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Improvement in primary resection accuracy with Image Free Robotic Assisted Total Knee Arthroplasty compared to Navigation 与导航相比,无图像机器人辅助全膝关节置换术一期切除精度的提高
Pub Date : 1900-01-01 DOI: 10.29007/283j
Gary W. Doan, Andrew Van Avery, P. Courtis, Ian J Leslie, D. Hoeffel, C. Clary
Aims: Several studies have been performed that compare the accuracy of Robotic-Assisted Total Knee Arthroplasty (RATKA) to conventional instrumentation as well as navigation to conventional instrumentation, yet there is a lack of studies comparing RATKA to navigation. The purpose of this study is to evaluate the accuracy of a contemporary image free navigation system for TKA in a cadaveric study using the same methodology as used previously to access the accuracy of a RATKA system and conventional instrumentation. Methods: Four orthopaedic surgeons performed bi-lateral TKA on 18 pelvis-to-toe cadaveric specimens without implantation using the BrainLab Knee3 navigation system. Preoperative and postoperative computed tomography (CT) scans were taken to access the resection accuracy of the navigation system relative to the planned alignment targets recorded intraoperatively. Results: The mean error in femoral coronal angle was 1.08° ± 0.87° compared to 1.39° ± 0.95° conventional and 0.63° ± 0.50° RATKA; the differences between navigation and RATKA were statistically significant. The mean error in the tibial coronal angle was 1.24° ± 1.13° compared to 1.65° ± 1.29° conventional and 0.93° ± 0.72° RATKA. The mean error in femoral flexion was 2.13° ± 1.87° compared to 3.27° ± 2.51° conventional and 1.21° ± 0.90° RATKA; the differences between navigation and manual and navigation and RATKA were statistically significant. The mean errors in the femoral rotation (navigation 1.30° ± 1.38°, conventional 1.00° ± 0.70°, RATKA 1.04° ± 0.81°) and tibial slope (navigation 1.89° ± 1.28°, conventional 1.63° ± 1.39°, RATKA 1.62° ± 1.13°) were similar between the groups. Conclusion: This study showed that for some metrics navigation improves resection accuracy compared to conventional instrumentation and RATKA further improves resection accuracy compared to CAS.
目的:已经进行了几项研究,比较了机器人辅助全膝关节置换术(RATKA)与传统器械的准确性以及导航与传统器械的准确性,但缺乏将RATKA与导航进行比较的研究。本研究的目的是评估当代无图像导航系统在尸体研究中的准确性,使用与以前使用RATKA系统和传统仪器的准确性相同的方法。方法:4名骨科医生使用BrainLab Knee3导航系统对18例未植入的骨盆-脚趾尸体标本进行双侧TKA。术前和术后进行计算机断层扫描(CT),以获得导航系统相对于术中记录的计划对准目标的切除精度。结果:股骨冠状角平均误差为1.08°±0.87°,而RATKA的平均误差为1.39°±0.95°,RATKA的平均误差为0.63°±0.50°;导航和RATKA之间的差异有统计学意义。胫骨冠状角的平均误差为1.24°±1.13°,而常规和RATKA分别为1.65°±1.29°和0.93°±0.72°。股骨屈曲的平均误差为2.13°±1.87°,而RATKA的平均值为3.27°±2.51°,RATKA的平均值为1.21°±0.90°;导航与手动、导航与RATKA的差异有统计学意义。两组股骨旋转(导航1.30°±1.38°,常规1.00°±0.70°,RATKA 1.04°±0.81°)和胫骨倾斜(导航1.89°±1.28°,常规1.63°±1.39°,RATKA 1.62°±1.13°)的平均误差相似。结论:本研究表明,在某些指标上,与传统仪器相比,导航提高了切除精度,而与CAS相比,RATKA进一步提高了切除精度。
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引用次数: 0
Transformer vs. CNN – A Comparison on Knee Segmentation in Ultrasound Images Transformer与CNN——超声图像中膝关节分割的比较
Pub Date : 1900-01-01 DOI: 10.29007/cqcv
Peter Brößner, B. Hohlmann, K. Radermacher
The automated and robust segmentation of bone surfaces in ultrasound (US) images can open up new fields of application for US imaging in computer-assisted orthopedic surgery, e.g. for the patient-specific planning process in computer-assisted knee replacement. For the automated, deep learning-based segmentation of medical images, CNN-based methods have been the state of the art over the last years, while recently Transformer-based methods are on the rise in computer vision. To compare these methods with respect to US image segmentation, in this paper the recent Transformer- based Swin-UNet is exemplarily benchmarked against the commonly used CNN-based nnUNet on the application of in-vivo 2D US knee segmentation.Trained and tested on our own dataset with 8166 annotated images (split in 7155 and 1011 images respectively), both the nnUNet and the pre-trained Swin-UNet show a Dice coefficient of 0.78 during testing. For distances between skeletonized labels and predictions, a symmetric Hausdorff distance of 44.69 pixels and a symmetric surface distance of 5.77 pixels is found for nnUNet as compared to 42.78 pixels and 5.68 pixels respectively for the Swin-UNet. Based on qualitative assessment, the Transformer-based Swin-UNet appears to benefit from its capability of learning global relationships as compared to the CNN-based nnUNet, while the latter shows more consistent and smooth predictions on a local level, presumably due to the character of convolution operation. Besides, the Swin-UNet requires generalized pre-training to be competitive.Since both architectures are evenly suited for the task at hand, for our future work, hybrid architectures combining the characteristic advantages of Transformer-based and CNN-based methods seem promising for US image segmentation.
超声(US)图像中骨表面的自动和鲁棒分割可以为计算机辅助骨科手术中的US成像开辟新的应用领域,例如计算机辅助膝关节置换术中针对患者的规划过程。对于自动的、基于深度学习的医学图像分割,基于cnn的方法在过去几年中一直是最先进的,而最近基于transformer的方法在计算机视觉中正在兴起。为了比较这些方法在US图像分割方面的效果,本文将最近基于Transformer的swun - unet与常用的基于cnn的nnUNet在体内2D US膝关节分割中的应用进行了典型的基准测试。在我们自己的数据集上训练和测试了8166个带注释的图像(分别分为7155和1011个图像),nnUNet和预训练的swun - unet在测试期间都显示出0.78的Dice系数。对于骨架化标签和预测之间的距离,nnUNet的对称Hausdorff距离为44.69像素,对称表面距离为5.77像素,而swan - unet的对称表面距离分别为42.78像素和5.68像素。基于定性评估,与基于cnn的nnUNet相比,基于transformer的swwin - unet似乎受益于其学习全局关系的能力,而后者在局部水平上显示出更一致和平滑的预测,可能是由于卷积操作的特性。此外,swwin - unet需要广泛的预训练才能具有竞争力。由于这两种架构都非常适合手头的任务,因此在我们未来的工作中,结合基于transformer和基于cnn的方法的特征优势的混合架构似乎很有希望用于美国图像分割。
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引用次数: 2
Automated analysis of morpho-functional interbone parameters of the knee based on three dimensional (3D) surface data 基于三维(3D)表面数据的膝关节形态功能骨间参数自动分析
Pub Date : 1900-01-01 DOI: 10.29007/8nb5
Sonja Grothues, Luisa Berger, K. Radermacher
Interbone parameters of the knee are of relevance in clinical practice, e.g. for the assessment of the functional anatomy of the individual patient. However, respective landmark identification and parameter derivation is mostly done manually. An automated analysis could enable the processing of large datasets, which could again enable the derivation of reference ranges or safe zones for various populations. Hence, the aim of this study was to automate the derivation of interbone parameters from 3D surface data of the knee and to evaluate the method’s robustness against a large dataset.A dataset of 414 knees from patients scheduled for total knee arthroplasty (TKA) was available for the analysis. For each case, knee surface models derived from CT as well as coordinates of the hip and ankle joint centers were available. Eight interbone parameters of the knee were identified in a literature research and an existing framework for morphological analysis of the knee was extended, in order to automatically calculate those parameters.The interbone analysis succeeded for 405 (97.8%) cases. After the exclusion of implausible cases, 373 (90.1%) parameter sets remained for statistical analysis.Differences in methodology, populations, imaging technique etc. complicate the comparison with values from the literature. However, for similar studies a good agreement in parameter values was found.The workflow presented proved robust against a large dataset of knee surface models. In the future, information about the bones’ relative position in the active, weight-bearing situation should be incorporated, in order to assess the impact on knee interbone parameters.
膝关节骨间参数在临床实践中具有相关性,例如用于评估个体患者的功能解剖。然而,各自的地标识别和参数推导大多是手工完成的。自动化分析可以使处理大型数据集成为可能,这又可以为各种人口推导出参考范围或安全区。因此,本研究的目的是从膝关节的三维表面数据中自动推导骨间参数,并评估该方法对大型数据集的鲁棒性。来自计划进行全膝关节置换术(TKA)患者的414个膝关节数据集可用于分析。对于每个病例,膝关节表面的CT模型以及髋关节和踝关节中心的坐标都是可用的。通过文献研究,确定了膝关节的8个骨间参数,并对已有的膝关节形态分析框架进行了扩展,实现了这些参数的自动计算。骨间分析成功405例(97.8%)。排除不合理情况后,剩余373组(90.1%)参数集用于统计分析。方法、人口、成像技术等方面的差异使与文献值的比较复杂化。然而,对于类似的研究,在参数值上发现了很好的一致性。该工作流在膝关节表面模型的大型数据集上被证明具有鲁棒性。今后,应纳入活动负重时骨骼相对位置的信息,以评估其对膝关节骨间参数的影响。
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引用次数: 0
CNN based 2D vs. 3D Segmentation of Bone in Ultrasound Images 基于CNN的超声图像中骨骼的2D与3D分割
Pub Date : 1900-01-01 DOI: 10.29007/qh4x
B. Hohlmann, Peter Brößner, K. Radermacher
Fully-automatic and reliable segmentation of bone surface in volumetric ultrasound images could enable the use of this imaging technique for a variety of tasks, including diagnosis of hip dysplasia, ACL injuries in the knee as well as patient-specific instrumentation and implants in total hip or knee arthroplasty. Interpretation of volumetric data is a hard task, even for humans. In this study, we investigate the benefit of using the spatial information of a third dimension on the task of segmentation of the distal femoral bone. A data set of 52 volumetric image with 12771 image slices is split into a training and test set. We employ 2D and 3D variants of the nnUNet architecture and compare the accuracy in terms of dice coefficient and performance in terms of inference time. Note that processing of 2D data allows for a bigger model due to less memory consumption. Both architectures achieve a Dice of about 82% while the 2D variant shows less false positive segmentation and achieves a surface distance error of 0.44mm, in contrast to 0.81mm for the 3D variant. At the same time, the former infers three times faster at about 10 seconds per volume image. Apparently, model size has a bigger positive effect than the additional spatial information. Thus, we recommend considering 2D segmentation architectures even for volumetric segmentation tasks.
体积超声图像中骨表面的全自动可靠分割可以使这种成像技术用于各种任务,包括诊断髋关节发育不良、膝关节前交叉韧带损伤以及全髋关节或膝关节置换术中患者特定的内固定和植入物。解读体积数据是一项艰巨的任务,即使对人类来说也是如此。在这项研究中,我们研究了在股骨远端骨分割任务中使用三维空间信息的好处。将包含52张体积图像的12771个图像切片的数据集分为训练集和测试集。我们采用了nnUNet架构的2D和3D变体,并比较了骰子系数方面的准确性和推理时间方面的性能。注意,由于较少的内存消耗,处理2D数据允许更大的模型。两种架构都实现了约82%的Dice,而2D变体显示出较少的假阳性分割,并且实现了0.44mm的表面距离误差,而3D变体则为0.81mm。与此同时,前者的推断速度是前者的三倍,大约为每个体积图像10秒。显然,模型大小比额外的空间信息有更大的积极影响。因此,我们建议考虑二维分割架构,即使是体积分割任务。
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引用次数: 1
Reliability of Laxity Acquisitions During Navigated Total Knee Arthroplasty – Comparison of Two Techniques 导航全膝关节置换术中松弛度获取的可靠性-两种技术的比较
Pub Date : 1900-01-01 DOI: 10.29007/j23w
L. Angibaud, Wen Fan, P. Dubard, M. Rueff, H. Prieto, H. Parvataneni
Recent developments have focused on the intra-operative management of soft-tissue balancing in total knee arthroplasty (TKA) using a computer-assisted orthopaedic surgery (CAOS) system. The aim of this study was to determine and compare the reliability of acquiring the knee joint laxities during navigated TKA with a conventional method versus a newly developed instrumented technique that uses an intra-articular quasi- constant force distractor integrated with a CAOS system. A total of 96 laxity acquisitions throughout the arc of motion were performed for the conventional and instrumented procedures. For the instrumented technique, the inter- and intraobserver reliabilities were significantly higher than the conventional manual varus/valgus stress test technique, regardless of surgeon variability and experience. Soft-tissue balance, while being a key determinant in improving outcomes in TKA, is difficult to objectively assess at the time of the surgery. This study established that the acquisition of the knee joint laxities using an instrumented technique was consistently associated with a significantly higher reliability than the conventional technique.
最近的发展集中在全膝关节置换术(TKA)中使用计算机辅助矫形手术(CAOS)系统的术中软组织平衡管理。本研究的目的是确定和比较在导航TKA中使用传统方法和新开发的使用关节内准恒定力牵引器与CAOS系统集成的仪器技术获取膝关节松弛度的可靠性。在整个运动弧线中进行了常规和仪器程序的总共96个松弛性获取。对于仪器技术,无论外科医生的差异和经验如何,观察者间和观察者内的可靠性明显高于传统的手动内翻/外翻压力测试技术。软组织平衡虽然是改善TKA预后的关键决定因素,但在手术时很难客观评估。本研究证实,与传统技术相比,使用器械技术获得膝关节松弛度具有更高的可靠性。
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引用次数: 0
Reliability of Laxity Acquisitions Under Controlled Load Environment During Navigated Total Knee Arthroplasty 导航全膝关节置换术中可控负荷环境下松弛性获得的可靠性
Pub Date : 1900-01-01 DOI: 10.29007/nxdl
L. Angibaud, Florian Kerveillant, P. Dubard, Marine Torrollion, M. Rueff, Wen Fan, J. Huddleston
Proper soft tissue balancing during total knee arthroplasty (TKA) is critical to ensure successful clinical outcomes. As an attempt to offer an intra-operative characterization of the soft-tissue envelope, a novel method enables the possibility of acquiring the joint laxities under a quasi-constant distraction force throughout the entire range of motion. TKAs were performed using a computer-assisted orthopaedic surgery (CAOS) system on a fresh-frozen human cadaveric specimen. A total of 60 laxity acquisitions were performed by 5 surgeons using the CAOS system. There was an excellent interobserver reliability of the laxity acquisitions (ICC=0.913-0.992). Similarly, the intraobserver reliability was also excellent (ICC=0.846-0.984). These findings demonstrated that the acquisition of the knee joint laxities under the proposed controlled load environment is highly reliable.
在全膝关节置换术(TKA)中,适当的软组织平衡是确保成功临床结果的关键。为了提供术中软组织包膜的特征,一种新的方法可以在整个活动范围内的准恒定牵引力下获得关节松弛度。使用计算机辅助矫形外科(CAOS)系统对新鲜冷冻的人尸体标本进行tka。5名外科医生使用CAOS系统共进行了60例松弛采集。松弛度获得的观察者间信度极好(ICC=0.913-0.992)。同样,观察者内信度也很好(ICC=0.846-0.984)。这些研究结果表明,在所提出的可控负荷环境下获取膝关节松弛度是高度可靠的。
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引用次数: 0
Validation of a Patient Outcome Prediction Tool Relative to Surgeon Predictions of Patient Outcome in Total Knee Arthroplasty 患者预后预测工具相对于外科医生对全膝关节置换术患者预后预测的验证
Pub Date : 1900-01-01 DOI: 10.29007/n68r
J. Roe, D. Parker, David W. Liu, B. Fritsch, M. Baker, Ishaan Jagota, J. Twiggs, B. Miles
A key goal of all TKA alignment strategies is to achieve joint balance. This study aims to compare the alignments achieved by preoperatively planning to a novel distracted joint gap protocol to common alignment strategies as well as to the alignment of a healthy non-arthritic population.A retrospective study comprised of 145 knees was performed. A long-leg supine CT scan, weightbearing AP knee X-ray and two distracted knee X-rays (one each in extension and flexion, making use of an ankle weight to open the joint) were taken pre-operatively. This imaging was used to perform segmentation, landmarking and 3D-to-2D registration. The medial and lateral joint gaps were determined in extension and flexion.The mean weightbearing, KA planned and distracted joint planned HKA were 4.7° (±5.9°) varus, 0.3° (±3.2°) varus, and 2.2° (±3.5°) varus. This compares to a healthy adult HKA of 1.3° (±2.3°) varus. A patient level comparison between the planned KA and distracted joint HKA found that the coronal angles of the two alignments are within 3° of each other for 64% patients, within 3-5° for 26% of patients and greater than 5° for the remaining 10% of patients.Of those compared, the planned distracted HKA was the closest to the constitutional varus HKA of a healthy population. Patient level analysis highlighted the fundamental differences between the planned KA and joint distracted alignments. By considering both hard and soft tissue, the planned joint distracted alignment allows for a more holistic foundation for pre-operative surgical planning for a given patient.
所有TKA对齐策略的一个关键目标是实现关节平衡。本研究旨在比较术前规划一种新的分散关节间隙方案与常见的对齐策略以及健康无关节炎人群的对齐所实现的对齐。对145个膝关节进行回顾性研究。术前进行长腿仰卧位CT扫描、负重AP膝关节x线片和两张分散膝关节x线片(伸展和屈曲各一张,利用踝关节重量打开关节)。该成像用于进行分割、标记和3d到2d配准。在伸展和屈曲中确定内侧和外侧关节间隙。平均负重、KA计划和分散关节计划HKA分别为4.7°(±5.9°)内翻、0.3°(±3.2°)内翻和2.2°(±3.5°)内翻。而健康成人HKA内翻为1.3°(±2.3°)。在一项患者水平比较中,计划置换术和分散关节置换术发现,64%的患者两种置换术的冠状角在3°以内,26%的患者在3-5°以内,其余10%的患者冠状角大于5°。在这些比较中,计划分心的HKA最接近健康人群的宪法内翻HKA。患者水平分析强调了计划KA和关节分散矫正之间的根本差异。通过同时考虑硬组织和软组织,计划的关节分散对准可以为给定患者的术前手术计划提供更全面的基础。
{"title":"Validation of a Patient Outcome Prediction Tool Relative to Surgeon Predictions of Patient Outcome in Total Knee Arthroplasty","authors":"J. Roe, D. Parker, David W. Liu, B. Fritsch, M. Baker, Ishaan Jagota, J. Twiggs, B. Miles","doi":"10.29007/n68r","DOIUrl":"https://doi.org/10.29007/n68r","url":null,"abstract":"A key goal of all TKA alignment strategies is to achieve joint balance. This study aims to compare the alignments achieved by preoperatively planning to a novel distracted joint gap protocol to common alignment strategies as well as to the alignment of a healthy non-arthritic population.A retrospective study comprised of 145 knees was performed. A long-leg supine CT scan, weightbearing AP knee X-ray and two distracted knee X-rays (one each in extension and flexion, making use of an ankle weight to open the joint) were taken pre-operatively. This imaging was used to perform segmentation, landmarking and 3D-to-2D registration. The medial and lateral joint gaps were determined in extension and flexion.The mean weightbearing, KA planned and distracted joint planned HKA were 4.7° (±5.9°) varus, 0.3° (±3.2°) varus, and 2.2° (±3.5°) varus. This compares to a healthy adult HKA of 1.3° (±2.3°) varus. A patient level comparison between the planned KA and distracted joint HKA found that the coronal angles of the two alignments are within 3° of each other for 64% patients, within 3-5° for 26% of patients and greater than 5° for the remaining 10% of patients.Of those compared, the planned distracted HKA was the closest to the constitutional varus HKA of a healthy population. Patient level analysis highlighted the fundamental differences between the planned KA and joint distracted alignments. By considering both hard and soft tissue, the planned joint distracted alignment allows for a more holistic foundation for pre-operative surgical planning for a given patient.","PeriodicalId":385854,"journal":{"name":"EPiC Series in Health Sciences","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127114249","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Functional Safe Zone for Cup Orientation in THA THA中杯子定位的功能安全区域
Pub Date : 1900-01-01 DOI: 10.29007/fk79
A. Guezou-Philippe, Wistan Marchadour, J. Pluchon, H. Letissier, C. Lefevre, E. Stindel, G. Dardenne
The usual safe zone for cup orientation in THA is not suitable for all patients, as the pelvic tilt varies with the movements of daily activities. A new Functional Safe Zone (FSZ) is proposed that considers the pelvic tilt in different positions. The aims of this study were to validate the proposed FSZ and to evaluate how the pelvic mobility impact it.We measured the pelvic tilts of 30 patients when standing, sitting and supine, using our ultrasound-based device and computed their FSZs. The FSZs accuracy was assessed using a Computer-Aided-Design (CAD) software. The pelvic mobility influence onto the FSZ was assessed by jointly analysing the patients’ FSZs and their pelvic tilt difference between positions.The true FSZ provided by the CAD software and the estimated FSZ were similar by 92% and differed by less than 0.5◦ at borders and at the mean orientation. Patients with stiff pelvic mobility obtained small FSZs, and conversely, patients with large pelvic tilt variations between positions obtained large FSZs.The proposed method allows the computation of a patient-specific FSZ without requir- ing additional X-ray or CT images. Patients having a low pelvic mobility with a higher risk of postoperative instability could be better managed using this FSZ.
髋关节置换术中通常的杯位安全区域并不适用于所有患者,因为骨盆倾斜随日常活动的变化而变化。提出了一个新的功能安全区(FSZ),考虑骨盆倾斜在不同的位置。本研究的目的是验证所提出的FSZ,并评估骨盆活动对其的影响。我们测量了30例患者在站立、坐位和仰卧时的骨盆倾斜,并使用我们的超声设备计算了他们的fzs。使用计算机辅助设计(CAD)软件评估fsz的精度。通过联合分析患者的FSZ和不同体位的骨盆倾斜差异来评估骨盆活动对FSZ的影响。CAD软件提供的真实FSZ与估计FSZ在边界和平均方向上相似度为92%,差异小于0.5◦。骨盆活动僵硬的患者fsz较小,相反,不同体位之间骨盆倾斜变化较大的患者fsz较大。所提出的方法允许计算患者特定的FSZ,而不需要额外的x射线或CT图像。盆腔活动度低且术后不稳定风险较高的患者可以使用该FSZ更好地管理。
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引用次数: 0
Two-year clinical outcomes of total shoulder arthroplasty performed with a computer navigated surgery system 计算机导航手术系统进行全肩关节置换术的两年临床结果
Pub Date : 1900-01-01 DOI: 10.29007/tqbm
A. Greene, Clément Daviller, S. Polakovic, Noah Davis, C. Roche
Two-year minimum clinical outcomes were collected on anatomic and reverse total shoulder arthroplasty patients enrolled in a single implant global registry that were performed using an intraoperative computer navigated surgery system. Age, gender, and follow-up matched cohorts were created from the same registry for comparison purposes for both anatomic and reverse total shoulder arthroplasty. The navigated cohorts exhibited as good or better clinical outcomes compared to the non-navigated cohorts as well as reductions in postoperative complications, revision rates, and adverse events.
我们收集了解剖和反向全肩关节置换术患者的两年最低临床结果,这些患者登记在一个单植入体全球注册中心,使用术中计算机导航手术系统进行手术。年龄、性别和随访匹配的队列来自同一注册表,以比较解剖和反向全肩关节置换术的目的。与非导航队列相比,导航队列显示出良好或更好的临床结果,以及术后并发症、翻修率和不良事件的减少。
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引用次数: 0
Automatic quantification of fatty infiltration of the supraspinatus from MRI MRI对冈上肌脂肪浸润的自动定量分析
Pub Date : 1900-01-01 DOI: 10.29007/xq8m
Hans-Wilhelm Hess, Michael Herren, N. Gerber, O. Scheidegger, M. Schär, K. Daneshvar, M. Zumstein, Kate Gerber
Fat fraction of the rotator cuff muscles has been shown to be a predictor of rotator cuff repair failure. In clinical diagnosis, fat fraction of the affected muscle is typically assessed visually on the oblique 2D Y-view and categorized according to the Goutallier scale on T1 weighted MRI. To enable a quantitative fat fraction measure of the rotator cuff muscles, an automated analysis of the whole muscle and Y-view slice was developed utilizing 2-point Dixon MRI. 3D nn-Unet were trained on water only 2-point Dixon data and corresponding annotations for the automatic segmentation of the supraspinatus, humerus and scapula and the detection of 3 anatomical landmarks for the automatic reconstruction of the Y-view slice. The supraspinatus was segmented with a Dice coefficient of 90% (N=24) and automatic fat fraction measurements with a difference from manual measurements of 1.5 % for whole muscle and 0.6% for Y-view evaluation (N=21) were observed. The presented automatic analysis demonstrates the feasibility of a 3D quantification of fat fraction of the rotator cuff muscles for the investigation of more accurate predictors of rotator cuff repair outcome.
肩袖肌肉的脂肪含量已被证明是肩袖修复失败的一个预测指标。在临床诊断中,通常在二维y位斜位上视觉评估受累肌肉的脂肪部分,并在T1加权MRI上根据Goutallier评分进行分类。为了能够定量测量肩袖肌肉的脂肪含量,利用2点Dixon MRI开发了全肌肉和y视图切片的自动分析。在仅水2点Dixon数据和相应的注释上训练3D nn-Unet,自动分割冈上肌、肱骨和肩胛骨,检测3个解剖标志,自动重建y视图切片。对冈上肌进行Dice系数为90% (N=24)的分割,观察到自动测量的脂肪分数与人工测量的全肌1.5%和y视图评估0.6% (N=21)的差异。所提出的自动分析证明了对肩袖肌肉脂肪含量进行三维量化的可行性,可以更准确地预测肩袖修复的结果。
{"title":"Automatic quantification of fatty infiltration of the supraspinatus from MRI","authors":"Hans-Wilhelm Hess, Michael Herren, N. Gerber, O. Scheidegger, M. Schär, K. Daneshvar, M. Zumstein, Kate Gerber","doi":"10.29007/xq8m","DOIUrl":"https://doi.org/10.29007/xq8m","url":null,"abstract":"Fat fraction of the rotator cuff muscles has been shown to be a predictor of rotator cuff repair failure. In clinical diagnosis, fat fraction of the affected muscle is typically assessed visually on the oblique 2D Y-view and categorized according to the Goutallier scale on T1 weighted MRI. To enable a quantitative fat fraction measure of the rotator cuff muscles, an automated analysis of the whole muscle and Y-view slice was developed utilizing 2-point Dixon MRI. 3D nn-Unet were trained on water only 2-point Dixon data and corresponding annotations for the automatic segmentation of the supraspinatus, humerus and scapula and the detection of 3 anatomical landmarks for the automatic reconstruction of the Y-view slice. The supraspinatus was segmented with a Dice coefficient of 90% (N=24) and automatic fat fraction measurements with a difference from manual measurements of 1.5 % for whole muscle and 0.6% for Y-view evaluation (N=21) were observed. The presented automatic analysis demonstrates the feasibility of a 3D quantification of fat fraction of the rotator cuff muscles for the investigation of more accurate predictors of rotator cuff repair outcome.","PeriodicalId":385854,"journal":{"name":"EPiC Series in Health Sciences","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132963024","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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EPiC Series in Health Sciences
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