Radiography

射线照相术
  • 文章类型: Journal Article
    鉴于可能的辐射损伤和放射调查的不准确性,特别是在儿童中,在儿科患者中进行肢体延长时,超声和出色的微血管成像(SMI)可能提供评估新骨形成的替代方法。这项研究的目的是评估超声联合SMI在监测儿童肢体延长期间新骨形成中的应用。
    在这项回顾性队列研究中,每两周对30例接受肢体延长术的儿科患者进行超声和X光检查。超声用于监测新骨形成。将垂直血管的数量和血流阻力指数与普通X光片进行了比较。
    我们将新骨形成分为三个阶段:I期(早期延长),在X线照片和超声上没有明显的愈伤组织形成;II期(延长),其中X射线照片显示低密度愈伤组织形成,分布不均,在超声下可以识别出三个子阶段:在Ia中可见点状愈伤组织;在IIb中,有尚未连接的线性愈伤组织形成,在IIc中,有连续的线性愈伤组织。在第三阶段(治疗),骨端已经结合了,骨膜完好无损,愈伤组织消失了,正如在射线照片上所证实的,显示骨愈合。早期注意到垂直船只的数量逐渐增加,在IIb和IIc阶段达到峰值,随后逐渐下降(p<0.001)。延迟愈合涉及IIa期延长的患者或在延长期间从IIb或IIc期恢复到IIa期的患者。
    我们发现,当与放射学发现相结合时,可以使用超声可靠地评估接受肢体延长的儿科患者新骨的形成。这种组合可以改善对预后的评估,以及对延长协议的调整。虽然SMI提供了新骨骼中血管生成的额外见解,它的作用主要有助于了解微血管环境,而不是直接通知调整治疗。
    UNASSIGNED: Given the possible radiation damage and inaccuracy of radiological investigations, particularly in children, ultrasound and superb microvascular imaging (SMI) may offer alternative methods of evaluating new bone formation when limb lengthening is undertaken in paediatric patients. The aim of this study was to assess the use of ultrasound combined with SMI in monitoring new bone formation during limb lengthening in children.
    UNASSIGNED: In this retrospective cohort study, ultrasound and radiograph examinations were performed every two weeks in 30 paediatric patients undergoing limb lengthening. Ultrasound was used to monitor new bone formation. The number of vertical vessels and the blood flow resistance index were compared with those from plain radiographs.
    UNASSIGNED: We categorized the new bone formation into three stages: stage I (early lengthening), in which there was no obvious callus formation on radiographs and ultrasound; stage II (lengthening), in which radiographs showed low-density callus formation with uneven distribution and three sub-stages could be identified on ultrasound: in Ia punctate callus was visible; in IIb there was linear callus formation which was not yet connected and in IIc there was continuous linear callus. In stage III (healing), the bone ends had united, the periosteum was intact, and the callus had disappeared, as confirmed on radiographs, indicating healed bone. A progressive increase in the number of vertical vessels was noted in the early stages, peaking during stages IIb and IIc, followed by a gradual decline (p < 0.001). Delayed healing involved patients with a prolonged stage IIa or those who regressed to stage IIa from stages IIb or IIc during lengthening.
    UNASSIGNED: We found that the formation of new bone in paediatric patients undergoing limb lengthening could be reliably evaluated using ultrasound when combined with the radiological findings. This combination enabled an improved assessment of the prognosis, and adjustments to the lengthening protocol. While SMI offered additional insights into angiogenesis within the new bone, its role primarily contributed to the understanding of the microvascular environment rather than directly informing adjustments of treatment.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    背景技术先天性拇指发育不全IV型,也被称为浮动拇指,是一种情况,其中2个小指骨与薄皮肤桥连接到手上。这种情况的手术治疗选择从截肢到皮瓣重建各不相同。材料与方法这项回顾性研究分析了11例先天性IV型拇指发育不全的婴儿,这些婴儿使用改良的血管化多趾皮瓣进行了手术重建。该研究包括6名男性和5名女性婴儿,6至24个月。术后进行功能评估和影像学检查。结果11例患者均接受了完整的手术方案。在初始手术过程中进行了成功的血管和神经吻合,确保足够的血液供应和神经连接到转移的脚趾。第二次手术显示了有希望的结果,包括拇指对立的改进,把握力量,和整体功能。术后评估显示,在随访期间,放射学检查令人满意,并且没有重大并发症。结论改良的血管化多指拇指皮瓣重建是治疗婴儿IV型先天性拇指发育不全的可行手术选择。这种技术有效地恢复了拇指的反对,把握力量,和整体手部功能,具有令人满意的射线照相对准和最小的并发症。研究结果支持这种手术方法在解决这种罕见的先天性异常方面的有效性和安全性。
    BACKGROUND Congenital hypoplasia of the thumb type IV, also known as floating thumb, is a condition in which 2 small phalanges are attached to the hand with a thin skin bridge. Surgical management options for this condition vary from amputation to flap reconstruction. MATERIAL AND METHODS This retrospective study analyzed 11 infants with congenital hypoplasia of the thumb type IV who underwent surgical reconstruction using a modified vascularized polydactylous hallux flap. The study included 6 male and 5 female infants, aged 6 to 24 months. Functional evaluations and radiographic studies were conducted postoperatively. RESULTS All 11 patients underwent the complete surgical protocol. Successful vascular and nerve anastomoses were performed during the initial procedure, ensuring sufficient blood supply and neural connectivity to the transferred toes. The second operation showed promising outcomes, including improvements in thumb opposition, grasp strength, and overall function. Postoperative assessments demonstrated satisfactory radiographic alignment and no major complications during the follow-up period. CONCLUSIONS The modified vascularized polydactylous hallux flap reconstruction is a viable surgical option for managing congenital hypoplasia of the thumb type IV in infants. This technique effectively restores thumb opposition, grasp strength, and overall hand function, with satisfactory radiographic alignment and minimal complications. The study findings support the efficacy and safety of this surgical approach in addressing this rare congenital anomaly.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    背景:由于缺乏高质量的随机对照试验(RCT)来提高证据水平,机器人辅助手术的有效性仍然存在争议。我们旨在评估机器人辅助(RAS-THA)与手动(M-THA)全髋关节置换术的术后影像学结果。
    方法:此多中心RCT于2021年3月1日至2021年12月1日进行。患者被随机分配到常规M-THA或使用TRex-RS骨科关节手术导航系统的RAS-THA。主要结果是比较髋臼成分方向,股骨柄对齐,股骨管填充率,使用术后X线照相术,RAS-THA和M-THA之间的腿长差异。通过手术方法分层的两组的亚组分析,性别,和BMI也进行了。
    结果:73名参与者被随机分配到RAS-THA组,72名参与者被分配到M-THA组.与M-THA组相比,RAS-THA组在术前计划垂直旋转中心的变异性较小(VCOR;P<0.001),在股骨干对齐方面表现出显著优势(P=0.004),并显示出不平等和腿长差异的变异性显着降低(P<0.001)。两组Lewinnek安全区比(P=0.081)和股骨管填充率(P>0.05)差异无统计学意义。进一步的亚组分析还显示,RAS-THA组在手术入路分层时,水平旋转中心(HCOR)和腿长差异较少,性别,超重状态。
    结论:此RCT发现,不管手术方法如何,性别,或体重指数,RAS-THA能有效改善术后VCOR,显著降低腿长差变异性。RAS-THA应被认为是一种有效的方法,可以通过减少腿部长度差异的挑战性患者的变异性来提高手术精度。
    背景:ChiCTR2100044124.
    BACKGROUND: The effectiveness of robot-assisted surgery remains contentious due to the lack of high-quality randomized controlled trials (RCTs) to elevate the level of evidence. We aimed to evaluate the postoperative radiographic outcomes of robot-assisted (RAS-THA) versus manual (M-THA) total hip arthroplasty.
    METHODS: This multicenter RCT was performed from March 1, 2021 to December 1, 2021. Patients were randomly assigned to routine M-THA or to RAS-THA that used the TRex-RS orthopedic joint surgical navigation system. The primary outcome was to compare the acetabular component orientation, femoral stem alignment, femoral canal fill ratio, and leg length discrepancy between RAS-THA and M-THA using postoperative radiography. Subgroup analyses of the two groups stratified by surgical approach, gender, and BMI were also conducted.
    RESULTS: Seventy-three participants were randomly allocated to the RAS-THA group, while seventy-two participants were assigned to the M-THA group. Compared to the M-THA group, the RAS-THA group exhibited less variability in the preoperative planning of the vertical center of rotation (VCOR; P < 0.001), demonstrated a significant advantage in femoral stem alignment (P = 0.004), and showed pronounced decreases in inequality and in the variability in leg length discrepancy (P < 0.001). There was no significant difference in the Lewinnek safe-zone ratio (P = 0.081) and the femoral canal fill ratio (P > 0.05) between the two groups. Further subgroup analysis also showed that the RAS-THA group had fewer horizontal center of rotation (HCOR) and leg length differences when stratified by surgical approach, gender, and overweight status.
    CONCLUSIONS: This RCT found that, regardless of the surgical approach, gender, or body mass index, RAS-THA can effectively improve the postoperative VCOR and significantly reduce the variability of leg length difference. RAS-THA should be considered an effective method to enhance surgical precision by achieving less variability in challenging patients with leg length discrepancies.
    BACKGROUND: ChiCTR2100044124.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    背景:前交叉韧带(ACL)的功能完整性影响膝关节骨关节炎(KOA)患者的手术决策。本研究旨在比较X线摄影和磁共振成像(MRI)在确定ACL功能状态中的诊断价值。
    方法:我们使用术前髋至踝关节前后站立(APS)X光片回顾性分析了306个膝盖,前后位(AP)和外侧膝部X光片,AP外翻应力(VS)力射线照片,和标准正交MRI。基于术中可视化,将膝关节分为ACL功能完整组和ACL功能缺陷组(ACLD).诊断的有效性和可靠性是基于X线摄影参数计算的,例如髋-膝-踝角度(HKA),胫骨近端内侧角(MPTA),股骨远端外侧角(LDFA),胫骨后斜坡(PTS),矢状位胫股半脱位(STFS),冠状胫股半脱位(CTFS),联合线会聚角(JLCA),胫骨近端平台的最大磨损点(MWPPT%),和MRI参数,包括ACL等级和MWPPT%。
    结果:HKA,MPTA,PTS,STFS,JLCA,APS和AP射线照片上的CTFS,X线片和MRI显示MWPPT%具有显着诊断价值(P<0.05)。X线片和MRI的单个参数没有统计学上的显着差异。在构建逻辑回归模型后,MRI显示灵敏度更高,特异性,和准确性,达到96.8%,79.9%,83.3%,分别(P<0.001)。
    结论:在KOA患者中,单一影像学或MRI参数在评估ACL功能完整性方面的诊断价值相当.然而,通过构建预测模型,与X线摄影相比,MRI可以显着提高诊断有效性。
    BACKGROUND: The functional integrity of the anterior cruciate ligament (ACL) influences surgical decision-making in patients with knee osteoarthritis (KOA). This study aimed to compare the diagnostic value of radiography and magnetic resonance imaging (MRI) in determining the functional status of ACL.
    METHODS: We analyzed 306 knees retrospectively using preoperative hip-to-ankle anteroposterior standing (APS) radiographs, anteroposterior (AP) and lateral knee radiographs, AP valgus stress (VS) force radiographs, and standard orthogonal MRI. Based on the intraoperative visualization, the knees were grouped into ACL functionally-intact and ACL functionally-deficient (ACLD) groups. The diagnostic validity and reliability were calculated based on the radiograph parameters such as hip-knee-ankle angle (HKA), medial proximal tibial angle (MPTA), lateral distal femoral angle (LDFA), posterior tibial slope (PTS), sagittal tibiofemoral subluxation (STFS), coronal tibiofemoral subluxation (CTFS), joint line convergence angle (JLCA), the maximum wear point of the proximal tibia plateau (MWPPT%), and MRI parameters including ACL grades and MWPPT%.
    RESULTS: HKA, MPTA, PTS, STFS, JLCA, and CTFS on APS and AP radiographs, and MWPPT% on radiographs and MRI showed a significant diagnostic value (P < 0.05). There were no statistically significant differences in the single parameters from radiographs and MRI. After constructing the logistic regression models, MRI showed higher sensitivity, specificity, and accuracy, reaching 96.8%, 79.9%, and 83.3%, respectively (P < 0.001).
    CONCLUSIONS: In patients with KOA, the diagnostic value of single radiographic or MRI parameter in assessing the functional integrity of the ACL are equivalent. However, by constructing predictive models, MRI could significantly improve diagnostic validity compared with radiography.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Dataset
    计算成像的最新研究主要集中在开发用于医学领域图像识别的机器学习(ML)技术。这需要由原始图像和注释图像组成的大规模高质量训练数据集。然而,颈椎X射线的合适实验数据集很少。我们通过提供开放式颈椎X射线图谱(CSXA)来填补这一空白,其中包括4963个原始PNG图像和4963个带JSON格式的注释图像(JavaScript对象表示法)。CSXA中的每个图像都富含性别,年龄,像素等效,无症状和有症状的分类,颈椎曲度分类和118个定量参数。随后,已经开发出一种有效的算法,将图像中的23个关键点转化为77个定量参数,用于颈椎疾病诊断和治疗。该算法的开发旨在帮助未来的研究人员重新利用注释图像,以促进机器学习技术在各种图像识别任务中的发展。CSXA和算法是开放的,旨在帮助研究界进行实验复制并推进颈椎医学成像领域。
    Recent research in computational imaging largely focuses on developing machine learning (ML) techniques for image recognition in the medical field, which requires large-scale and high-quality training datasets consisting of raw images and annotated images. However, suitable experimental datasets for cervical spine X-ray are scarce. We fill the gap by providing an open-access Cervical Spine X-ray Atlas (CSXA), which includes 4963 raw PNG images and 4963 annotated images with JSON format (JavaScript Object Notation). Every image in the CSXA is enriched with gender, age, pixel equivalent, asymptomatic and symptomatic classifications, cervical curvature categorization and 118 quantitative parameters. Subsequently, an efficient algorithm has developed to transform 23 keypoints in images into 77 quantitative parameters for cervical spine disease diagnosis and treatment. The algorithm\'s development is intended to assist future researchers in repurposing annotated images for the advancement of machine learning techniques across various image recognition tasks. The CSXA and algorithm are open-access with the intention of aiding the research communities in experiment replication and advancing the field of medical imaging in cervical spine.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    在这项研究中,目的描述退行性颈椎后凸畸形(DCK)合并脊髓型颈椎病(CSM)的影像学特点,探讨DCK与脊髓功能障碍的关系。
    总共,本研究回顾性分析了2017年9月至2022年8月在本中心住院的90例CSM患者,然后将其分为后凸畸形组和非后凸畸形组。病人的人口统计学,临床特征,并获得了放射学数据,包括性别,年龄,疾病的持续时间,颈椎日本骨科协会(JOA)评分,宫颈前凸(CL),椎间隙的高度,椎体楔入程度,骨赘形成的程度,椎间盘突出程度,脊髓压迫程度,和脊髓的前后直径。在后凸组中,后凸段,后凸的顶点,记录节段后凸角度。还比较了两组之间的放射学特征。对不同脊髓压迫类型进行相关性分析。
    根据我们的发现,后凸畸形组的患者表现出更明显的椎体楔入,更严重的脊髓前部压迫,椎间盘突出程度更高,而与非后凸畸形组相比,脊髓的后部压迫相对较轻。CL与脊髓压迫的类型有关,由于颈椎后凸畸形是脊髓前路受压的独立危险因素。
    DCK可能在脊髓功能障碍的发病机制中起重要作用。在DCK患者中,确定前柱支撑较少,并且存在更严重的前脊髓压迫。对于患有DCK的CSM患者,应首选前路。
    UNASSIGNED: In this study, we aim to describe the radiological characteristics of degenerative cervical kyphosis (DCK) with cervical spondylotic myelopathy (CSM) and discuss the relationship between DCK and the pathogenesis of spinal cord dysfunction.
    UNASSIGNED: In total, 90 patients with CSM hospitalized in our center from September 2017 to August 2022 were retrospectively examined in this study; they were then divided into the kyphosis group and the nonkyphosis group. The patients\' demographics, clinical features, and radiological data were obtained, including gender, age, duration of illness, cervical Japanese Orthopaedic Association (JOA) score, cervical lordosis (CL), height of intervertebral space, degree of wedging vertebral body, degree of osteophyte formation, degree of disc herniation, degree of spinal cord compression, and anteroposterior diameter of the spinal cord. In the kyphosis group, kyphotic segments, apex of kyphosis, and segmental kyphosis angle were recorded. Radiological characteristics between the two groups were also compared. Correlation analysis was performed for different spinal cord compression types.
    UNASSIGNED: As per our findings, the patients in the kyphosis group showed more remarkable wedging of the vertebral body, more severe anterior compression of the spinal cord, and a higher degree of disc herniation, while the posterior compression of the spinal cord was relatively mild when compared with the nonkyphosis group. CL was related to the type of spinal cord compression, as cervical kyphosis is an independent risk factor for anterior spinal cord compression.
    UNASSIGNED: DCK might play a vital role in the pathogenesis of spinal cord dysfunction. In patients with DCK, it was determined that the anterior column is less supported, and more severe anterior spinal cord compression is present. The anterior approach is supposed to be preferred for CSM patients with DCK.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    背景:仅依靠胫骨踝关节表面(TAS)角度来确定机械踝关节轴可能是不够的。我们介绍了一种新颖的方法来确定距骨中心到胫骨轴(TTD)的距离。本研究旨在探讨临床结局与踝上截骨术(SMO)前后放射学改变的关系。包括TAS角度,距骨倾斜(TT)角,胫骨表面(TTS)角和TTD。
    方法:纳入70例接受SMO治疗的患者。使用负重前后成像测量放射学变化。计算距骨中心位移百分比(TTDP)作为术后与术前TTD的差值,除以距骨宽度(TW)。使用美国骨科足踝协会踝足-后足(AOFAS)量表进行临床评估。分析手术前后上述指标的差异。我们定义了ΔAOFAS,ΔTAS,ΔTT和ΔTTS作为术后与术前的差值。
    结果:ΔTTS与ΔAOFAS相关(r=0.40,p=0.008),TTDP也是如此(r=0.32,p=0.035)。在ΔAOFAS和ΔTAS之间没有观察到相关性。在组间比较中,TTDP大于26.19的患者表现出明显更大的ΔAOFAS。较高的组内相关系数表明该新方法具有良好的可靠性。
    结论:仅依靠TAS角度进行胫骨矫正是不够的。我们发现TTD是一种评估机械踝关节轴的新方法。TTDP和ΔTTS均与ΔAOFAS呈正相关,表明这些放射学参数的有用性。
    BACKGROUND: Solely relying on the tibial ankle surface (TAS) angle for determining the mechanical ankle axis might be insufficient. We introduce a novel method to determine the distance from the center of the talus to the tibial axis (TTD). This study aimed to investigate the association between clinical outcomes and radiological changes before and after supramalleolar osteotomy (SMO), including TAS angle, talar tilt (TT) angle, tibiotalar surface (TTS) angle and TTD.
    METHODS: Seventy patients who received SMO were enrolled. Radiological changes were measured using weight-bearing anteroposterior imaging. The percentage of talar center displacement (TTDP) was calculated as the difference between postoperative and preoperative TTD, divided by talar width (TW). Clinical assessments were performed using the American Orthopedic Foot and Ankle Society ankle-hindfoot (AOFAS) scale. Differences in the aforementioned indicators before and after the operation were analyzed. We defined ΔAOFAS, ΔTAS, ΔTT and ΔTTS as the difference between postoperative and preoperative values.
    RESULTS: ΔTTS correlated with ΔAOFAS (r = 0.40, p = 0.008), as did TTDP (r = 0.32, p = 0.035). No correlation was observed between ΔAOFAS and ΔTAS. In the comparison between groups, patients with a TTDP greater than 26.19 exhibited a significantly greater ΔAOFAS. The high intraclass correlation coefficient indicated good reliability of the novel method.
    CONCLUSIONS: Solely relying on the TAS angle for tibial correction was insufficient. We found TTD as a novel method to evaluate mechanical ankle joint axis. TTDP and ΔTTS both positively correlated with ΔAOFAS, indicating the usefulness of these radiologic parameters.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    这项研究的目的是使用基于影像组学的机器学习构建用于自动诊断小儿肱骨髁上骨折的分类模型。我们回顾性地收集了3至14岁儿童的肘关节射线照片,并使用ITK-SNAP手动描绘了感兴趣区域(ROI)。使用pyradiomics提取影像组学特征,基于python的特征提取工具。T检验和最小绝对收缩和选择算子(LASSO)算法用于进一步选择最有价值的影像组学特征。训练了逻辑回归(LR)模型,将8:2分为训练集和测试集,并对训练集进行5倍交叉验证。使用测试集上的受试者工作特征曲线(ROC)评估模型的诊断性能。共包括411个骨折样本和190个正常样本。从每个ROI提取1561个特征。经过降维筛选,选择了40个和94个最具诊断价值的特征,以在肘部前后和外侧X射线照片中进行进一步的分类建模。肘部前后和外侧X光片的曲线下面积(AUC)为0.65和0.72。影像组学可以从大量的图像特征中提取和选择最有价值的特征。使用这些特征建立的有监督的机器学习模型可用于诊断小儿肱骨髁上骨折。
    The aim of this study was to construct a classification model for the automatic diagnosis of pediatric supracondylar humerus fractures using radiomics-based machine learning. We retrospectively collected elbow joint Radiographs of children aged 3 to 14 years and manually delineated regions of interest (ROI) using ITK-SNAP. Radiomics features were extracted using pyradiomics, a python-based feature extraction tool. T-tests and the least absolute shrinkage and selection operator (LASSO) algorithm were used to further select the most valuable radiomics features. A logistic regression (LR) model was trained, with an 8:2 split into training and testing sets, and 5-fold cross-validation was performed on the training set. The diagnostic performance of the model was evaluated using receiver operating characteristic curves (ROC) on the testing set. A total of 411 fracture samples and 190 normal samples were included. 1561 features were extracted from each ROI. After dimensionality reduction screening, 40 and 94 features with the most diagnostic value were selected for further classification modeling in anteroposterior and lateral elbow radiographs. The area under the curve (AUC) of anteroposterior and lateral elbow radiographs is 0.65 and 0.72. Radiomics can extract and select the most valuable features from a large number of image features. Supervised machine-learning models built using these features can be used for the diagnosis of pediatric supracondylar humerus fractures.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    观察性研究表明,酒精摄入与放射学骨关节炎(OA)之间存在争议。这项研究使用孟德尔随机化(MR)研究在韩国人群队列中调查了这种关联是否是因果关系。该研究招募了2429名受试者(1058名男性,1371名妇女)来自东谷研究。使用半定量分级系统对手和膝关节的X射线进行评分,以计算手和膝关节的总分。通过高分辨率解链分析进行ALDH2rs671基因分型。使用MR工具变量分析和观察多变量回归分析来估计遗传预测的酒精摄入量与OA的影像学严重程度之间的关联。在男性和女性中,具有G/G基因型的受试者的当前酒精摄入量高于具有G/A和A/A基因型的受试者(均P<0.001)。校正年龄和体重指数后,与G/A和A/A基因型的男性相比,G/G基因型的男性的全膝关节评分(P<0.001)和手部评分(P=0.042)更高,但不是女人。在观察性多元回归分析中,调整后,男性每天饮酒与膝关节(P=0.001)和手关节评分(P=0.013)增加有关,但不是女人。在我们的MR分析中,利用ALDH2rs671基因型作为饮酒的工具变量,在男性中,每天增加的酒精饮料和增加的影像学关节严重程度之间存在显着联系。
    Observational studies have shown controversial associations between alcohol intake and radiographic osteoarthritis (OA). This study investigated whether this association was causal using a Mendelian randomization (MR) study in a population-based cohort in Korean. The study enrolled 2429 subjects (1058 men, 1371 women) from the Dong-gu Study. X-rays of the hand and knee joints were scored using a semi-quantitative grading system to calculate the total score of the hand and knee joints. ALDH2 rs671 genotyping was performed by high-resolution melting analysis. MR instrumental variable analysis and observational multivariable regression analysis were used to estimate the association between genetically predicted alcohol intake and the radiographic severity of OA. Subjects with the G/G genotype had a higher current alcohol intake than those with the G/A and A/A genotypes in both men and women (all P < 0.001). Men with the G/G genotype had higher total knee (P < 0.001) and hand scores (P = 0.042) compared to those with the G/A and A/A genotypes after adjusting for age and body mass index, but not in women. In the observational multivariable regression analysis, each alcohol drink per day in men was associated with increased knee (P = 0.001) and hand joint scores (P = 0.013) after adjustment, but not in women. In our MR analysis, utilizing ALDH2 rs671 genotypes as instrumental variables for alcohol consumption, has shown a significant link between each additional daily alcohol drink and increased radiographic joint severity in men.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    背景:髌骨高度指数很重要;但是,测量程序是耗时的,并且容易在观察者之间和观察者内部发生重大变化。我们开发了基于深度学习的髌骨高度自动测量系统,并评估了其准确测量髌骨高度指数的性能和泛化能力。
    方法:我们开发了一个包含3,923张膝关节外侧X射线图像的数据集。值得注意的是,所有的X射线图像都来自三家三级甲等医院,筛查后2,341例纳入分析。通过手动标记关键点,该模型使用残差网络(ResNet)和高分辨率网络(HRNet)进行训练,用于人体姿态估计架构,以测量髌骨高度指数.使用各种数据增强技术来增强模型的鲁棒性。均方根误差(RMSE),对象关键点相似性(OKS),和正确关键点(PCK)指标的百分比被用来评估训练结果。此外,我们使用组内相关系数(ICC)评估手动和自动测量的一致性.
    结果:通过比较不同的深度学习模型,HRNet模型在关键点检测任务中表现出色。此外,pose_hrnet_w48模型在RMSE中尤为突出,OKS,和PCK指标,由该模型自动计算的Insall-Salvati指数(ISI)也与手动测量高度一致(组内相关系数[ICC],0.809-0.885)。这些证据证明了这种深度学习系统在实际应用中的准确性和通用性。
    结论:我们成功开发了一种基于深度学习的髌骨高度自动测量系统。该系统显示出与经验丰富的放射科医生相当的准确性,并且在不同数据集上具有很强的通用性。它为早期评估和治疗膝关节疾病以及膝关节手术后的监测和康复提供了重要工具。由于本研究中数据集选择的潜在偏差,未来应检查不同的数据集以优化模型,使其能够可靠地应用于临床实践。
    背景:该研究已在医学研究注册和备案信息系统(medicalresearch.org。cn)MR-61-23-013065。注册日期:2023年5月4日(追溯注册)。
    BACKGROUND: The patellar height index is important; however, the measurement procedures are time-consuming and prone to significant variability among and within observers. We developed a deep learning-based automatic measurement system for the patellar height and evaluated its performance and generalization ability to accurately measure the patellar height index.
    METHODS: We developed a dataset containing 3,923 lateral knee X-ray images. Notably, all X-ray images were from three tertiary level A hospitals, and 2,341 cases were included in the analysis after screening. By manually labeling key points, the model was trained using the residual network (ResNet) and high-resolution network (HRNet) for human pose estimation architectures to measure the patellar height index. Various data enhancement techniques were used to enhance the robustness of the model. The root mean square error (RMSE), object keypoint similarity (OKS), and percentage of correct keypoint (PCK) metrics were used to evaluate the training results. In addition, we used the intraclass correlation coefficient (ICC) to assess the consistency between manual and automatic measurements.
    RESULTS: The HRNet model performed excellently in keypoint detection tasks by comparing different deep learning models. Furthermore, the pose_hrnet_w48 model was particularly outstanding in the RMSE, OKS, and PCK metrics, and the Insall-Salvati index (ISI) automatically calculated by this model was also highly consistent with the manual measurements (intraclass correlation coefficient [ICC], 0.809-0.885). This evidence demonstrates the accuracy and generalizability of this deep learning system in practical applications.
    CONCLUSIONS: We successfully developed a deep learning-based automatic measurement system for the patellar height. The system demonstrated accuracy comparable to that of experienced radiologists and a strong generalizability across different datasets. It provides an essential tool for assessing and treating knee diseases early and monitoring and rehabilitation after knee surgery. Due to the potential bias in the selection of datasets in this study, different datasets should be examined in the future to optimize the model so that it can be reliably applied in clinical practice.
    BACKGROUND: The study was registered at the Medical Research Registration and Filing Information System (medicalresearch.org.cn) MR-61-23-013065. Date of registration: May 04, 2023 (retrospectively registered).
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

公众号