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Video-based finger kinematics for degenerative cervical myelopathy: a smartphone-based computer vision approach for screening. 基于视频的手指运动学退行性颈椎病:一种基于智能手机的计算机视觉筛查方法。
IF 2.7 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-02 DOI: 10.1007/s00586-026-09764-w
Viprav B Raju, Ramesh M Arnest, Amulya Setlur, Huy Truong, Anjishnu Banerjee, Yin Li, Aditya Vedantam
<p><strong>Purpose: </strong>Degenerative cervical myelopathy (DCM) is a progressive spinal cord disorder that is frequently underdiagnosed, with diagnostic delays averaging 1 to 4 years. A key limitation in current clinical practice is the lack of objective and accessible screening tools. The 10-second grip-and-release test is commonly used to assess hand dysfunction in DCM, but its diagnostic performance is limited, particularly in older individuals with comorbid hand conditions such as osteoarthritis or peripheral neuropathy. To address this limitation, we developed and evaluated a smartphone-based computer vision tool that quantifies finger kinematics during the grip-and-release test. Our primary objective was to determine whether video-derived finger kinematics can provide superior diagnostic performance compared to grip count alone. A secondary objective was to assess how these video features correlate with cervical spinal cord compression on Magnetic Resonance Imaging (MRI).</p><p><strong>Methods: </strong>We collected smartphone videos of 58 participants with DCM and 65 age-matched controls (including healthy individuals and those with non-DCM hand dysfunction) performing the 10-second grip-and-release test. Finger landmarks were extracted using MediaPipe, and 250 kinematic features per finger were computed and combined across both hands. Feature selection was performed using ANOVA (p < 0.05) and mutual information scores (> 0.01). A CatBoost classifier was trained on selected features using an 80/20 train-test split and five-fold cross-validation. A logistic regression model was trained using grip count alone. Model performance was evaluated using AUC, F1-score, sensitivity, and specificity.For the secondary analysis, we used linear regression models to evaluate associations between video-derived kinematics and cervical spinal cord compression, quantified on MRI, in 56 DCM participants.</p><p><strong>Results: </strong>Mean grip count was significantly lower in the DCM group (7.92 ± 3.27) compared to controls (10.26 ± 3.78; p < 0.001). The CatBoost model trained on 66 selected kinematic features achieved an AUC of 0.90, F1-score of 0.83, sensitivity of 83.3%, and specificity of 84.7%. The grip count-only model achieved lower performance (AUC 0.69, F1-score 0.67, sensitivity 75.0%, specificity 46.2%). Video-derived features were associated with MRI-derived measures of spinal cord compression including transverse diameter (R² = 0.43, p= 0.002), sagittal diameter (R² = 0.45, p = 0.001), compression ratio (R² = 0.42, p = 0.003), and maximum spinal cord compression ratio (R² = 0.36, p = 0.018).</p><p><strong>Conclusion: </strong>We demonstrated that a smartphone-based computer vision tool can accurately detect hand motor impairment specific to DCM. Finger kinematic analysis demonstrated significantly higher diagnostic accuracy than grip count alone and was associated with spinal cord compression on MRI. This approach offers a promising tool fo
目的:退行性颈脊髓病(DCM)是一种进行性脊髓疾病,经常被误诊,诊断延迟平均1至4年。目前临床实践的一个关键限制是缺乏客观和可获得的筛查工具。10秒握放测试通常用于评估DCM患者的手部功能障碍,但其诊断性能有限,特别是在患有骨关节炎或周围神经病变等手部合并症的老年人中。为了解决这一限制,我们开发并评估了一种基于智能手机的计算机视觉工具,该工具可以在抓握和释放测试期间量化手指的运动学。我们的主要目的是确定视频导出的手指运动学是否可以提供比单独握力计数更好的诊断性能。第二个目的是评估这些视频特征如何与磁共振成像(MRI)上的颈脊髓压迫相关。方法:我们收集了58名DCM参与者和65名年龄匹配的对照组(包括健康个体和非DCM手功能障碍者)进行10秒抓放测试的智能手机视频。使用MediaPipe提取手指地标,计算每根手指的250个运动特征,并在双手上进行组合。特征选择采用方差分析(p < 0.01)。CatBoost分类器使用80/20训练测试分割和五倍交叉验证对选定的特征进行训练。仅使用握力计数训练逻辑回归模型。使用AUC、f1评分、敏感性和特异性评估模型性能。对于二次分析,我们使用线性回归模型来评估56名DCM参与者的视频衍生运动学和颈椎脊髓压缩之间的关联,并通过MRI量化。结果:DCM组平均握力计数(7.92±3.27)明显低于对照组(10.26±3.78;p < 0.001)。CatBoost模型对66个选定的运动学特征进行训练,AUC为0.90,f1评分为0.83,灵敏度为83.3%,特异性为84.7%。仅握力计数模型的表现较差(AUC 0.69, f1评分0.67,敏感性75.0%,特异性46.2%)。视频衍生特征与mri衍生脊髓压缩测量相关,包括横向直径(R²= 0.43,p= 0.002)、矢状直径(R²= 0.45,p= 0.001)、压缩比(R²= 0.42,p= 0.003)和最大脊髓压缩比(R²= 0.36,p= 0.018)。结论:我们证明了基于智能手机的计算机视觉工具可以准确检测DCM特有的手部运动损伤。手指运动分析显示出比单独握力计数更高的诊断准确性,并且在MRI上与脊髓压迫有关。这种方法为临床和社区环境中早期和可扩展的DCM筛查提供了一种有前途的工具。
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引用次数: 0
A retrospective review of single-position lateral decubitus oblique lumbar interbody fusion combined with percutaneous pedicle screw fixation cases: early learning curve and screw placement accuracy. 单体位侧卧斜位腰椎椎间融合联合经皮椎弓根螺钉固定病例的回顾性分析:早期学习曲线和螺钉放置准确性。
IF 2.7 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-02 DOI: 10.1007/s00586-026-09789-1
Yuan Gao, Yanbing Liu, Zhenfang Gu, Zhengqi Zhao, Fengyu Liu, Zhao Liu, Xianze Sun

Purpose: The aim of this study is to present our experience with oblique lateral interbody fusion combined with percutaneous bilateral pedicle screw fixation (OLIF + PPSF) performed under C-arm assistance in a single-position lateral decubitus position, and to report the accuracy of screw placement.

Methods: A prospective analysis was conducted on patients undergoing OLIF+PPSF by a single surgical team between October 2021 and November 2023. Patients were categorized into single-position or dual-position groups based on intraoperative positioning for screw insertion. Data collected included demographics, operative duration, blood loss, and complications. Clinical outcomes were assessed using ODI and VAS scores. Radiographic assessments included segmental lordosis (SL), lumbar lordosis (LL), and CT-based screw accuracy grading.

Results: The single-position group included 47 patients (80 levels), and the dual-position group 44 patients (71 levels). The single-position group had a significantly shorter mean operative time (P < 0.05). Postoperative CT revealed an overall screw accuracy of 98% in the single-position group, with no significant difference from the dual-position group. All suboptimal screws (5/248, Grade B/C) occurred within the first 18 cases, none requiring revision or causing neurological symptoms. A learning curve analysis identified 18 cases as the inflection point for operative time stabilization. Both SL and LL improved significantly postoperatively, with no difference between groups.

Conclusion: Our experience demonstrates that although screw placement time was relatively longer and accuracy relatively lower during the initial phase of the learning curve for single-position lateral decubitus screw insertion, this was associated with the surgeon's adaptation process. After 18 cases, both screw placement time and accuracy significantly improved. This technique avoids intraoperative repositioning, reduces operative time, improves surgical efficiency, and demonstrates high reproducibility, making it suitable for widespread adoption.

目的:本研究的目的是介绍斜侧体间融合联合经皮双侧椎弓根螺钉固定(OLIF + PPSF)在c臂辅助下单位侧卧位的经验,并报告螺钉放置的准确性。方法:前瞻性分析2021年10月至2023年11月间由单一手术团队接受OLIF+PPSF的患者。根据术中螺钉置入的定位将患者分为单位组和双位组。收集的数据包括人口统计学、手术时间、出血量和并发症。采用ODI和VAS评分评估临床结果。影像学评估包括节段性前凸(SL)、腰椎前凸(LL)和基于ct的螺钉精度分级。结果:单体位组47例(80个节段),双体位组44例(71个节段)。结论:我们的经验表明,虽然在学习曲线的初始阶段,单体位侧卧螺钉置入的时间相对较长,准确性相对较低,但这与外科医生的适应过程有关。18例术后,螺钉置入时间和准确性均有显著提高。该技术避免了术中复位,减少了手术时间,提高了手术效率,且重复性高,适合广泛采用。
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引用次数: 0
Dose-response relationship between enhanced recovery protocol adherence and outcomes in geriatric spine metastasis surgery. 增强恢复方案依从性与老年脊柱转移手术结果的剂量-反应关系。
IF 2.7 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-02 DOI: 10.1007/s00586-026-09757-9
Jian Zhou, An'nan Hu, Xilei Li, Xiaogang Zhou, Jian Dong

Purpose: This study aimed to test the hypothesis that a dose-response relationship exists between adherence to Enhanced Recovery After Surgery (ERAS) protocols and postoperative outcomes in geriatric patients undergoing separation surgery for spinal metastases.

Methods: In a single-center retrospective cohort study, 128 patients aged ≥ 70 years undergoing elective separation surgery for symptomatic spinal metastases (2020-2023) were included. Adherence to eight core ERAS components was assessed, and an overall adherence score was calculated. The primary outcome was composite complications (Clavien-Dindo Grade ≥ II) within 30 days. Multivariable logistic regression, adjusted for frailty and preoperative albumin, analyzed the association between adherence and outcomes.

Results: Median ERAS adherence was 75%. Each 10% increase in adherence was independently associated with 31% lower odds of major complications (aOR = 0.69; 95% CI: 0.55-0.88; p = 0.002). The High-Adherence group (≥ 75% adherence) experienced significantly shorter length of stay (5 vs. 7 days, p < 0.001) and better pain control at discharge (median VAS 2 vs. 3, p < 0.001) compared to the Low-Adherence group.

Conclusion: Our analysis suggests a significant dose-response relationship between ERAS adherence and improved outcomes in geriatric spine metastasis surgery. Higher adherence was independently associated with lower odds of major complications and shorter recovery time, thereby supporting the concept of a "Precision ERAS" approach.

目的:本研究旨在验证接受脊柱转移分离手术的老年患者术后依从增强术后恢复(ERAS)方案与术后预后之间存在剂量-反应关系的假设。方法:在一项单中心回顾性队列研究中,纳入128例年龄≥70岁(2020-2023年)接受选择性分离手术治疗症状性脊柱转移的患者。评估对八个核心ERAS组件的依从性,并计算总体依从性评分。主要终点为30天内的复合并发症(Clavien-Dindo分级≥II)。多变量logistic回归,调整虚弱和术前白蛋白,分析依从性和结果之间的关系。结果:ERAS依从性中位数为75%。依从性每增加10%与主要并发症发生率降低31%独立相关(aOR = 0.69; 95% CI: 0.55-0.88; p = 0.002)。高依从性组(≥75%依从性)的住院时间明显缩短(5天vs. 7天)。结论:我们的分析表明,在老年脊柱转移手术中,ERAS依从性与改善预后之间存在显著的剂量-反应关系。较高的依从性与较低的主要并发症发生率和较短的恢复时间独立相关,从而支持“精确ERAS”方法的概念。
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引用次数: 0
Comparative clinical outcomes of ACDF for cervical spondylotic myelopathy versus atypical cervical pathology presenting as refractory low back pain with radiating lower limb pain: a retrospective cohort study. ACDF治疗脊髓型颈椎病与非典型颈椎病(表现为难治性腰痛伴放射性下肢痛)的比较临床结果:一项回顾性队列研究。
IF 2.7 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-02 DOI: 10.1007/s00586-026-09754-y
Hulin Yang, Xin Li, Zongxian He, Jie Cai, Jun Wang
{"title":"Comparative clinical outcomes of ACDF for cervical spondylotic myelopathy versus atypical cervical pathology presenting as refractory low back pain with radiating lower limb pain: a retrospective cohort study.","authors":"Hulin Yang, Xin Li, Zongxian He, Jie Cai, Jun Wang","doi":"10.1007/s00586-026-09754-y","DOIUrl":"10.1007/s00586-026-09754-y","url":null,"abstract":"","PeriodicalId":12323,"journal":{"name":"European Spine Journal","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146104465","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
2-staged robot-assisted vertebrectomy for metastatic lumbar spine lesion: a proof-of-concept case. 2阶段机器人辅助椎体切除术治疗转移性腰椎病变:一个概念验证案例。
IF 2.7 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-31 DOI: 10.1007/s00586-025-09713-z
Antoine Keraudy, Pierre De Buck, Pierre Haettel, Boulos Ghannam, Richard Assaker, Henri-Arthur Leroy
{"title":"2-staged robot-assisted vertebrectomy for metastatic lumbar spine lesion: a proof-of-concept case.","authors":"Antoine Keraudy, Pierre De Buck, Pierre Haettel, Boulos Ghannam, Richard Assaker, Henri-Arthur Leroy","doi":"10.1007/s00586-025-09713-z","DOIUrl":"https://doi.org/10.1007/s00586-025-09713-z","url":null,"abstract":"","PeriodicalId":12323,"journal":{"name":"European Spine Journal","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146092624","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
Multiclass classification of infections after cervical spine surgery in the elderly: a machine learning approach based on preoperative and perioperative data. 老年人颈椎手术后感染的多类别分类:基于术前和围手术期数据的机器学习方法
IF 2.7 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-31 DOI: 10.1007/s00586-026-09761-z
Yuezhang Ying, Ziwei Fan, Lequn Fu, Chenyu He, Zhangheng Huang, Honglin Teng
{"title":"Multiclass classification of infections after cervical spine surgery in the elderly: a machine learning approach based on preoperative and perioperative data.","authors":"Yuezhang Ying, Ziwei Fan, Lequn Fu, Chenyu He, Zhangheng Huang, Honglin Teng","doi":"10.1007/s00586-026-09761-z","DOIUrl":"https://doi.org/10.1007/s00586-026-09761-z","url":null,"abstract":"","PeriodicalId":12323,"journal":{"name":"European Spine Journal","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146092604","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
Explant analysis of two rhine cervical discs. 两例莱茵颈椎间盘外植体分析。
IF 2.7 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-30 DOI: 10.1007/s00586-026-09766-8
Göksu Kandemir, Paul Rushton, Thomas Joyce, Chris Kellett

Purpose: Cervical disc replacement aims to preserve cervical spine motion and reduce the risk of adjacent segment disease. The Rhine cervical disc is a non-articulating, viscoelastic implant designed to replicate the natural biomechanics of the cervical spine. To date, no explant analyses of this device have been published. This study presents the explant analysis of two Rhine cervical discs retrieved from a 41-year-old female patient who had undergone two-level cervical total disc replacement, C4-C5 and C6-C7, for myeloradiculopathy.

Methods: The implants were removed approximately one year after the surgery due to increasing neck discomfort, recurrent neurological symptoms, and radiographic evidence of osteolysis. Explant analysis was performed on both implants to assess their physical condition and any associated tissue reactions.

Results: Both explants were intact, however, notable findings included plastic deformation of the viscoelastic cores, particularly in the upper disc. The direction of shear deformation differed between the explants, anterior in the upper disc and posterior in the lower disc, suggesting asymmetric loading conditions. In addition, osteolysis was observed predominantly at the posterior aspect of the lower disc one year after implantation.

Conclusion: These observations highlight deformation of the viscoelastic core in Rhine cervical discs. Whether this finding relates to surgical factors such as implant sizing and positioning, or to implant design itself, improper sizing and malpositioning may contribute to excessive shear forces, core deformation, and poor clinical outcomes. These factors are all important in implant survival and should be carefully considered. The deformation observed in the cores of the explants is consistent with viscoelastic polymer limitations reported in the literature for other viscoelastic cervical discs.

目的:颈椎椎间盘置换术的目的是保持颈椎活动,减少相邻节段疾病的发生。Rhine颈椎间盘是一种无关节、粘弹性的植入物,旨在复制颈椎的自然生物力学。到目前为止,还没有对这种装置的外植体分析发表。本研究报告了一名41岁女性患者因髓根病接受了C4-C5和C6-C7两节段颈椎全椎间盘置换术后取出的两个莱茵颈椎间盘的外植体分析。方法:由于颈部不适增加,神经系统症状复发,影像学证据显示骨溶解,手术后大约一年内取出植入物。对两个种植体进行外植体分析,以评估其物理状况和任何相关的组织反应。结果:两个外植体都是完整的,然而,值得注意的发现包括粘弹性核心的塑性变形,特别是在上椎间盘。不同植体的剪切变形方向不同,上盘前向,下盘后向,提示载荷不对称。此外,在植入一年后,主要在下椎间盘后侧观察到骨溶解。结论:这些观察结果突出了莱茵颈椎间盘粘弹性核心的变形。无论这一发现是否与种植体尺寸和定位等手术因素有关,还是与种植体设计本身有关,尺寸和定位不当都可能导致剪切力过大、核变形和不良临床结果。这些因素对种植体的存活都很重要,应该仔细考虑。在外植体核心观察到的变形与文献中报道的其他粘弹性颈椎间盘的粘弹性聚合物限制一致。
{"title":"Explant analysis of two rhine cervical discs.","authors":"Göksu Kandemir, Paul Rushton, Thomas Joyce, Chris Kellett","doi":"10.1007/s00586-026-09766-8","DOIUrl":"https://doi.org/10.1007/s00586-026-09766-8","url":null,"abstract":"<p><strong>Purpose: </strong>Cervical disc replacement aims to preserve cervical spine motion and reduce the risk of adjacent segment disease. The Rhine cervical disc is a non-articulating, viscoelastic implant designed to replicate the natural biomechanics of the cervical spine. To date, no explant analyses of this device have been published. This study presents the explant analysis of two Rhine cervical discs retrieved from a 41-year-old female patient who had undergone two-level cervical total disc replacement, C4-C5 and C6-C7, for myeloradiculopathy.</p><p><strong>Methods: </strong>The implants were removed approximately one year after the surgery due to increasing neck discomfort, recurrent neurological symptoms, and radiographic evidence of osteolysis. Explant analysis was performed on both implants to assess their physical condition and any associated tissue reactions.</p><p><strong>Results: </strong>Both explants were intact, however, notable findings included plastic deformation of the viscoelastic cores, particularly in the upper disc. The direction of shear deformation differed between the explants, anterior in the upper disc and posterior in the lower disc, suggesting asymmetric loading conditions. In addition, osteolysis was observed predominantly at the posterior aspect of the lower disc one year after implantation.</p><p><strong>Conclusion: </strong>These observations highlight deformation of the viscoelastic core in Rhine cervical discs. Whether this finding relates to surgical factors such as implant sizing and positioning, or to implant design itself, improper sizing and malpositioning may contribute to excessive shear forces, core deformation, and poor clinical outcomes. These factors are all important in implant survival and should be carefully considered. The deformation observed in the cores of the explants is consistent with viscoelastic polymer limitations reported in the literature for other viscoelastic cervical discs.</p>","PeriodicalId":12323,"journal":{"name":"European Spine Journal","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146085181","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
The association between scoliosis research society-22r and cosmetic parameters in female patients with adolescent idiopathic scoliosis. 青少年特发性脊柱侧凸女性患者脊柱侧凸研究协会-22r与美容参数的关系。
IF 2.7 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-30 DOI: 10.1007/s00586-026-09740-4
Zhengye Zhao, Aoran Maheshati, Shufang Zhu, Terry Jianguo Zhang, Nan Wu

Purpose: Compared to linear models, segmented models allow for the identification of threshold effects in severe spinal deformities, beyond which patients' health-related quality of life (QoL) declines significantly. However, no study has established threshold values for cosmetic parameters in adolescent idiopathic scoliosis (AIS). This study aims to determine the threshold values of cosmetic parameters in spinal deformity severity measurements.

Methods: A total of 278 female adolescents with idiopathic scoliosis (age: 14.7 ± 2.0; maximum Cobb angle: 49.4° ± 15.9°) completed the SRS-22r questionnaire. The Cobb angle and cosmetic parameters were measured using X-rays and Image-Pro Plus 6.0 software. Segmented and linear regression models were used to evaluate the correlation and explanatory power (R²) between SRS-22r domains and spinal deformity indicators, and to identify the thresholds of cosmetic parameters that significantly impact SRS-22r scores.

Results: Lateral shoulder tilt (LST) predicted significantly more variance in all SRS-22r domains using segmented (R2: 0.01-0.08) than linear models (R2: 0.00-0.03). Segmented models with a threshold estimated at 5.2° of LST explained 1-6% more variance than the corresponding linear models using the same variables. Cobb angle did not strongly associate with SRS-22r total score variables with linear and segmented models, explaining less than 4% of the variance.

Conclusion: This study shows that QoL stays relatively stable until LST exceeds a threshold of 5.2°, after which it drops markedly. Although the link between QoL and cosmetic parameters is weak, segmented models provide a better explanation than linear models.

目的:与线性模型相比,分段模型可以识别严重脊柱畸形的阈值效应,超过阈值效应,患者的健康相关生活质量(QoL)显著下降。然而,没有研究建立了青少年特发性脊柱侧凸(AIS)美容参数的阈值。本研究旨在确定脊柱畸形严重程度测量中美容参数的阈值。方法:278例特发性青少年女性脊柱侧凸患者(年龄:14.7±2.0,最大Cobb角:49.4°±15.9°)填写SRS-22r问卷。使用x射线和Image-Pro Plus 6.0软件测量Cobb角和美容参数。采用分段和线性回归模型评估SRS-22r结构域与脊柱畸形指标之间的相关性和解释力(R²),并确定显著影响SRS-22r评分的美容参数阈值。结果:侧肩倾斜(LST)使用分割模型(R2: 0.01-0.08)预测所有SRS-22r域的方差显著高于线性模型(R2: 0.00-0.03)。阈值估计为LST的5.2°的分割模型比使用相同变量的相应线性模型多解释1-6%的方差。Cobb角在线性和分段模型中与SRS-22r总分变量的相关性不强,解释了不到4%的方差。结论:本研究表明,在LST超过5.2°阈值之前,QoL保持相对稳定,之后明显下降。虽然生活质量和外观参数之间的联系很弱,但分割模型比线性模型提供了更好的解释。
{"title":"The association between scoliosis research society-22r and cosmetic parameters in female patients with adolescent idiopathic scoliosis.","authors":"Zhengye Zhao, Aoran Maheshati, Shufang Zhu, Terry Jianguo Zhang, Nan Wu","doi":"10.1007/s00586-026-09740-4","DOIUrl":"https://doi.org/10.1007/s00586-026-09740-4","url":null,"abstract":"<p><strong>Purpose: </strong>Compared to linear models, segmented models allow for the identification of threshold effects in severe spinal deformities, beyond which patients' health-related quality of life (QoL) declines significantly. However, no study has established threshold values for cosmetic parameters in adolescent idiopathic scoliosis (AIS). This study aims to determine the threshold values of cosmetic parameters in spinal deformity severity measurements.</p><p><strong>Methods: </strong>A total of 278 female adolescents with idiopathic scoliosis (age: 14.7 ± 2.0; maximum Cobb angle: 49.4° ± 15.9°) completed the SRS-22r questionnaire. The Cobb angle and cosmetic parameters were measured using X-rays and Image-Pro Plus 6.0 software. Segmented and linear regression models were used to evaluate the correlation and explanatory power (R²) between SRS-22r domains and spinal deformity indicators, and to identify the thresholds of cosmetic parameters that significantly impact SRS-22r scores.</p><p><strong>Results: </strong>Lateral shoulder tilt (LST) predicted significantly more variance in all SRS-22r domains using segmented (R<sup>2</sup>: 0.01-0.08) than linear models (R<sup>2</sup>: 0.00-0.03). Segmented models with a threshold estimated at 5.2° of LST explained 1-6% more variance than the corresponding linear models using the same variables. Cobb angle did not strongly associate with SRS-22r total score variables with linear and segmented models, explaining less than 4% of the variance.</p><p><strong>Conclusion: </strong>This study shows that QoL stays relatively stable until LST exceeds a threshold of 5.2°, after which it drops markedly. Although the link between QoL and cosmetic parameters is weak, segmented models provide a better explanation than linear models.</p>","PeriodicalId":12323,"journal":{"name":"European Spine Journal","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146085107","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
Balancing radiographic correction with quality of life: a meta-analysis of selective versus non-selective thoracic fusion in Lenke 1 C AIS. 平衡影像学矫正与生活质量:Lenke 1c AIS患者选择性与非选择性胸椎融合的荟萃分析
IF 2.7 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-30 DOI: 10.1007/s00586-026-09765-9
Guy Awad, Marc Boutros, Christèle Asmar, Raphaël Asmar, Jad Bou Monsef

Background: The optimal surgical strategy for Lenke 1 C adolescent idiopathic scoliosis (AIS) remains debated. Selective thoracic fusion (STF) preserves lumbar mobility by limiting fusion to the thoracic curve, while non-selective thoracic fusion (NSTF) extends distally to address the thoracolumbar/lumbar (TL/L) curve. The comparative long-term impact of these strategies on health-related quality of life (HRQoL) remains uncertain.

Methods: A systematic search was performed in PubMed, Scopus, Cochrane Library, and Google Scholar till September 2025. Five studies met the inclusion criteria. Key outcomes included perioperative outcomes (operative time and blood loss), radiographic parameters (state them with abbreviations), and HRQoL assessed with SRS-22r or SRS-30, pooled using a random-effects model.

Results: STF was associated with significantly shorter operative time (MD - 76.21 min, p < 0.001) and reduced blood loss (MD - 27.30 mL, p = 0.02). No difference was observed in MT Cobb angle correction at 2 years (p = 0.17). NSTF achieved superior TL/L outcomes, with a smaller residual Cobb angle (MD 5.14°, p = 0.04) and a higher correction rate (MD - 23.65%, p < 0.001). HRQoL analysis showed no significant differences between groups in any domain, including function/activity, pain, self-image/appearance, mental health, satisfaction with management, or in total score (all p > 0.05).

Conclusions: STF reduces surgical burden and preserve lumbar motion, while NSTF achieves superior TL/L correction. Yet, these differences did not translate into significant HRQoL variation, suggesting that in borderline Lenke 1 C patients, surgical decision-making should not rely on radiographic outcomes alone but also integrate patient-centered and subjective considerations.

背景:Lenke 1c青少年特发性脊柱侧凸(AIS)的最佳手术策略仍存在争议。选择性胸椎融合术(STF)通过将融合术限制在胸椎弯曲处来保持腰椎的活动能力,而非选择性胸椎融合术(NSTF)向远端延伸以解决胸腰椎/腰椎(TL/L)弯曲处的问题。这些策略对健康相关生活质量(HRQoL)的相对长期影响仍不确定。方法:系统检索PubMed、Scopus、Cochrane Library和谷歌Scholar,检索截止至2025年9月。5项研究符合纳入标准。主要结局包括围手术期结局(手术时间和出血量)、放射学参数(用缩写说明)以及用SRS-22r或SRS-30评估的HRQoL,采用随机效应模型汇总。结果:STF组手术时间明显缩短(MD - 76.21 min, p < 0.05)。结论:STF减轻了手术负担,保持了腰椎运动,而NSTF具有更好的TL/L矫正效果。然而,这些差异并没有转化为显著的HRQoL差异,提示在边缘性Lenke 1c患者中,手术决策不应仅依赖影像学结果,而应综合以患者为中心和主观考虑。
{"title":"Balancing radiographic correction with quality of life: a meta-analysis of selective versus non-selective thoracic fusion in Lenke 1 C AIS.","authors":"Guy Awad, Marc Boutros, Christèle Asmar, Raphaël Asmar, Jad Bou Monsef","doi":"10.1007/s00586-026-09765-9","DOIUrl":"https://doi.org/10.1007/s00586-026-09765-9","url":null,"abstract":"<p><strong>Background: </strong>The optimal surgical strategy for Lenke 1 C adolescent idiopathic scoliosis (AIS) remains debated. Selective thoracic fusion (STF) preserves lumbar mobility by limiting fusion to the thoracic curve, while non-selective thoracic fusion (NSTF) extends distally to address the thoracolumbar/lumbar (TL/L) curve. The comparative long-term impact of these strategies on health-related quality of life (HRQoL) remains uncertain.</p><p><strong>Methods: </strong>A systematic search was performed in PubMed, Scopus, Cochrane Library, and Google Scholar till September 2025. Five studies met the inclusion criteria. Key outcomes included perioperative outcomes (operative time and blood loss), radiographic parameters (state them with abbreviations), and HRQoL assessed with SRS-22r or SRS-30, pooled using a random-effects model.</p><p><strong>Results: </strong>STF was associated with significantly shorter operative time (MD - 76.21 min, p < 0.001) and reduced blood loss (MD - 27.30 mL, p = 0.02). No difference was observed in MT Cobb angle correction at 2 years (p = 0.17). NSTF achieved superior TL/L outcomes, with a smaller residual Cobb angle (MD 5.14°, p = 0.04) and a higher correction rate (MD - 23.65%, p < 0.001). HRQoL analysis showed no significant differences between groups in any domain, including function/activity, pain, self-image/appearance, mental health, satisfaction with management, or in total score (all p > 0.05).</p><p><strong>Conclusions: </strong>STF reduces surgical burden and preserve lumbar motion, while NSTF achieves superior TL/L correction. Yet, these differences did not translate into significant HRQoL variation, suggesting that in borderline Lenke 1 C patients, surgical decision-making should not rely on radiographic outcomes alone but also integrate patient-centered and subjective considerations.</p>","PeriodicalId":12323,"journal":{"name":"European Spine Journal","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146085130","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
Osteoporosis prediction using lumbar CT Hounsfield units: comparative performance and clinical implications of seven machine learning models. 腰椎CT Hounsfield单元骨质疏松症预测:7种机器学习模型的比较性能和临床意义。
IF 2.7 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-30 DOI: 10.1007/s00586-026-09753-z
Akihiko Hiyama, Daisuke Sakai, Hiroyuki Katoh, Masato Sato, Masahiko Watanabe

Purpose: This study aimed to evaluate the utility of L1-L4 average Hounsfield Unit (HU) values from lumbar spine computed tomography (CT) in predicting osteoporosis using multiple machine learning (ML) models.

Methods: We retrospectively analyzed 172 patients (≥ 50 years) who underwent lumbar spine surgery and received preoperative CT and dual-energy X-ray absorptiometry (DXA) within 3 months. Osteoporosis was defined as a T-score < - 2.5 at either the lumbar spine or femoral neck. The L1-L4 average HU value was used as the sole input variable to develop seven supervised ML models. Model performance was compared using accuracy, precision, recall, F1 score, and area under the receiver operating characteristic curve (AUC), and HU-based thresholds for osteoporosis screening were explored.

Results: Of 172 patients, 59 (34.3%) were classified as having osteoporosis. The osteoporosis group showed significantly lower L1-L4 HU values than the non-osteoporosis group (105.1 ± 47.5 vs. 140.1 ± 61.3, p < 0.01). Among the models, K-nearest neighbors (KNN) achieved the most balanced diagnostic performance (accuracy: 0.714 ± 0.048; F1 score: 0.466 ± 0.073). Logistic Regression and Naive Bayes showed the highest AUCs (0.785 ± 0.096 and 0.777 ± 0.098, respectively) but limited recall, whereas Support Vector Machine demonstrated moderate performance. Tree-based models yielded comparatively lower discriminatory ability. Optimal HU ranges for identifying high osteoporosis risk generally converged around 90-130 HU.

Conclusions: ML models using L1-L4 HU values can aid in osteoporosis screening. KNN provided the most robust and balanced diagnostic performance, while Logistic Regression and SVM offered stable threshold-based classification. These findings support the utility of CT-based ML approaches in preoperative spinal surgery settings, particularly where DXA is unavailable or limited.

目的:本研究旨在评估腰椎计算机断层扫描(CT) L1-L4平均Hounsfield Unit (HU)值在使用多机器学习(ML)模型预测骨质疏松症中的效用。方法:回顾性分析172例(≥50岁)腰椎手术患者,术前3个月内行CT和双能x线骨密度测定(DXA)。结果:172例患者中,59例(34.3%)被归类为骨质疏松症。骨质疏松组L1-L4 HU值明显低于非骨质疏松组(105.1±47.5∶140.1±61.3,p)。结论:利用L1-L4 HU值建立ML模型有助于骨质疏松筛查。KNN提供了最稳健和平衡的诊断性能,而Logistic回归和SVM提供了稳定的基于阈值的分类。这些发现支持基于ct的ML入路在术前脊柱手术中的应用,特别是在DXA不可用或受限的情况下。
{"title":"Osteoporosis prediction using lumbar CT Hounsfield units: comparative performance and clinical implications of seven machine learning models.","authors":"Akihiko Hiyama, Daisuke Sakai, Hiroyuki Katoh, Masato Sato, Masahiko Watanabe","doi":"10.1007/s00586-026-09753-z","DOIUrl":"https://doi.org/10.1007/s00586-026-09753-z","url":null,"abstract":"<p><strong>Purpose: </strong>This study aimed to evaluate the utility of L1-L4 average Hounsfield Unit (HU) values from lumbar spine computed tomography (CT) in predicting osteoporosis using multiple machine learning (ML) models.</p><p><strong>Methods: </strong>We retrospectively analyzed 172 patients (≥ 50 years) who underwent lumbar spine surgery and received preoperative CT and dual-energy X-ray absorptiometry (DXA) within 3 months. Osteoporosis was defined as a T-score < - 2.5 at either the lumbar spine or femoral neck. The L1-L4 average HU value was used as the sole input variable to develop seven supervised ML models. Model performance was compared using accuracy, precision, recall, F1 score, and area under the receiver operating characteristic curve (AUC), and HU-based thresholds for osteoporosis screening were explored.</p><p><strong>Results: </strong>Of 172 patients, 59 (34.3%) were classified as having osteoporosis. The osteoporosis group showed significantly lower L1-L4 HU values than the non-osteoporosis group (105.1 ± 47.5 vs. 140.1 ± 61.3, p < 0.01). Among the models, K-nearest neighbors (KNN) achieved the most balanced diagnostic performance (accuracy: 0.714 ± 0.048; F1 score: 0.466 ± 0.073). Logistic Regression and Naive Bayes showed the highest AUCs (0.785 ± 0.096 and 0.777 ± 0.098, respectively) but limited recall, whereas Support Vector Machine demonstrated moderate performance. Tree-based models yielded comparatively lower discriminatory ability. Optimal HU ranges for identifying high osteoporosis risk generally converged around 90-130 HU.</p><p><strong>Conclusions: </strong>ML models using L1-L4 HU values can aid in osteoporosis screening. KNN provided the most robust and balanced diagnostic performance, while Logistic Regression and SVM offered stable threshold-based classification. These findings support the utility of CT-based ML approaches in preoperative spinal surgery settings, particularly where DXA is unavailable or limited.</p>","PeriodicalId":12323,"journal":{"name":"European Spine Journal","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146085159","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
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