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Exploring the experience and needs of telerehabilitation in patients with spinal cord injury: a systematic review and thematic synthesis of qualitative research 探讨脊髓损伤患者远程康复的经验和需求:定性研究的系统回顾和专题综合。
IF 2.2 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2026-01-14 DOI: 10.1038/s41393-025-01161-2
Nan Lu, Mengjie Li, Xiaoyu Gou, Teng Yang, Wen Li, Luyao Yan, Lijuan Yang, Yuanyuan Li, Yan Li
A systematic review and thematic synthesis of qualitative studies. To systematically explore and synthesize the telerehabilitation experiences and needs of patients with spinal cord injury (SCI). Six databases were searched. Findings were reported in accordance with the Enhancing Transparency in Reporting the Synthesis of Qualitative Research (ENTREQ) guidelines and the Joanna Briggs Institute (JBI) Reviewer’s Manual standards. Two reviewers independently screened studies, extracted data, and assessed quality using the JBI Critical Appraisal Tool for Qualitative Research. Data were synthesized using thematic synthesis, a core analytical approach for integrating findings from qualitative research to identify cross-study patterns. The search identified 15 eligible studies, including 12 qualitative studies and 3 mixed-methods studies (only qualitative data were extracted). A total of 286 participants were included comprising SCI patients, medical staff, and nursing staff. The synthesis yielded four core themes: participants’ attitudes toward telerehabilitation, perceived benefits, perceived barriers, and needs and expectations. For spinal cord injury patients with SCI, telerehabilitation offer multiple benefits alongside distinct challenges and unmet needs. Telerehabilitation provides a promising option and novel experience for home-based rehabilitation in SCI patients. Professionals should take full account of patients’ perspectives, offer diverse and effective support, address individual needs, enhance the practicality, technical performance, and accessibility of telerehabilitation, and continuously work to improve patient outcomes.
研究设计:对定性研究进行系统回顾和专题综合。目的:系统地探讨和综合脊髓损伤(SCI)患者远程康复的经验和需求。方法:检索6个数据库。研究结果按照《提高定性研究综合报告透明度》(ENTREQ)指南和乔安娜布里格斯研究所(JBI)审稿人手册标准进行报告。两位审稿人独立筛选研究,提取数据,并使用JBI定性研究关键评估工具评估质量。数据采用主题综合方法进行综合,这是一种整合定性研究结果以确定交叉研究模式的核心分析方法。结果:检索到15项符合条件的研究,包括12项定性研究和3项混合方法研究(仅提取定性数据)。共纳入286名参与者,包括脊髓损伤患者、医护人员和护理人员。综合得出四个核心主题:参与者对远程康复的态度、感知到的好处、感知到的障碍、需求和期望。对于脊髓损伤患者,远程康复提供了多种好处,同时也面临着不同的挑战和未满足的需求。结论:远程康复为脊髓损伤患者的家庭康复提供了一种有前景的选择和新的体验。专业人员应充分考虑患者的观点,提供多样化和有效的支持,满足个体需求,提高远程康复的实用性、技术性能和可及性,并不断努力改善患者的预后。
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引用次数: 0
Effect of methylprednisolone in cervical spinal cord injury stratified by injury severity: analysis in 908 patients 甲基强的松龙治疗按损伤严重程度分层的颈脊髓损伤908例分析。
IF 2.2 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2026-01-08 DOI: 10.1038/s41393-025-01163-0
Tetsuhiko Mimura, Ali Moghaddamjou, Jetan H. Badhiwala, Alexander R. Vaccaro, Christopher I. Shaffrey, James S. Harrop, James D. Guest, Bizhan Aarabi, Michael G. Fehlings
Cohort study. Although the effectiveness of methylprednisolone sodium succinate (MPSS) in spinal cord injury (SCI) is controversial, it is hypothesized that the effectiveness and safety profile of MPSS may vary in select cervical SCI sub-populations. The objective of this study is to clarify the effect of MPSS and its impact on adverse events in patients with cervical SCI, stratified by baseline neurological status. Three large prospective, multicenter data sets of patients with acute SCI. Patients with acute cervical SCI were enrolled. The primary outcomes were upper extremity motor scores (UEMS) and lower extremity motor scores (LEMS) at 1 year. Patients were grouped by baseline American Spinal Injury Association Impairment Scale (AIS) grade. 908 patients meeting inclusion criteria were analyzed. In AIS grade A patients, the use of MPSS resulted in significantly improved LEMS (mean difference [MD], 3.0; 95% CI, 0.3–5.6; p = 0.02), but not UEMS (MD, 0.5; 95% CI, −2.5–3.5; p = 0.74), at 1 year. In contrast, no significant benefit was observed in patients with AIS grades B, C, or D. In AIS grade A patients, the MPSS group had a lower incidence of cardiopulmonary adverse events (42.5 vs. 62.8%; p < 0.001) and gastrointestinal/genitourinary adverse events (13.7 vs. 22.4%; p = 0.04). MPSS was associated with improved lower extremity motor recovery in AIS grade A cervical SCI patients. No significant effect was seen in patients with incomplete injuries. MPSS was not associated with an overall increase in adverse events, suggesting it may be selectively beneficial in severe cervical SCI.
研究设计:队列研究。目的:虽然甲基强的松龙琥珀酸钠(MPSS)在脊髓损伤(SCI)中的有效性存在争议,但假设MPSS的有效性和安全性可能在特定的脊髓损伤亚群中有所不同。本研究的目的是阐明MPSS的作用及其对脊髓损伤患者不良事件的影响,并按基线神经状态分层。背景:三个大型前瞻性、多中心的急性脊髓损伤患者数据集。方法:纳入急性颈椎脊髓损伤患者。主要结果为1年上肢运动评分(UEMS)和下肢运动评分(LEMS)。患者按基线美国脊髓损伤协会损伤量表(AIS)分级进行分组。结果:908例患者符合纳入标准。在AIS A级患者中,使用MPSS可显著改善1年的LEMS(平均差值[MD], 3.0; 95% CI, 0.3-5.6; p = 0.02),但UEMS没有改善(MD, 0.5; 95% CI, -2.5-3.5; p = 0.74)。相比之下,在AIS分级为B级、C级或d级的患者中没有观察到明显的获益。在AIS分级为A级的患者中,MPSS组心肺不良事件发生率较低(42.5% vs. 62.8%)。不完全性损伤患者未见明显效果。MPSS与不良事件的总体增加无关,这表明它可能对严重颈椎脊髓损伤有选择性的有益。
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引用次数: 0
Early versus late surgical decompression in acute traumatic spinal cord injury: does it impact the quality of life? 急性外伤性脊髓损伤的早期和晚期手术减压:是否影响生活质量?
IF 2.2 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-12-27 DOI: 10.1038/s41393-025-01165-y
Patrick Romijn, Paul G. P. Kussige, Miranda L. van Hooff, Nathan Evaniew, Henk van de Meent, Joost J. van Middendorp, Martin H. Pouw, Allard J. F. Hosman
Pre-specified secondary endpoint analysis from a prospective cohort study. Evaluate whether early surgical decompression (≤12 h) improves quality of life (QOL) compared to late surgical decompression (>12 h and <14 days) in patients with acute traumatic spinal cord injury (tSCI). European multicentre study. Data were drawn from the Prospective, Observational European Multicentre study on the efficacy of acute surgical decompression after tSCI (SCI-POEM). Patients were grouped by decompression timing. Neurological status was assessed using the International Standards for Neurological Classification of Spinal Cord Injury (ISNCSCI). QOL was assessed at 6 and 12 months post-injury using the World Health Organization Quality of Life-BREF questionnaire (WHOQOL-BREF). The early group (n = 126) had greater baseline neurological impairment than the late group (n = 100). Despite these imbalances, unadjusted analysis showed no significant differences between groups in WHOQOL-BREF domains at one year post-injury (physical: 65.2 vs. 65.6, p = 0.868; psychological: 68.0 vs. 68.6, p = 0.806; social: 69.8 vs. 67.4, p = 0.397; environmental: 75.2 vs. 71.4, p = 0.083). A multivariate mixed model revealed no significant differences in WHOQOL-BREF domains between early and late groups one year post-injury (physical: 65.7 vs. 63.8, p = 1.000; psychological: 68.5 vs. 66.9, p = 1.000; social: 72.8 vs. 68.0, p = 1.000; environmental: 80.1 vs. 74.7, p = 0.209). No significant differences in WHOQOL-BREF domain scores were observed between early and late surgical decompression following acute tSCI in both unadjusted and adjusted analyses. QOL outcomes provide improved understanding of therapeutic interventions’ impact on patients’ lives and should be incorporated into evaluations of early decompression efficacy. NCT01674764.
研究设计:前瞻性队列研究中预先指定的次要终点分析。目的:评估早期手术减压(≤12小时)与晚期手术减压(≤12小时)相比是否能改善生活质量(QOL)。方法:数据来自欧洲前瞻性、观察性多中心研究tSCI后急性手术减压疗效(SCI-POEM)。患者按减压时间分组。使用国际脊髓损伤神经学分类标准(ISNCSCI)评估神经系统状态。使用世界卫生组织生活质量问卷(WHOQOL-BREF)评估损伤后6个月和12个月的生活质量。结果:早期组(n = 126)的基线神经功能损害高于晚期组(n = 100)。尽管存在这些不平衡,未经调整的分析显示,受伤一年后各组间WHOQOL-BREF结构域无显著差异(生理:65.2对65.6,p = 0.868;心理:68.0对68.6,p = 0.806;社会:69.8对67.4,p = 0.397;环境:75.2对71.4,p = 0.083)。多变量混合模型显示,伤后1年早期组和晚期组的WHOQOL-BREF域无显著差异(生理组:65.7比63.8,p = 1.000;心理组:68.5比66.9,p = 1.000;社会组:72.8比68.0,p = 1.000;环境组:80.1比74.7,p = 0.209)。结论:在未调整和调整分析中,急性tSCI术后早期和晚期手术减压的WHOQOL-BREF域评分均无显著差异。生活质量结果可以更好地了解治疗干预措施对患者生活的影响,并应纳入早期减压疗效的评估。临床试验:政府标识符:NCT01674764。
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引用次数: 0
Spinal cord independence measure evidence-based recommendation: a systematic review of measurement properties 脊髓独立性测量的循证推荐:测量特性的系统回顾。
IF 2.2 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-12-24 DOI: 10.1038/s41393-025-01159-w
Clarissa Volpato Sombrio Foschi, Aline de Lima, Stella Maris Michaelsen, Jocemar Ilha
Systematic Review (PROSPERO CRD42022297211). To evaluate the measurement properties of Spinal Cord Independence Measure (SCIM) versions and to derive recommendations. We followed the COSMIN methodology for systematic reviews of Patient-Reported Outcome Measures (PROM) and adapted criteria for non-PROM to conduct the review and derive SCIM evidence-based recommendations. PubMed, CINAHL, EMBASE, Scopus and Lilacs databases were searched (November 2025). Studies reporting the development or evaluation of any SCIM measurement properties were included. We used the COSMIN Risk of Bias tool and the Criteria for Good Measurement Properties to critically appraise the studies and to summarise and rate the measurement properties. Evidence levels were established using a modified GRADE system. The review included 50 articles, reporting five SCIM versions and 127 individual measurement property studies. The SCIM SR presented low-level evidence for sufficient content validity. The SCIM II, III, SR and IV presented high-level evidence for sufficient criterion validity and indeterminate structural validity. The SCIM III, SR and IV presented high-level evidence for sufficient internal consistency. The SCIM SR also presented high-level evidence for sufficient reliability. Moderate-level evidence for sufficient reliability was presented by SCIM II, III and IV, and for measurement error by SCIM III and SR. None of the SCIM versions fully fit all the COSMIN criteria for recommendation. The SCIM III, SR, and IV present the highest evidence levels for most measurement properties. Additionally, the SCIM SR meets the criteria for potential recommendation for having at least low-level evidence for sufficient content validity. UDESC.
研究设计:系统评价(PROSPERO CRD42022297211)。目的:评价脊髓独立性测量(SCIM)版本的测量特性并提出建议。方法:我们采用COSMIN方法对患者报告的结局测量(PROM)进行系统评价,并对非PROM的标准进行调整,以进行评价并得出基于证据的SCIM建议。检索PubMed、CINAHL、EMBASE、Scopus和Lilacs数据库(2025年11月)。报告任何SCIM测量特性的发展或评估的研究被包括在内。我们使用COSMIN偏倚风险工具和良好测量特性标准对研究进行批判性评估,并对测量特性进行总结和评级。使用改进的GRADE系统确定证据水平。结果:本综述包括50篇文章,报告了5个SCIM版本和127个个体测量特性研究。SCIM SR提供了足够内容效度的低水平证据。SCIM II、III、SR和IV具有足够的标准效度和不确定的结构效度。SCIM III, SR和IV提供了足够的内部一致性的高水平证据。SCIM SR也提供了足够可靠的高水平证据。SCIM II、III和IV提供了足够信度的中等水平证据,SCIM III和sr提供了测量误差的中等水平证据。结论:没有一个SCIM版本完全符合COSMIN推荐的所有标准。SCIM III, SR和IV对大多数测量特性提供了最高的证据水平。此外,SCIM SR符合潜在推荐的标准,即至少要有足够内容效度的低水平证据。赞助:UDESC。
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引用次数: 0
Prevalence, characteristics, and associated factors of abnormal sensory nerve conduction study of sural nerve in patients with traumatic spinal cord injury: a cross-sectional study 外伤性脊髓损伤患者腓肠神经感觉神经传导异常的患病率、特点及相关因素研究:横断面研究。
IF 2.2 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-12-23 DOI: 10.1038/s41393-025-01164-z
Nutchaya Kantasena, Siam Tongprasert, Sintip Pattanakuhar
a cross-sectional study. To determine the prevalence and associated factors of abnormal sensory nerve conduction study of sural nerve and to describe the characteristics of sural sensory neuropathy in patients with spinal cord injury (SCI). Electrodiagnostic unit, Department of Rehabilitation Medicine, Faculty of Medicine, Chiang Mai University. Patients with any level of SCI who had no evidence of lower motor neuron lesion at the sacral level who visited the outpatient department, inpatient department, and urodynamic clinic at Maharaj Nakorn Chiang Mai Hospital between October 2023 and November 2024 were recruited. Nerve conduction studies (NCS) were performed following the American Association of Neuromuscular & Electrodiagnostic Medicine (AANEM) Guideline. The primary assessment was sural sensory NCS then the prevalence of sural neuropathy was calculated. Demographic and medical parameters were collected and analyzed to demonstrate the associations with sural neuropathy. Among 95 participants, 23 were diagnosed with sural neuropathy, indicating a prevalence of 0.24 (95%CI: 0.16–0.34). Sural neuropathies observed in all participants were categorized into a type without evidence of compressive neuropathy. The independent associated factors of sural neuropathy were female, time since SCI longer than 10 years, cervical SCI, and history of pressure injury at the ischium. In people with SCI, the prevalence of sural neuropathy is 24%. Due to limitations in the study design and data collection for detecting neuropathy and risk factors, further longitudinal studies are needed to understand the neurophysiological deterioration following SCI and to confirm these findings.
研究设计:横断面研究。目的:了解腓肠神经感觉神经传导异常的患病率及相关因素,探讨脊髓损伤患者腓肠感觉神经病变的特点。单位:清迈大学医学院康复医学系电诊断室。方法:招募2023年10月至2024年11月在Maharaj Nakorn清迈医院门诊部、住院部和尿动力学诊所就诊的任何程度的脊髓损伤患者,这些患者在骶骨水平没有下运动神经元损伤的证据。神经传导研究(NCS)按照美国神经肌肉与电诊断医学协会(AANEM)指南进行。首先评估腓肠感觉神经病变,然后计算腓肠神经病变的发生率。收集和分析人口统计学和医学参数,以证明与腓肠神经病变的关系。结果:在95名参与者中,23名被诊断为腓肠神经病变,患病率为0.24 (95%CI: 0.16-0.34)。在所有参与者中观察到的腓肠神经病变被归类为无压迫性神经病变证据的类型。腓肠神经病变的独立相关因素为女性、脊髓损伤时间超过10年、颈椎脊髓损伤、坐骨受压史。结论:在脊髓损伤患者中,腓肠神经病变的患病率为24%。由于研究设计和数据收集在检测神经病变和危险因素方面的局限性,需要进一步的纵向研究来了解脊髓损伤后的神经生理恶化并证实这些发现。
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引用次数: 0
Factors associated with long-term survival after traumatic and non-traumatic spinal cord injury: a 12-year population-based retrospective cohort study in Italy. 创伤性和非创伤性脊髓损伤后长期生存的相关因素:意大利一项基于人群的12年回顾性队列研究
IF 2.2 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-12-23 DOI: 10.1038/s41393-025-01162-1
Alberto Borraccino, Roberta Onorati, Alessio Conti, Andrea Ricotti, Carlo Mamo

Study design: retrospective, population-based cohort study.

Objectives: to evaluate long-term survival outcomes and factors affecting mortality in individuals with traumatic (TSCI) and non-traumatic spinal cord injury (NTSCI) in Italy.

Setting: Publicly funded rehabilitation units for SCI patients across Italy.

Methods: A total of 1070 individuals with confirmed TSCI (56.5%) or NTSCI, predominantly male (70.5%), residing in the Piedmont region, were identified through admission to specialized SCI rehabilitation units (2008-2020) using administrative data. Survival probabilities were estimated using Kaplan-Meier curves; Mortality risk was assessed using multivariate Cox regression models, and adjusted hazard ratios (HRs) were reported for sex, comorbidity burden (combined Charlson Comorbidity Index, CCI), and injury level (paraplegia/tetraplegia). Causes of death were retrieved from national mortality records.

Results: The overall case fatality rate was 25.1%, higher in NTSCI (32.9%) than in TSCI (19.2%). Mortality increased with age and comorbidity burden. Among individuals with TSCI and CCI ≥ 3, mortality risk was significantly higher (HR 1.81; 95% CI 1.29-2.53). Sex (HR 1.05) and injury level (HR 1.10) were not significant predictors. Leading causes of death were cancer in NTSCI and circulatory diseases in both groups.

Conclusions: Age, comorbidities and injury type are the primary determinants of survival in SCI. The higher case fatality rate observed in NTSCI compared with TSCI underscores the prognostic relevance of etiology alongside frailty and multimorbidity. Our findings support early frailty screening, personalized comorbidity management, and the need for developing a dedicated national registry to inform long-term care strategies and improve outcomes in aging SCI populations.

研究设计:回顾性、基于人群的队列研究。目的:评估意大利创伤性(TSCI)和非创伤性脊髓损伤(NTSCI)患者的长期生存结果和影响死亡率的因素。环境:意大利各地为脊髓损伤患者提供公共资助的康复单位。方法:2008年至2020年,通过使用行政数据,对居住在Piedmont地区的1070例确诊TSCI(56.5%)或NTSCI患者进行鉴定,其中以男性为主(70.5%)。使用Kaplan-Meier曲线估计生存概率;使用多变量Cox回归模型评估死亡风险,并报告性别、合并症负担(联合Charlson合并症指数,CCI)和损伤水平(截瘫/四肢瘫痪)的调整风险比(HRs)。死亡原因从国家死亡率记录中检索。结果:病死率为25.1%,NTSCI(32.9%)高于TSCI(19.2%)。死亡率随年龄和合并症负担的增加而增加。在TSCI和CCI≥3的个体中,死亡风险显著增加(HR 1.81; 95% CI 1.29-2.53)。性别(HR 1.05)和损伤程度(HR 1.10)不是显著的预测因子。两组患者的主要死亡原因均为NTSCI患者的癌症和循环系统疾病。结论:年龄、合并症和损伤类型是脊髓损伤患者存活的主要决定因素。与TSCI相比,NTSCI中观察到的更高病死率强调了病因学与虚弱和多病的预后相关性。我们的研究结果支持早期虚弱筛查,个性化的合并症管理,以及开发专门的国家登记处的需求,以告知长期护理策略并改善老龄SCI人群的预后。
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引用次数: 0
The Guttmann Lecture 2025: standardization of data collection in individuals with spinal cord injury 古特曼讲座2025:脊髓损伤个体数据收集的标准化。
IF 2.2 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-12-16 DOI: 10.1038/s41393-025-01158-x
Fin Biering-Sørensen
Review. To describe the development of standardized data related to individuals with spinal cord injury (SCI). These are needed to compare and share data across centres, countries, and studies, to improve prevention and treatment. International. The SCI community works to obtain consensus regarding the best available data and measures for use in clinical practice and research. Data elements are continuously developed and updated. Efforts are made to ensure that the variables and elements are as universal as possible, not least by involving individuals from diverse regions of the world in their development and review. Including people with lived experience helps ensure data are relevant and enhances quality of life. The first standardisation to gain international impact was the Frankel Classification, which was developed into the International Standards for Neurological Classification of SCI. Similarly, the Spinal Cord Independence Measure for Activities of Daily Living for individuals with SCI was developed. The International SCI Data Sets have been developed across many areas relevant for individuals with SCI including the SCI Core Data Set, 24 SCI Basic, and five SCI Extended Data Sets. These international data elements/measurements are included as part of SCI registries and electronic medical records worldwide. Big Data perspectives are needed, requiring multi-modal data and open science and data to be FAIR (Findable, Accessible, Interoperable and Reusable). Artificial intelligence requires data to be interoperable so data can be exchanged. This work will hopefully identify new associations and new possibilities for prevention and treatment.
研究设计:回顾。目的:描述与脊髓损伤(SCI)个体相关的标准化数据的发展。需要这些数据来比较和共享各中心、国家和研究的数据,以改进预防和治疗。背景:国际。方法:SCI社区致力于就临床实践和研究中使用的最佳可用数据和措施达成共识。数据元素不断开发和更新。正在作出努力,确保各种变数和因素尽可能具有普遍性,尤其是让来自世界不同区域的个人参与其发展和审查。包括有生活经验的人有助于确保数据的相关性并提高生活质量。结果:第一个具有国际影响的标准是Frankel分类,并发展为SCI神经学分类国际标准。同样,脊髓损伤患者日常生活活动的脊髓独立性测量也被开发出来。国际SCI数据集涵盖了许多与SCI患者相关的领域,包括SCI核心数据集、24个SCI基本数据集和5个SCI扩展数据集。这些国际数据元素/测量作为SCI登记和全球电子医疗记录的一部分。需要大数据视角,要求多模式数据和开放科学和数据公平(可查找、可访问、可互操作和可重用)。人工智能要求数据是可互操作的,这样数据就可以交换。结论:这项工作有望发现新的关联和新的预防和治疗的可能性。
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引用次数: 0
Trends in the supply of spinal cord injury medicine physicians in the united states: an evolving human resource shortfall 美国脊髓损伤医学医师供应趋势:不断演变的人力资源短缺。
IF 2.2 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-12-14 DOI: 10.1038/s41393-025-01160-3
Jason Silvestre, Michael G. Fehlings, Charles A. Reitman, James P. Lawrence, Robert A. Ravinsky
Cross-sectional study. Given recent epidemiological data which indicate a rising incidence of traumatic and non-traumatic spinal cord injury, we sought to analyze changes in the annual number of training positions, applicants, and unfilled training positions in United States spinal cord injury medicine (SCIM) training. Fellowship programs participating in the SCIM Match. Data were obtained from the National Resident Matching Program from 2016 to 2024. Annual trends were analyzed with linear regression. The annual number of SCIM training programs (19–22, 15.8% increase, P < 0.001) and training positions (28–32, 14.3% increase, P < 0.001) increased over the study period. There was no significant change in the annual number of applicants (16–19, 18.8% increase, P = 0.878). The annual training position-to-applicant ratio ranged from 1.2–1.8 with no significant change over the study period (P = 0.555). The rate of unfilled training positions did not change over the study period (50.0–43.8%, P = 0.523). The annual match rate ranged between 87.0–100% with no clear trend over the study period (P = 0.423). There were no differences in the percentage of applicants matching at their first-choice (62.5–73.7%, P = 0.780) second-choice (12.5–10.5%, P = 0.333), and third-choice (12.5–0%, P = 0.966) fellowships over the study period. There has been an increase in the number of SCIM training programs and positions, but this has not been matched by an increased number of interested applicants. Policy efforts are needed to increase interest in SCIM and meet anticipated growth in clinical needs.
研究设计:横断面研究。目的:鉴于最近的流行病学数据表明创伤性和非创伤性脊髓损伤的发生率不断上升,我们试图分析美国脊髓损伤医学(SCIM)培训中每年培训职位、申请人数和空缺培训职位的变化。设置:参加SCIM比赛的奖学金项目。方法:数据来源于2016 - 2024年全国居民匹配计划。用线性回归分析年趋势。结果:年度SCIM培训项目数量(19-22)增长15.8%,P结论:SCIM培训项目和职位数量有所增加,但感兴趣的申请人数量并未相应增加。需要政策努力来提高对SCIM的兴趣,满足临床需求的预期增长。
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引用次数: 0
Web-based machine learning application for ambulation prognosis in the rehabilitation phase of spinal cord injury: a retrospective multicenter cohort study 基于网络的机器学习应用于脊髓损伤康复阶段的行走预后:一项回顾性多中心队列研究。
IF 2.2 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-12-13 DOI: 10.1038/s41393-025-01157-y
Kyohei Matsuda, Junji Nakano, Osamu Uemura
A retrospective cohort study. To develop a machine learning (ML) model to predict ambulation prognosis one year post-injury in rehabilitation-phase spinal cord injury (SCI) individuals classified as American Spinal Injury Association Impairment Scale (AIS) grades B and C, and to implement it as a web application. A multicenter database in the United States. Data were collected from the National Spinal Cord Injury Database (NSCID) for the years 2011 to 2021. Traumatic SCI cases with complete neurological data at rehabilitation admission were included, based on the International Standards for Neurological Classification of Spinal Cord Injury (ISNCSCI). Model predictors included age at injury, acute length of stay, neurological level of injury, motor scores, and sensory scores. ML models were developed using nested 5-fold cross-validation and four algorithms: logistic regression, random forest, support vector machine, and extreme gradient boosting (XGB). Performance was assessed and compared using area under the curve (AUC), Brier score, and calibration slope, with a focus on AIS grades B and C. A web application was developed using the R package shiny and deployed via shinyapps.io. 2034 cases were included in the analysis. XGB demonstrated the best performance in terms of AUC (0.855), Brier score (0.153), and calibration slope (0.900) and was selected as the final model. This model was implemented as a web application. The developed model showed good performance for AIS grades B and C and was made practical via web application implementation.
研究设计:回顾性队列研究。目的:建立一种机器学习(ML)模型,用于预测美国脊髓损伤协会损伤量表(AIS)分级为B级和C级的康复期脊髓损伤(SCI)患者损伤后一年的活动预后,并将其作为web应用程序实现。设置:美国的一个多中心数据库。方法:收集2011年至2021年国家脊髓损伤数据库(NSCID)的数据。根据国际脊髓损伤神经学分类标准(ISNCSCI),纳入康复入院时具有完整神经学数据的创伤性脊髓损伤病例。模型预测因子包括损伤年龄、急性住院时间、神经损伤程度、运动评分和感觉评分。ML模型采用嵌套5重交叉验证和四种算法:逻辑回归、随机森林、支持向量机和极端梯度增强(XGB)。使用曲线下面积(AUC)、Brier评分和校准斜率对性能进行评估和比较,重点是AIS等级B和c。使用R软件包shiny开发了一个web应用程序,并通过shinyapps.io部署。结果:2034例病例纳入分析。在AUC(0.855)、Brier评分(0.153)和校准斜率(0.900)方面,XGB表现最佳,被选为最终模型。这个模型被实现为一个web应用程序。结论:所建立的模型对AIS B级和C级具有较好的效果,并通过web应用程序实现。
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引用次数: 0
Effects of crank length on the cardiovascular response in a rat model of motorized cycling 曲柄长度对摩托车大鼠模型心血管反应的影响。
IF 2.2 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-12-12 DOI: 10.1038/s41393-025-01152-3
Gregory J. R. States, Alice Shum-Siu, Darlene A. Burke, David S. K. Magnuson
Longitudinal pre-clinical study. To determine the impact of crank length and cadence on pedal reaction forces and cardiovascular responses in a preclinical model of high thoracic severe spinal cord injury. The Kentucky Spinal Cord Injury Research Center at the University of Louisville, Louisville, KY USA. Five female Sprague-Dawley rats received T2 severe contusion SCIs and served as their own controls. To better understand the biomechanical and cardiovascular responses to cycling, we utilized a commercially available motorized rat cycle with custom cranks and pedals to collect pedal reaction forces using two different crank lengths and at a range of cycling cadences. Simultaneously, heart rate (HR) and blood pressure (BP) were collected via an indwelling telemeter. Collected data were analyzed pre-, during, and post-cycling, weekly up to six weeks post-injury. The longer crank length increased forces and spasticity, although differences were more pronounced during extension that involved lengthening of the flexor muscles. HR and systolic/diastolic pressures were elevated during cycling and changed in parallel with force events, although few differences were observed between standard and short crank length cycling. These results suggest that MC may constitute a mild exercise strategy post-SCI; clinical translation may be dependent on the ability of the subject-specific cycling parameters to generate reflex-induced eccentric muscle contractions during cycling, emphasizing the importance of crank length (leg range-of-motion) and cycling cadence on the value of motorized cycling after severe SCI.
研究设计:纵向临床前研究。目的:确定曲柄长度和节奏对高胸重型脊髓损伤临床前模型中踏板反作用力和心血管反应的影响。地点:美国肯塔基州路易斯维尔市路易斯维尔大学肯塔基脊髓损伤研究中心。方法:5只雌性Sprague-Dawley大鼠接受T2重型挫伤SCIs治疗,作为自身对照。为了更好地了解骑车时的生物力学和心血管反应,我们利用市售的带有定制曲柄和踏板的机动大鼠自行车,在不同的曲柄长度和骑行节奏下收集踏板反作用力。同时,通过留置遥测仪采集心率(HR)和血压(BP)。收集到的数据在受伤后的6周内,在骑行前、骑行中和骑行后进行分析。结果:较长的曲柄长度增加的力量和痉挛,虽然差异更明显的延伸,涉及延长屈肌。心率和收缩压/舒张压在循环过程中升高,并与力事件平行变化,尽管标准和短曲柄长度循环之间观察到很少差异。结论:这些结果表明,MC可能是脊髓损伤后的一种轻度运动策略;临床翻译可能取决于受试者特定的骑行参数在骑行过程中产生反射诱导的偏心肌肉收缩的能力,强调曲柄长度(腿部活动范围)和骑行节奏对严重脊髓损伤后电动骑行价值的重要性。
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引用次数: 0
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Spinal cord
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