Pub Date : 2026-01-08DOI: 10.1186/s12891-025-09324-1
John H Powers, Rachel Ballinger, Andrea De Palma, Marie de la Cruz, Kellee Howard
{"title":"Assessment of the content validity of the Oswestry Disability Index (ODI) in patients with Degenerative Disc Disease (DDD): a qualitative study.","authors":"John H Powers, Rachel Ballinger, Andrea De Palma, Marie de la Cruz, Kellee Howard","doi":"10.1186/s12891-025-09324-1","DOIUrl":"10.1186/s12891-025-09324-1","url":null,"abstract":"","PeriodicalId":9189,"journal":{"name":"BMC Musculoskeletal Disorders","volume":"27 1","pages":"16"},"PeriodicalIF":2.4,"publicationDate":"2026-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12784488/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145932099","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-08DOI: 10.1186/s12891-025-09347-8
Shiying Zhuang, Xiaoli Zhang, Cheng Lin, Zhizhuo Wang
Background: Shoulder pain is a very common symptom. A number of studies have demonstrated that botulinum toxin type A is effective in relieving shoulder pain. Therefore, this systematic review and meta-analysis aimed to synthesize scientific evidence and quantify the combined effects of ultrasound-guided botulinum toxin type A on shoulder pain.
Methods: A comprehensive literature search was conducted in databases such as PubMed, Embase, Scopus, Cochrane Central Register of Controlled Trials (CENTRAL), China National Knowledge Information Database (CNKI), Wanfang database, and VIP database (VIP) using the keywords "ultrasound", "Botulinum toxin type A", and "shoulder pain". Two reviewers independently reviewed the studies, extracted data from eligible studies, and assessed the risk of bias. A random-effects model was used to calculate the standardized mean difference (SMD) and 95% confidence interval (CI) for Visual Analog Scale (VAS), Upper Extremity Fugl-Meyer Assessment (UEFMA), Range of Motion (ROM), Modified Barthel Index (MBI). Funnel plots and sensitivity analyses were also employed to evaluate the four outcome indicators above.
Results: Out of retrieved 854 records, ten studies (involving 533 patients) were finally included. Pooled analysis showed that ultrasound-guided botulinum toxin type A was associated with large improvements in shoulder pain (SMD = -1.1; 95% CI -1.47 to -0.73; P < 0.001), UEFMA score (SMD = 1.43; 95% CI 0.49 to 2.37; P = 0.003), ROM of shoulder flexion (SMD = 1.28; 95% CI 0.63 to 1.93; P < 0.001) and external rotation (SMD = 1.66; 95%CI, 0.83 to 2.48; P < 0.001). Mild improvements were observed in ROM of shoulder abduction (SMD = 0.8; 95%CI 0.18 to 1.43; P = 0.01) and MBI score (SMD = 1.33; 95% CI 0.22 to 2.43; P = 0.02).
Conclusions: Our meta-analysis has shown ultrasound-guided BoNT-A injections have potential benefits for reducing shoulder pain and improving upper limb function, range of motion, and quality of life. However, these findings should be interpreted cautiously due to small sample size, measured differences, substantial heterogeneity and possible publication bias. More high-quality studies with large sample size are needed to assess long-term efficacy, strengthening the evidence that ultrasound-guided BoNT-A facilitates the reduction of shoulder pain.
背景:肩痛是一种非常常见的症状。许多研究表明,A型肉毒杆菌毒素对缓解肩部疼痛有效。因此,本系统综述和荟萃分析旨在综合科学证据,量化超声引导下A型肉毒毒素治疗肩痛的综合效果。方法:以“超声”、“A型肉毒杆菌毒素”、“肩痛”为关键词,在PubMed、Embase、Scopus、Cochrane中央对照试验注册库(Central)、中国知库(CNKI)、万方数据库、VIP数据库(VIP)等数据库中进行综合文献检索。两名审稿人独立审查了这些研究,从符合条件的研究中提取数据,并评估了偏倚风险。采用随机效应模型计算视觉模拟量表(VAS)、上肢Fugl-Meyer评估(UEFMA)、活动范围(ROM)、修正Barthel指数(MBI)的标准化平均差(SMD)和95%置信区间(CI)。采用漏斗图和敏感性分析对上述四个结局指标进行评价。结果:在检索到的854条记录中,最终纳入了10项研究(涉及533例患者)。综合分析显示,超声引导下的A型肉毒杆菌毒素与肩部疼痛的显著改善相关(SMD = -1.1; 95% CI -1.47至-0.73;P)结论:我们的荟萃分析显示,超声引导下的BoNT-A注射对于减轻肩部疼痛、改善上肢功能、活动范围和生活质量具有潜在的益处。然而,由于样本量小、测量差异、大量异质性和可能的发表偏倚,这些发现应谨慎解释。需要更多高质量、大样本量的研究来评估长期疗效,从而加强超声引导BoNT-A有助于减轻肩痛的证据。
{"title":"Ultrasound-guided botulinum toxin type A for shoulder pain: a meta-analysis of randomized controlled trials.","authors":"Shiying Zhuang, Xiaoli Zhang, Cheng Lin, Zhizhuo Wang","doi":"10.1186/s12891-025-09347-8","DOIUrl":"10.1186/s12891-025-09347-8","url":null,"abstract":"<p><strong>Background: </strong>Shoulder pain is a very common symptom. A number of studies have demonstrated that botulinum toxin type A is effective in relieving shoulder pain. Therefore, this systematic review and meta-analysis aimed to synthesize scientific evidence and quantify the combined effects of ultrasound-guided botulinum toxin type A on shoulder pain.</p><p><strong>Methods: </strong>A comprehensive literature search was conducted in databases such as PubMed, Embase, Scopus, Cochrane Central Register of Controlled Trials (CENTRAL), China National Knowledge Information Database (CNKI), Wanfang database, and VIP database (VIP) using the keywords \"ultrasound\", \"Botulinum toxin type A\", and \"shoulder pain\". Two reviewers independently reviewed the studies, extracted data from eligible studies, and assessed the risk of bias. A random-effects model was used to calculate the standardized mean difference (SMD) and 95% confidence interval (CI) for Visual Analog Scale (VAS), Upper Extremity Fugl-Meyer Assessment (UEFMA), Range of Motion (ROM), Modified Barthel Index (MBI). Funnel plots and sensitivity analyses were also employed to evaluate the four outcome indicators above.</p><p><strong>Results: </strong>Out of retrieved 854 records, ten studies (involving 533 patients) were finally included. Pooled analysis showed that ultrasound-guided botulinum toxin type A was associated with large improvements in shoulder pain (SMD = -1.1; 95% CI -1.47 to -0.73; P < 0.001), UEFMA score (SMD = 1.43; 95% CI 0.49 to 2.37; P = 0.003), ROM of shoulder flexion (SMD = 1.28; 95% CI 0.63 to 1.93; P < 0.001) and external rotation (SMD = 1.66; 95%CI, 0.83 to 2.48; P < 0.001). Mild improvements were observed in ROM of shoulder abduction (SMD = 0.8; 95%CI 0.18 to 1.43; P = 0.01) and MBI score (SMD = 1.33; 95% CI 0.22 to 2.43; P = 0.02).</p><p><strong>Conclusions: </strong>Our meta-analysis has shown ultrasound-guided BoNT-A injections have potential benefits for reducing shoulder pain and improving upper limb function, range of motion, and quality of life. However, these findings should be interpreted cautiously due to small sample size, measured differences, substantial heterogeneity and possible publication bias. More high-quality studies with large sample size are needed to assess long-term efficacy, strengthening the evidence that ultrasound-guided BoNT-A facilitates the reduction of shoulder pain.</p>","PeriodicalId":9189,"journal":{"name":"BMC Musculoskeletal Disorders","volume":"27 1","pages":"14"},"PeriodicalIF":2.4,"publicationDate":"2026-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12781773/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145931483","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-08DOI: 10.1186/s12891-025-09480-4
Donger Hai, Jing Song, Xiaoyu Zhang, Fei Tian, Xilong Ma, Zhaowei Wang, Jun Ma
Background: Posterior cruciate ligament (PCL) injury is common in sports, with anatomical factors like posterior tibial slope (PTS) and femoral intercondylar notch morphology potentially influencing risk. However, evidence remains limited and inconsistent. In addition to the PTS and femoral intercondylar angle, this study also investigated the potential roles of the lateral proximal tibial angle and lateral distal femoral angle in posterior cruciate ligament injuries.
Methods: A retrospective study was conducted including 169 participants: 80 with isolated PCL injuries and 89 controls. Anatomical parameters (PTS, femoral intercondylar angle, etc.) were measured from imaging. Univariate and multivariate analyses were used to evaluate associations with PCL injury.
Results: No significant differences in demographic variables. The PTS was significantly lower in the PCL group (7.81° ± 3.59°) than controls (11.06° ± 4.07°, P < 0.001). The femoral intercondylar angle was also smaller in cases (P < 0.05). Other parameters showed no significant differences. ROC analysis indicated that lower PTS and narrower intercondylar angle were associated with higher PCL injury risk.
Conclusion: PTS ≤ 6.5° and an intercondylar angle ≤ 49.5° were associated with a significantly increased risk of PCL injury.
{"title":"Correlation between the posterior tibial slope, proximal tibial angle, distal femoral angle, and femoral intercondylar notch morphology and posterior cruciate ligament injury.","authors":"Donger Hai, Jing Song, Xiaoyu Zhang, Fei Tian, Xilong Ma, Zhaowei Wang, Jun Ma","doi":"10.1186/s12891-025-09480-4","DOIUrl":"https://doi.org/10.1186/s12891-025-09480-4","url":null,"abstract":"<p><strong>Background: </strong>Posterior cruciate ligament (PCL) injury is common in sports, with anatomical factors like posterior tibial slope (PTS) and femoral intercondylar notch morphology potentially influencing risk. However, evidence remains limited and inconsistent. In addition to the PTS and femoral intercondylar angle, this study also investigated the potential roles of the lateral proximal tibial angle and lateral distal femoral angle in posterior cruciate ligament injuries.</p><p><strong>Methods: </strong>A retrospective study was conducted including 169 participants: 80 with isolated PCL injuries and 89 controls. Anatomical parameters (PTS, femoral intercondylar angle, etc.) were measured from imaging. Univariate and multivariate analyses were used to evaluate associations with PCL injury.</p><p><strong>Results: </strong>No significant differences in demographic variables. The PTS was significantly lower in the PCL group (7.81° ± 3.59°) than controls (11.06° ± 4.07°, P < 0.001). The femoral intercondylar angle was also smaller in cases (P < 0.05). Other parameters showed no significant differences. ROC analysis indicated that lower PTS and narrower intercondylar angle were associated with higher PCL injury risk.</p><p><strong>Conclusion: </strong>PTS ≤ 6.5° and an intercondylar angle ≤ 49.5° were associated with a significantly increased risk of PCL injury.</p>","PeriodicalId":9189,"journal":{"name":"BMC Musculoskeletal Disorders","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2026-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145932096","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}
Pub Date : 2026-01-07DOI: 10.1186/s12891-025-09464-4
Jpj Stofberg, Mariaan van Aswegen, Mark Kramer
{"title":"Evaluating kinetic symmetry during loaded and unloaded jumping across multiple rehabilitation phases in ACLR patients.","authors":"Jpj Stofberg, Mariaan van Aswegen, Mark Kramer","doi":"10.1186/s12891-025-09464-4","DOIUrl":"https://doi.org/10.1186/s12891-025-09464-4","url":null,"abstract":"","PeriodicalId":9189,"journal":{"name":"BMC Musculoskeletal Disorders","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2026-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145910543","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}
Pub Date : 2026-01-07DOI: 10.1186/s12891-025-09459-1
Zhiyuan Ye, Jian Yang, Xushen Zhao, Jinyu Bai, Fanglong Song, Jun Dai, Zhentao Zhou, Bingchen Shan, Xiaozhong Zhou
{"title":"Clinical effect of treating hyperextension injuries of the thoracolumbar spine in patients with ankylosing spondylitis, without active intervention on the anterior distraction defect.","authors":"Zhiyuan Ye, Jian Yang, Xushen Zhao, Jinyu Bai, Fanglong Song, Jun Dai, Zhentao Zhou, Bingchen Shan, Xiaozhong Zhou","doi":"10.1186/s12891-025-09459-1","DOIUrl":"https://doi.org/10.1186/s12891-025-09459-1","url":null,"abstract":"","PeriodicalId":9189,"journal":{"name":"BMC Musculoskeletal Disorders","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2026-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145916930","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}
{"title":"Diagnosis and treatment of Pipkin type IV femoral head fracture : a finite element analysis.","authors":"Yefan Zhang, Shoubin Sun, Jiahao Zeng, Menglong Wang, Qiyou Cao, Chao Yang, Haifeng Dang, Long Bi, Zhuojing Luo, Junjun Fan, Donglin Li","doi":"10.1186/s12891-025-09435-9","DOIUrl":"https://doi.org/10.1186/s12891-025-09435-9","url":null,"abstract":"","PeriodicalId":9189,"journal":{"name":"BMC Musculoskeletal Disorders","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2026-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145916855","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}
Pub Date : 2026-01-07DOI: 10.1186/s12891-026-09484-8
Manuel Kramer, Michael Strässle, Niko Keller, Stefan Schmid, Claus Egidy, Christoph Matissek, Johannes Cip, Harry Klima, Christian Kahlert, Harald Lengnick
Background: Pediatric septic arthritis requires immediate recognition, as delayed diagnosis can cause severe joint damage and long-term dysfunction. In the absence of guideline-based cut-off values for laboratory markers, surgical decisions are often made on a case-by-case basis. Due to the scarcity of evidence specific to the pediatric population, treatment strategies are often based on adult data, highlighting the need for targeted research in this population. To address this gap, we developed a diagnostic algorithm that incorporated reliable predictive factors.
Methods: Of 443 joint aspirations performed in our clinic (2014-2024), 132 (29.8%) were for suspected septic arthritis. After applying exclusion criteria, 80 cases were included. Clinical (fever, pain with movement, comorbidities), laboratory parameters at the time of joint aspiration (serum CRP, synovial white blood cell count [syWBC], serum white blood cell count [seWBC], synovial neutrophil perventage [syN%] and radiological data (radiographs, CT and MRI if available) were collected. Septic arthritis was defined by detection of pathogens in joint aspirate via culture or PCR.
Results: A pathogen was identified in 25% (20/80) of cases, with Kingella kingae (30%) being the most frequently detected organism, followed by Staphylococcus aureus (25%). Regression analysis revealed CRP (p < 0.01), syWBC (p = 0.04), but not syN% (p = 0.51) as predictors. ROC analysis yielded optimal cutoff values for CRP (69 mg/L; AUC = 0.82; 95% CI 0.71-0.93) and syWBC (65,000 cells/µL; AUC = 0.79; 95% CI 0.66-0.92). A diagnostic algorithm using CRP > 69 mg/L alone, or CRP < 69 mg/L combined with syWBC > 110,000 cells/µL, predicted septic arthritis with a sensitivity of 85% (95% CI 0.62-0.97; p < 0.01) and a specificity of 90% (95% CI 0.79-0.96; p < 0.01).
Conclusion: CRP was slightly more accurate than syWBC in predicting septic arthritis. When combined in an recursive partitioning model, these parameters demonstrated strong diagnostic performance. In cases where CRP measurements may be unreliable, an elevated syWBC count represents a CRP-independent alternative, although with reduced specificity.
Level of evidence: Level III: a retrospective case-control study.
背景:儿童感染性关节炎需要立即识别,因为延迟诊断可能导致严重的关节损伤和长期功能障碍。在缺乏基于实验室标记物的指南截断值的情况下,手术决定通常是根据具体情况做出的。由于缺乏针对儿科人群的证据,治疗策略通常基于成人数据,这突出了对这一人群进行针对性研究的必要性。为了解决这一差距,我们开发了一种包含可靠预测因素的诊断算法。方法:2014-2024年,我院共进行443例关节穿刺手术,其中132例(29.8%)疑似脓毒性关节炎。应用排除标准后,纳入80例。收集临床(发热、运动疼痛、合并症)、关节抽吸时的实验室参数(血清CRP、滑膜白细胞计数(syWBC)、血清白细胞计数(seWBC)、滑膜中性粒细胞百分比(syN%)和影像学资料(如有x线片、CT和MRI)。脓毒性关节炎的定义是通过培养或PCR检测关节抽吸液中的病原体。结果:25%(20/80)的病例检出病原菌,其中王氏金氏菌(30%)检出最多,其次是金黄色葡萄球菌(25%)。回归分析显示,CRP(单独p 69 mg/L或CRP 11万个细胞/µL)预测脓毒性关节炎的敏感性为85% (95% CI 0.62-0.97); p结论:CRP预测脓毒性关节炎的准确性略高于syWBC。当在递归划分模型中组合时,这些参数显示出很强的诊断性能。在CRP测量可能不可靠的情况下,升高的syWBC计数代表一种与CRP无关的替代方法,尽管特异性降低。证据等级:III级:回顾性病例对照研究。
{"title":"Decision-making after joint aspiration: C-reactive protein and synovial white blood cell count as laboratory indicators for surgical joint lavage in pediatric septic arthritis.","authors":"Manuel Kramer, Michael Strässle, Niko Keller, Stefan Schmid, Claus Egidy, Christoph Matissek, Johannes Cip, Harry Klima, Christian Kahlert, Harald Lengnick","doi":"10.1186/s12891-026-09484-8","DOIUrl":"https://doi.org/10.1186/s12891-026-09484-8","url":null,"abstract":"<p><strong>Background: </strong>Pediatric septic arthritis requires immediate recognition, as delayed diagnosis can cause severe joint damage and long-term dysfunction. In the absence of guideline-based cut-off values for laboratory markers, surgical decisions are often made on a case-by-case basis. Due to the scarcity of evidence specific to the pediatric population, treatment strategies are often based on adult data, highlighting the need for targeted research in this population. To address this gap, we developed a diagnostic algorithm that incorporated reliable predictive factors.</p><p><strong>Methods: </strong>Of 443 joint aspirations performed in our clinic (2014-2024), 132 (29.8%) were for suspected septic arthritis. After applying exclusion criteria, 80 cases were included. Clinical (fever, pain with movement, comorbidities), laboratory parameters at the time of joint aspiration (serum CRP, synovial white blood cell count [syWBC], serum white blood cell count [seWBC], synovial neutrophil perventage [syN%] and radiological data (radiographs, CT and MRI if available) were collected. Septic arthritis was defined by detection of pathogens in joint aspirate via culture or PCR.</p><p><strong>Results: </strong>A pathogen was identified in 25% (20/80) of cases, with Kingella kingae (30%) being the most frequently detected organism, followed by Staphylococcus aureus (25%). Regression analysis revealed CRP (p < 0.01), syWBC (p = 0.04), but not syN% (p = 0.51) as predictors. ROC analysis yielded optimal cutoff values for CRP (69 mg/L; AUC = 0.82; 95% CI 0.71-0.93) and syWBC (65,000 cells/µL; AUC = 0.79; 95% CI 0.66-0.92). A diagnostic algorithm using CRP > 69 mg/L alone, or CRP < 69 mg/L combined with syWBC > 110,000 cells/µL, predicted septic arthritis with a sensitivity of 85% (95% CI 0.62-0.97; p < 0.01) and a specificity of 90% (95% CI 0.79-0.96; p < 0.01).</p><p><strong>Conclusion: </strong>CRP was slightly more accurate than syWBC in predicting septic arthritis. When combined in an recursive partitioning model, these parameters demonstrated strong diagnostic performance. In cases where CRP measurements may be unreliable, an elevated syWBC count represents a CRP-independent alternative, although with reduced specificity.</p><p><strong>Level of evidence: </strong>Level III: a retrospective case-control study.</p>","PeriodicalId":9189,"journal":{"name":"BMC Musculoskeletal Disorders","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2026-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145916868","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}
Background: Low back pain (LBP) is a leading cause of disability worldwide. Impaired lumbopelvic control contributes to chronic and recurrent LBP, often presenting as aberrant movement patterns. This study aimed to investigate whether inertial measurement units (IMUs) can classify individuals with no LBP (NoLBP), chronic LBP (CLBP), and a history of LBP (HxLBP) based on lumbopelvic kinematics.
Methods: A total of 141 participants (47 per group) performed ten standardized lumbopelvic movement control tests while wearing IMU sensors. Kinematic parameters, including mean velocity (MV), peak-to-peak amplitude (P2P), and area under the curve (AUC) of acceleration, were extracted. One-way ANOVA was used to compare kinematic differences across groups, and binary logistic regression models were developed to identify predictors for classification. Robustness analyses using 10-fold cross-validation with the least absolute shrinkage and selection operator (LASSO) were also performed.
Results: Significant group differences were found in MV, P2P, and AUC across multiple movement tests (P < 0.05). The most pronounced differences were observed between NoLBP and CLBP: individuals with CLBP were characterized by slower trunk flexion (odds ratio [OR] = 0.94, 95% CI: 0.90-0.98), greater AUC during prone hip rotation (OR = 2.78, 95% CI: 1.45-5.34), and greater P2P during trunk rotation (OR = 1.32, 95% CI: 1.12-1.55). Robustness analyses confirmed the robustness and stability of the classification models.
Conclusion: IMU-derived kinematic parameters provide objective measures of impaired movement control and may support clinical identification of individuals at risk for chronic or recurrent LBP.
{"title":"A predictive model for classifying low back pain status based on lumbopelvic kinematics measured using inertial measurement units: a cross-sectional study.","authors":"Sasithorn Kongoun, Katayan Klahan, Natchaya Rujirek, Roongtiwa Vachalathiti, Jim Richards, Peemongkon Wattananon","doi":"10.1186/s12891-026-09488-4","DOIUrl":"https://doi.org/10.1186/s12891-026-09488-4","url":null,"abstract":"<p><strong>Background: </strong>Low back pain (LBP) is a leading cause of disability worldwide. Impaired lumbopelvic control contributes to chronic and recurrent LBP, often presenting as aberrant movement patterns. This study aimed to investigate whether inertial measurement units (IMUs) can classify individuals with no LBP (NoLBP), chronic LBP (CLBP), and a history of LBP (HxLBP) based on lumbopelvic kinematics.</p><p><strong>Methods: </strong>A total of 141 participants (47 per group) performed ten standardized lumbopelvic movement control tests while wearing IMU sensors. Kinematic parameters, including mean velocity (MV), peak-to-peak amplitude (P2P), and area under the curve (AUC) of acceleration, were extracted. One-way ANOVA was used to compare kinematic differences across groups, and binary logistic regression models were developed to identify predictors for classification. Robustness analyses using 10-fold cross-validation with the least absolute shrinkage and selection operator (LASSO) were also performed.</p><p><strong>Results: </strong>Significant group differences were found in MV, P2P, and AUC across multiple movement tests (P < 0.05). The most pronounced differences were observed between NoLBP and CLBP: individuals with CLBP were characterized by slower trunk flexion (odds ratio [OR] = 0.94, 95% CI: 0.90-0.98), greater AUC during prone hip rotation (OR = 2.78, 95% CI: 1.45-5.34), and greater P2P during trunk rotation (OR = 1.32, 95% CI: 1.12-1.55). Robustness analyses confirmed the robustness and stability of the classification models.</p><p><strong>Conclusion: </strong>IMU-derived kinematic parameters provide objective measures of impaired movement control and may support clinical identification of individuals at risk for chronic or recurrent LBP.</p>","PeriodicalId":9189,"journal":{"name":"BMC Musculoskeletal Disorders","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2026-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145916822","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}