为参考标准,将椎体靶点分为急性骨折伴骨质疏松、急性骨折无骨质疏松和慢性骨折伴骨质疏松三类。数据集在患者水平上分为训练和验证子集。以YOLOv8n探测器作为主要模型进行训练。为了加强方法的严严性,在相同的患者水平训练/验证分割下,使用YOLOv5n和Faster R-CNN进行了额外的基线比较实验。采用精密度、召回率、f1评分、平均平均精密度(mAP) 50和mAP50-95对检测性能进行评估。结果:在验证集上,YOLOv8n模型的准确率为0.495,召回率为0.482,f1评分为0.490,mAP50为0.506,mAP50-95为0.397。对比实验中,YOLOv5n的准确率为0.451,召回率为0.549,F1-score为0.495,mAP50为0.494,mAP50-95为0.367,而Faster R-CNN的准确率为0.273,召回率为0.814,F1-score为0.409,mAP50为0.300,mAP50-95为0.217。这些发现表明,YOLOv8n在当前数据集中提供了最平衡的整体检测性能。结论:提出的YOLOv8n框架初步证明了在侧位腰椎x线片上对伴有骨质疏松相关分层的胸腰椎骨折进行椎体水平自动检测和分类的可行性。然而,鉴于整体表现不佳且缺乏外部验证,目前的模型应被视为辅助筛查工具,而不是独立的诊断系统。
{"title":"Application of a YOLOv8-based model on lateral lumbar radiographs for screening of acute and chronic thoracolumbar fractures and osteoporosis.","authors":"Baisen Chen, Yukang Cheng, Jiaming Cui, Chunyan Ji, Yuyu Sun, Zhiming Cui, Guanhua Xu","doi":"10.1186/s12891-026-09845-3","DOIUrl":"https://doi.org/10.1186/s12891-026-09845-3","url":null,"abstract":"<p><strong>Background: </strong>Differentiating acute from chronic wedge-shaped thoracolumbar vertebral deformities on conventional lateral lumbar radiographs remains clinically challenging, especially when osteoporosis status also needs to be considered. This study aimed to develop and evaluate a You Only Look Once (YOLO)v8n framework for vertebral-level detection and classification of thoracolumbar fractures with osteoporosis-related stratification on lateral lumbar radiographs.</p><p><strong>Methods: </strong>We retrospectively collected 1352 lateral lumbar radiographs from 1352 patients, with one radiograph per patient. A total of 1774 vertebral fracture segments were manually annotated. Lumbar magnetic resonance imaging (MRI) and dual-energy X-ray absorptiometry (DXA) were used as reference standards to stratify vertebral targets into three categories: acute fracture with osteoporosis, acute fracture without osteoporosis and chronic fracture with osteoporosis. The dataset was divided into training and validation subsets at the patient level. A YOLOv8n detector was trained as the primary model. To strengthen methodological rigor, additional baseline comparison experiments were conducted under the same patient-level training/validation split using YOLOv5n and Faster R-CNN. Detection performance was assessed using precision, recall, F1-score, mean average precision (mAP) 50 and mAP50-95.</p><p><strong>Results: </strong>On the validation set, the YOLOv8n model achieved a precision of 0.495, recall of 0.482, F1-score of 0.490, mAP50 of 0.506, and mAP50-95 of 0.397. In comparative experiments, YOLOv5n achieved a precision of 0.451, recall of 0.549, F1-score of 0.495, mAP50 of 0.494, and mAP50-95 of 0.367, whereas Faster R-CNN achieved a precision of 0.273, recall of 0.814, F1-score of 0.409, mAP50 of 0.300, and mAP50-95 of 0.217. These findings indicate that YOLOv8n provided the most balanced overall detection performance in the present dataset.</p><p><strong>Conclusion: </strong>The proposed YOLOv8n framework demonstrated preliminary feasibility for automated vertebral-level detection and classification of thoracolumbar fractures with osteoporosis-related stratification on lateral lumbar radiographs. However, given the moderate overall performance and lack of external validation, the current model should be regarded as an assistive screening tool rather than a standalone diagnostic system.</p>","PeriodicalId":9189,"journal":{"name":"BMC Musculoskeletal Disorders","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2026-05-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147833677","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}
引用次数: 0
Lateral decubitus positioning was associated with improved efficiency and functional outcome compared with traction table positioning for cephalomedullary nailing of subtrochanteric femur fractures: a retrospective comparative study. 与牵引床定位相比,侧卧位在治疗股骨粗隆下骨折的头髓内钉治疗效率和功能预后方面有所提高:一项回顾性比较研究。
IF 2.4 3区 医学 Q2 ORTHOPEDICS Pub Date : 2026-05-04 DOI: 10.1186/s12891-026-09843-5
Hamit Çağlayan Kahraman, Emre Bilgin, Onur Gültekin, Öykü Merve Yavuz, Olcay Yavuz, Barış Yılmaz

Background: Subtrochanteric femur fractures are challenging to treat due to complex anatomy and high mechanical stresses. Cephalomedullary nailing is the standard treatment, often performed with the patient supine on a traction table, but this can prolong setup and cause complications (pressure or nerve injuries). Lateral decubitus positioning without a traction table may facilitate reduction and reduce traction-related risks, yet comparative data in subtrochanteric fractures are limited. This study compared outcomes of lateral decubitus versus traction table positioning for subtrochanteric fracture nailing.

Methods: A retrospective cohort study included 68 patients with subtrochanteric femur fractures treated with cephalomedullary nails. Patients underwent surgery supine on a traction table (n = 37) or in lateral decubitus without a traction table (n = 31). Operative metrics (entry point determination time, operative time, fluoroscopy duration, and blood loss) and postoperative outcomes (transfusion requirements, time to mobilization, complications, and final Harris Hip Score) were compared between groups.

Results: Lateral decubitus positioning was associated with shorter entry-point determination time (median 2 vs. 7 min; p = 0.05), shorter operating-room time (80.3 ± 23.6 vs. 108.2 ± 23.2 min; p = 0.03), reduced fluoroscopy time (151.2 ± 19.2 vs. 178.2 ± 16.1 s; p = 0.03), and lower estimated blood loss (752 ± 346 vs. 1459 ± 611 mL; p = 0.01) compared with traction-table positioning. No statistically significant differences were observed in transfusion requirements, time to mobilization, final Harris Hip Score, or complication rates (all p > 0.05).

Conclusion: Compared with traction-table positioning, lateral decubitus cephalomedullary nailing was associated with better functional outcome, shorter operative and fluoroscopy times, and lower estimated blood loss, while union and complication rates were similar between groups. These findings suggest that lateral decubitus positioning is a viable alternative for subtrochanteric fracture fixation, particularly when traction-table setup may compromise operating-room efficiency. Given the observational design and potential confounding related to reduction techniques and surgeon factors, these findings should be interpreted as associations; prospective studies are warranted.

背景:股骨转子下骨折由于复杂的解剖结构和高机械应力,治疗具有挑战性。颅髓内钉是标准的治疗方法,通常患者仰卧在牵引台上进行,但这可能延长安装时间并导致并发症(压力或神经损伤)。无牵引台的侧卧位可促进复位并降低牵引相关风险,但转子下骨折的比较数据有限。本研究比较了外侧卧位与牵引台定位治疗转子下骨折的疗效。方法:回顾性队列研究纳入68例股骨粗隆下骨折患者,采用头髓内钉治疗。患者在牵引台上仰卧(n = 37)或在没有牵引台上侧卧(n = 31)进行手术。比较两组之间的手术指标(切入点确定时间、手术时间、透视时间和出血量)和术后结果(输血需求、活动时间、并发症和最终Harris髋关节评分)。结果:与牵引台定位相比,侧卧位与更短的切入点确定时间(中位2 vs. 7 min, p = 0.05)、更短的手术室时间(80.3±23.6 vs. 108.2±23.2 min, p = 0.03)、更短的透视时间(151.2±19.2 vs. 178.2±16.1 s, p = 0.03)、更低的估计失血量(752±346 vs. 1459±611 mL, p = 0.01)相关。输血需要量、活动时间、Harris髋关节评分和并发症发生率均无统计学差异(p < 0.05)。结论:与牵引台定位相比,侧卧头髓内钉具有更好的功能结局,更短的手术和透视时间,更低的估计出血量,两组愈合率和并发症发生率相似。这些研究结果表明,侧卧位是转子下骨折固定的可行选择,特别是当牵引台设置可能会影响手术室效率时。考虑到观察设计和与复位技术和外科医生因素相关的潜在混淆,这些发现应被解释为关联;前瞻性研究是必要的。
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引用次数: 0
Incidence, pattern and mechanisms of injuries and fractures in children under two years of age: a population-based study. 两岁以下儿童受伤和骨折的发生率、模式和机制:一项基于人群的研究。
IF 2.4 3区 医学 Q2 ORTHOPEDICS Pub Date : 2026-05-04 DOI: 10.1186/s12891-026-09886-8
Rien Fredrik Ragnar Avenarius, Edvard Johan Enoksen, Karen Rosendahl

Background: Epidemiological data on injuries and fractures in children under two years of age is limited, thus, we aimed to explore the incidence, patterns and mechanisms.

Methods: Retrospective, population-based cross-sectional study including children under two, seen at the A&E department due to a trauma, or having a radiograph due to birth trauma. All radiographs were re-reviewed.

Results: Four hundred thirty children (49.8% female), mean age 14.7 months (SD 6.8), were included, of whom four had a high-energy trauma and 42 were birth-related. Of 388 children (50.3% female) (mean age 16.3 months, SD 5.1 months) with non-birth related injury, 163 (42.0%) had a fracture (annual incidence 4.3 per 1,000 children; 2.4 per 1,000 infants vs. 6.1 per 1,000 children aged 12 to 24 months of age. 47/163 (28.8%) fractures involved the forearm and 41 (25.2%) involved the leg. Fracture mechanisms 39.9% fall from more than own height/furniture; 17.2% fall from own height, 6.7% crush injury and 6.1% dropped by parent. In 12.9% of the traumas, no mechanism was provided. The number of fractures increased significantly by age group (p=0.027), and the distribution differed, with skull fractures predominating in 0-6-months-old (33.0%), clavicle fractures (33.0%) in 6-12-months-old and forearm fractures in the two older age groups (35.0% and 34.4%, respectively) (p < 0.001). No classic metaphyseal lesions were found in the entire cohort. Four children, all of whom had radiological "red flags", had inflicted injury. Forty-two children had birth-related injury, of whom 50.0% had a fracture (1.1 per 1,000 live births).

Conclusions: Fractures in infants are rare, in particular classic metaphyseal fractures. The occurrence of radiological "red flags" should raise suspicion of non-accidental injury and instigate further assessment.

背景:两岁以下儿童损伤和骨折的流行病学数据有限,因此,我们旨在探讨其发生率、模式和机制。方法:回顾性,以人群为基础的横断面研究,包括两岁以下儿童,因创伤而在急诊室就诊,或因出生创伤而接受x线检查。所有x线片重新检查。结果:纳入430例儿童,其中女性49.8%,平均年龄14.7个月(SD 6.8),其中4例为高能外伤,42例为出生相关。388名非出生相关损伤的儿童(50.3%为女性)(平均年龄16.3个月,平均年龄5.1个月)中,163名(42.0%)发生骨折(年发病率为4.3 / 1000名儿童;2.4 / 1000名婴儿vs 6.1 / 1000名12 - 24个月的儿童。47/163例(28.8%)骨折发生在前臂,41例(25.2%)骨折发生在腿部。39.9%的骨折机构是从高于自身高度/家具处跌落;17.2%从自身高度坠落,6.7%因挤压伤坠落,6.1%由父母坠落。在12.9%的创伤中,没有提供任何机制。不同年龄组骨折发生率显著增加(p=0.027),且分布不同,0 ~ 6月龄以颅骨骨折为主(33.0%),6 ~ 12月龄以锁骨骨折为主(33.0%),较大年龄组以前臂骨折为主(分别为35.0%和34.4%)(p < 0.001)。在整个队列中未发现典型的干骺端病变。四名儿童造成了伤害,他们都有放射“危险信号”。42名儿童有出生相关损伤,其中50.0%有骨折(每1000个活产1.1个)。结论:婴儿骨折是罕见的,尤其是典型的干骺端骨折。放射“危险信号”的出现应引起对非意外伤害的怀疑,并促使进一步评估。
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引用次数: 0
Surgical versus non-surgical treatment of intra-articular comminuted distal radius fractures (AO 23-C2/C3) is associated with better patient-reported outcomes: an instrumental variable analysis using a national Swedish cohort. 手术与非手术治疗关节内粉碎性桡骨远端骨折(AO 23-C2/C3)与更好的患者报告结果相关:一项使用瑞典国家队列的工具变量分析。
IF 2.4 3区 医学 Q2 ORTHOPEDICS Pub Date : 2026-05-04 DOI: 10.1186/s12891-026-09900-z
Albert Christersson, Jonas Höijer, Michael Möller, Karl Michaëlsson

Background: The surgical rate for distal radius fractures is steadily rising despite limited evidence of its benefits over non-surgical treatment. Using a natural experimental approach, we aimed to compare patient-reported outcomes following surgical versus non-surgical treatment of distal radius fractures.

Methods: Registered in the Swedish Fracture Register by 36 Swedish hospitals from 2013 to 2018, we included a cohort of 13,356 fractures on 13,031 patients aged 18 years or older with distal radius fractures Arbeitsgemeinschaft fur Osteosynthesefragen (AO) 23-A2.1-2, A3, and C1-C3. The observational study utilized differences in the frequency of surgical treatment across hospitals as a source of random treatment assignment and a natural experiment. We assumed that all hospitals encountered a similar range of fractures each year. Therefore, the annual frequency of surgery per hospital was used as a proxy for randomization between surgical and nonsurgical treatment, regardless of each patient's actual treatment. The outcome was the individual Patient Reported Outcome Measures (PROM) at 1 year, with the Arm and Hand Function Index from the Short Musculoskeletal Function Assessment (SMFA) as the primary measure.

Results: The surgical rate per hospital year ranged from 7 to 66%. Surgical treatment was associated with lower Arm and Hand Function Index scores in comminuted intraarticular fractures of type C2 (11.9 units, p = 0.004) and type C3 (19.4 units, p = 0.029). There was a tendency for a positive association with surgical treatment in dorsally angulated extraarticular fractures (23A2.2), but the difference of 5.1 units (p = 0.079) was below the Minimal Clinically Important Difference (MCID). In other extra-articular fractures (23-A2.1 and 23-A3) and simple intra-articular fractures (23-C1), the benefits of surgical treatment were small and also not statistically significant. Several sensitivity analyses were conducted to test the study design, and all supported the primary results.

Conclusions: In this comparison of surgical and non-surgical treatment for distal radius fractures across hospitals with varying surgical rates, comminuted intra-articular distal radius fractures (AO 23-C2/C3) treated surgically were associated with better one-year patient-reported outcomes than those treated non-surgically.

背景:桡骨远端骨折的手术率正在稳步上升,尽管有限的证据表明其优于非手术治疗。采用自然实验方法,我们旨在比较桡骨远端骨折手术与非手术治疗后患者报告的结果。方法:2013年至2018年,瑞典36家医院在瑞典骨折登记处登记,我们纳入了13,356例骨折,涉及13,031例年龄在18岁及以上的桡骨远端骨折(AO) 23-A2.1-2, A3和C1-C3。观察性研究利用医院间手术治疗频率的差异作为随机治疗分配和自然实验的来源。我们假设所有医院每年都会遇到类似范围的骨折。因此,无论每位患者的实际治疗情况如何,每家医院每年的手术频率被用作手术和非手术治疗之间随机化的代理。结果是1年的个体患者报告结果测量(PROM),以短肌肉骨骼功能评估(SMFA)的手臂和手部功能指数作为主要测量指标。结果:每院年手术率为7% ~ 66%。手术治疗与C2型粉碎性关节内骨折(11.9个单位,p = 0.004)和C3型(19.4个单位,p = 0.029)的下肢和手部功能指数评分相关。背侧成角关节外骨折与手术治疗呈正相关(23A2.2),但差异为5.1个单位(p = 0.079),低于最小临床重要差异(MCID)。在其他关节外骨折(23-A2.1和23-A3)和单纯关节内骨折(23-C1)中,手术治疗的益处较小,也无统计学意义。进行了几项敏感性分析以检验研究设计,所有分析结果均支持初步结果。结论:在手术率不同的医院对桡骨远端骨折的手术和非手术治疗的比较中,手术治疗的桡骨远端关节内粉碎性骨折(AO 23-C2/C3)患者报告的一年预后优于非手术治疗。
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引用次数: 0
Classification of spinal tuberculous infection, pyogenic infection and spinal metastasis from magnetic resonance imaging using machine learning. 磁共振成像中脊柱结核感染、化脓性感染和脊柱转移的机器学习分类。
IF 2.4 3区 医学 Q2 ORTHOPEDICS Pub Date : 2026-05-04 DOI: 10.1186/s12891-026-09838-2
Apiruk Sangsin, Piyapong Khumrin, Peem Sarasombath, Hideki Murakami, Permsak Paholpak, Nuttaya Pattamapaspong, Wongthawat Liawrungrueang

Background: Differentiating between spinal tuberculosis, pyogenic (bacterial) spondylitis and spinal metastasis remains a major diagnostic challenge because their radiological features often overlap. Delayed or incorrect diagnosis may lead to inappropriate treatment, permanent disability or death.

Objective: To develop and evaluate deep learning models for automated classification of spinal tuberculosis, pyogenic infection, and spinal metastasis using magnetic resonance imaging (MRI).

Methods: T2-weighted sagittal MRI scans from 120 patients (40 per disease group) with pathologically or microbiologically confirmed diagnoses between 2014 and 2019 were retrospectively analyzed. Lesion regions were manually annotated by radiologists, and data were split into 80% training and 20% testing sets at the patient level. Extensive data augmentation (rotation ± 5°, zoom 1.1-1.2×, shearing ± 5°, grid distortion 2 × 2) was applied to mitigate overfitting. Three models were trained and compared: (1) a single-layer perceptron baseline, (2) a custom dense neural network (2 × 1024 neurons), and (3) pre-trained convolutional neural networks (ResNet50, VGG16, InceptionV3). Model performance was evaluated using accuracy, precision, recall, and F1-score on both whole and segmented images.

Results: After augmentation, 1,000 synthetic samples were generated per class. The baseline model achieved 27-33% accuracy, whereas the dense and pre-trained models achieved 98-100% accuracy on the test set. Although pre-trained networks demonstrated marginally higher performance, the difference compared with the dense model was not statistically significant. Activation heatmaps revealed inconsistent localization of attention regions, suggesting potential overfitting and limitations in visualization interpretability.

Conclusion: Deep learning models demonstrated strong potential in distinguishing between spinal tuberculosis, bacterial spondylitis, and spinal metastasis on MRI. However, the near-perfect performance likely reflects dataset homogeneity and augmentation effects rather than full generalization. External, multi-center validation and improved interpretability methods (e.g., Grad-CAM) are warranted to confirm clinical applicability and ensure reliable decision support for radiologists.

背景:鉴别脊柱结核、化脓性(细菌性)脊柱炎和脊柱转移仍然是一个主要的诊断挑战,因为它们的放射学特征经常重叠。延误或不正确的诊断可能导致不适当的治疗、永久残疾或死亡。目的:开发和评估利用磁共振成像(MRI)自动分类脊柱结核、化脓性感染和脊柱转移的深度学习模型。方法:回顾性分析2014 - 2019年病理或微生物学确诊的120例患者(每个疾病组40例)的t2加权矢状面MRI扫描结果。病变区域由放射科医生手工标注,数据在患者水平上分为80%的训练集和20%的测试集。广泛的数据增强(旋转±5°,缩放1.1-1.2×,剪切±5°,网格畸变2× 2)用于减轻过拟合。对三种模型进行了训练和比较:(1)单层感知机基线,(2)自定义密集神经网络(2 × 1024个神经元)和(3)预训练卷积神经网络(ResNet50, VGG16, InceptionV3)。模型性能评估使用准确性,精密度,召回率和f1分数对整体和分割图像。结果:扩增后,每班生成1000个合成样品。基线模型的准确率为27-33%,而密集和预训练的模型在测试集上的准确率为98-100%。虽然预训练的网络表现出略高的性能,但与密集模型相比,差异没有统计学意义。激活热图显示注意区域定位不一致,提示潜在的过拟合和可视化可解释性的局限性。结论:深度学习模型在MRI上鉴别脊柱结核、细菌性脊柱炎和脊柱转移方面具有很强的潜力。然而,近乎完美的性能可能反映了数据集的同质性和增强效应,而不是完全泛化。需要外部、多中心验证和改进的可解释性方法(如Grad-CAM)来确认临床适用性,并确保放射科医生的可靠决策支持。
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引用次数: 0
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BMC Musculoskeletal Disorders
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