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Postoperative NSAID Prophylaxis is Associated with Decreased Rates of Heterotopic Ossification following Cervical Disc Arthroplasty. 术后非甾体抗炎药预防与颈椎间盘置换术后异位骨化率降低相关。
IF 3.5 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-16 DOI: 10.1097/BRS.0000000000005627
Adin M Ehrlich, Stephane Owusu-Sarpong, Tomoyuki Asada, Tejas Subramanian, Andrea Pezzi, Sereen Halayqeh, Adrian T H Lui, Atahan Durbas, Eric R Zhao, Olivia C Tuma, Kasra Araghi, Tarek Harhash, Greg S Kazarian, Austin C Kaidi, James E Dowdell, Kyle W Morse, James Farmer, Russel C Huang, Todd J Albert, Han Jo Kim, Sheeraz A Qureshi, Sravisht Iyer

Study design: Retrospective cohort study.

Objective: To identify factors associated with heterotopic ossification (HO) formation following cervical disc arthroplasty (CDA), including postoperative non-steroidal anti-inflammatory drug (NSAID) use.

Summary of background data: CDA preserves segmental motion in treating cervical degenerative disc disease but is susceptible to HO formation, which may compromise surgical outcomes. While NSAID prophylaxis is well-established in total hip arthroplasty to reduce HO risk, its role in CDA remains underexplored.

Methods: A retrospective review was conducted at a single academic center using a maintained surgical registry. Patients undergoing CDA with at least 1-2 years of radiographic follow-up were included. Demographic variables, BMI, implant type, operative levels, and NSAID use (any reason vs. specifically for HO prophylaxis) within 48 hours postoperatively were collected. Radiographs were graded for HO severity using the McAfee classification. Two logistic regression analyses assessed associations between variables and HO formation. Patient-reported outcome measures (PROMs) and rates of complications and reoperations were compared between HO-positive and HO-negative groups.

Results: Among 140 patients, 43.6% developed HO. HO presence was associated with higher age (P=0.025), higher BMI (P=0.002), and lower NSAID use both overall (P=0.018) and specifically for HO prophylaxis (P=0.005). Logistic regression confirmed that higher BMI was associated with increased HO risk, while postoperative NSAID use was associated with reduced risk. Clinical outcomes and PROMs improved significantly over time in both HO+ and HO- groups, with no significant differences in outcomes, complications, or reoperations.

Conclusion: Following multivariate analysis, higher BMI is associated with increased risk of HO following CDA, while early postoperative NSAID use is associated with a lower incidence. Clinical outcomes were similar between HO presence and absence groups. These findings support the potential role of NSAID prophylaxis in reducing HO development and guiding postoperative management following CDA.

Level of evidence: 3.

研究设计:回顾性队列研究。目的:探讨颈椎间盘置换术(CDA)后异位骨化(HO)形成的相关因素,包括术后非甾体抗炎药(NSAID)的使用。背景资料总结:CDA在治疗颈椎退变性椎间盘疾病时保留节段性运动,但容易形成HO,这可能影响手术效果。虽然非甾体抗炎药预防在全髋关节置换术中已被证实可降低HO风险,但其在CDA中的作用仍未得到充分探讨。方法:在单一学术中心进行回顾性研究,使用维持的外科登记。接受CDA的患者至少有1-2年的影像学随访。收集术后48小时内的人口统计学变量、BMI、植入物类型、手术水平和非甾体抗炎药的使用(任何原因vs.专门用于HO预防)。使用McAfee分级对x线片进行HO严重程度分级。两个逻辑回归分析评估了变量与HO形成之间的关系。比较ho阳性组和ho阴性组患者报告的预后指标(PROMs)、并发症和再手术率。结果:140例患者中,发生HO的占43.6%。HO的存在与较高的年龄(P=0.025)、较高的BMI (P=0.002)以及总体(P=0.018)和专门用于HO预防(P=0.005)的较低的非甾体抗炎药使用相关。Logistic回归证实高BMI与HO风险增加相关,而术后使用非甾体抗炎药与风险降低相关。随着时间的推移,HO+组和HO-组的临床结果和PROMs均有显著改善,在结果、并发症或再手术方面无显著差异。结论:通过多因素分析,高BMI与CDA后HO风险增加相关,而术后早期使用非甾体抗炎药发生率较低相关。存在组和未存在组的临床结果相似。这些发现支持非甾体抗炎药预防在减少HO发生和指导CDA术后管理方面的潜在作用。证据等级:3。
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引用次数: 0
The Cervical Ligamentum Flavum and Cervicodural Ligaments: Anatomical Insights with Potential Relevance to Cervicogenic Headache. 颈黄韧带和颈硬韧带:与颈源性头痛潜在相关的解剖学见解。
IF 3.5 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-15 DOI: 10.1097/BRS.0000000000005629
Joe Iwanaga, Miguel Angel Reina, Shion Hama, Keishiro Kikuchi, Hisaaki Uchikado, Nicolás E Ottone, Christopher M Maulucci, Sassan Keshavarzi, Noritaka Komune, Aaron S Dumont, R Shane Tubbs

Study design: Anatomical and histological study of human cadaveric specimens.

Objective: To clarify the detailed anatomy of the cervical ligamentum flavum (LF), evaluate its presence at the craniocervical junction, and describe novel cervicodural ligaments with potential clinical implications.

Summary of background data: The cervical ligamentum flavum is clinically important yet remains anatomically controversial, particularly regarding its presence and morphology at C1.

Methods: Twelve adult cadaveric necks were examined (six gross dissections, six histological analyses). Specimens were sectioned coronally, sagittally, and axially. Masson's trichrome staining was used to identify ligamentous structures and their relationships with adjacent tissues.

Results: A distinct LF was consistently present between C2 and C7 vertebrae, attaching to adjacent laminae, blending laterally with the capsular ligament, and posteriorly with the interspinous ligament. No LF was identified at C0-C1. Instead, fibrous connections extended from the posterior arch of C1 and the lamina of C2 to the dura, forming previously undescribed atlantodural and axiodural ligaments. These cervicodural ligaments created a thickened dural region at C1-C2 and contained muscle fibers corresponding to the myodural bridge. A midline gap was observed between the right and left LF, traversed by vascular structures supplying the posterior cervical elements.

Conclusions: The cervical LF is absent at C0-C1 (i.e. posterior atlanto-occipital membrane), where novel cervicodural ligaments connect C1-C2 to the dura. These findings refine the surgical anatomy of the craniocervical junction and may provide an anatomical basis for cervicogenic headache.

研究设计:人体尸体标本的解剖和组织学研究。目的:阐明颈黄韧带(LF)的详细解剖结构,评估其在颅颈交界处的存在,并描述具有潜在临床意义的新型颈硬韧带。背景资料总结:颈椎黄韧带在临床上很重要,但在解剖学上仍有争议,特别是关于其在C1的存在和形态。方法:对12例成人尸体颈部进行检查(大体解剖6例,组织学分析6例)。标本冠状、矢状和轴向切片。马松三色染色用于识别韧带结构及其与邻近组织的关系。结果:明显的LF在C2和C7椎骨之间持续存在,与相邻的椎板相连,外侧与囊膜韧带混合,后方与棘间韧带混合。C0-C1未见LF。相反,纤维连接从C1后弓和C2椎板延伸至硬脑膜,形成先前描述的寰硬膜和轴硬膜韧带。这些颈硬膜韧带在C1-C2处形成增厚的硬膜区域,并包含与硬膜肌桥相对应的肌纤维。在左右LF之间观察到中线间隙,由供应颈后元素的血管结构穿过。结论:颈LF在C0-C1(即寰枕后膜)缺失,在这里新的颈硬膜韧带连接C1-C2和硬脑膜。这些发现完善了颅颈交界处的外科解剖,并可能为颈源性头痛提供解剖学基础。
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引用次数: 0
The Osteoporotic Vertebral Fracture Conservative Treatment Prognosis Score (OVF-CTPS): Development and Validation of a Prognostic Tool for Conservative Treatment of OVFs Based on a Prospective Cohort Study. 骨质疏松性椎体骨折保守治疗预后评分(OVF-CTPS):基于前瞻性队列研究的ovf保守治疗预后工具的开发和验证。
IF 3.5 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-15 DOI: 10.1097/BRS.0000000000005622
Jintao Ao, Ronghui Cai, Zhongning Xu, Qingyun Li, Shuquan Zhang, Zhizezhang Gao, Jingye Wu, Tenghui Ge, Yuqing Sun

Study design: A prospective cohort study (Level 3).

Objective: To develop and validate a clinical scoring system (Osteoporotic Vertebral Fracture Conservative Treatment Prognosis Score, OVF-CTPS) for predicting the prognosis of conservative treatment in patients with osteoporotic vertebral fractures (OVFs), addressing clinical uncertainty in treatment selection.

Summary of background data: OVFs face uncertainty in choosing conservative vs. surgical management. 10-40% of patients have conservative treatment failure (e.g., non-union, collapse). Existing classification systems lack prognostic value, highlighting the need for a practical predictive tool.

Methods: 201 patients with acute OVFs undergoing conservative treatment were prospectively followed for 6 months. Baseline assessments included demographics, pain, quality of life measures, and multimodal imaging (X-ray, CT, MRI). The primary outcome was conservative treatment failure. Independent predictors were identified using multivariate logistic regression and weighted to create the OVF-CTPS, which was validated using receiver operating characteristic (ROC) analysis.

Results: The conservative treatment failure rate was 29.9%. Six independent predictors were identified: Sugita "bow-shaped" or "concave" type, standing vertebral collapse degree <80%, middle column/posterior wall injury, T2WI "diffuse low" signal, STIR linear black signal, and basivertebral foramen involvement. The OVF-CTPS (range 0-13) demonstrated excellent predictive performance (AUC=0.918). At an optimal cutoff score of 6, the sensitivity was 91.3% and specificity was 84.0%. The low-risk group (score <6) had a 96.3% treatment success rate, while the high-risk group (score ≥6) had a success rate of 32.3.

Conclusion: The OVF-CTPS is a validated prognostic tool that integrates fracture morphology, injury severity, and MRI-based perfusion markers. It accurately stratifies patients based on their risk of conservative treatment failure, enabling clinicians to identify low-risk patients suitable for conservative care and high-risk patients who may benefit from early surgical evaluation.

研究设计:前瞻性队列研究(3级)。目的:建立并验证临床评分系统(骨质疏松性椎体骨折保守治疗预后评分,OVF-CTPS),用于预测骨质疏松性椎体骨折(ovf)患者保守治疗的预后,解决临床治疗选择的不确定性。背景资料总结:ovf在选择保守治疗还是手术治疗时面临不确定性。10-40%的患者保守治疗失败(如不愈合、塌陷)。现有的分类系统缺乏预测价值,强调需要一个实用的预测工具。方法:对201例经保守治疗的急性ovf患者进行为期6个月的前瞻性随访。基线评估包括人口统计学、疼痛、生活质量测量和多模态成像(x射线、CT、MRI)。主要结果为保守治疗失败。使用多变量logistic回归确定独立预测因子,并加权生成OVF-CTPS,并使用受试者工作特征(ROC)分析验证。结果:保守治疗失败率为29.9%。确定了六个独立的预测因素:Sugita“弓形”或“凹形”型,直立椎体塌陷程度结论:OVF-CTPS是一种有效的预后工具,整合了骨折形态,损伤严重程度和基于mri的灌注标志物。它根据患者保守治疗失败的风险准确地对患者进行分层,使临床医生能够识别适合保守治疗的低风险患者和可能受益于早期手术评估的高风险患者。
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引用次数: 0
Alignment Factors Associated with the Need for Revision Extension Surgery to the Sacrum After Previous Lumbar Spinal Fusion. 与既往腰椎融合术后骶骨翻修扩展手术需要相关的对准因素。
IF 3.5 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-15 DOI: 10.1097/BRS.0000000000005628
Catherine B Hurley, Manjot Singh, Nicolas Carayannopoulos, Jinseong Kim, Zvipo Chisango, Gabriel Gonzalez, Michael J Farias, John Czerwein, Bryce Basques, Eren O Kuris, Bassel G Diebo, Alan H Daniels

Study design: Retrospective cohort study from a single academic institution.

Objective: To identify clinical and radiographic predictors for sacral extension (SE) during revision lumbar fusion.

Background: Lumbar fusion is common, with revision rates up to 25.9% within two years. When planning a revision of lumbar fusion, surgeons may extend constructs from L5 to the sacrum to improve stability, decompression, or alignment, but sacral extension alters biomechanics and increases risks such as pseudoarthrosis, adjacent segment disease, and proximal junctional kyphosis. Predictors for sacral extension during revision remain poorly defined.

Methods: Adult patients undergoing anterior or transforaminal lumbar interbody fusion (ALIF or TLIF) between 2017-2022 at a single academic institution, and those referred for revision with sacral extension, were reviewed. Eligible patients had an index fusion spanning L1-L4 to L5 or above. Sacral extension was defined as instrumentation to S1 or the pelvis within two years. Demographics, frailty indices, radiographic parameters, and complications were collected. Operative notes were reviewed to identify indications. Analyses included t-tests, chi-square, and multivariable logistic regression.

Results: Of 181 patients, 50 (27.6%) underwent SE and 131 (72.4%) remained fused between L1-L5. SE patients had higher frailty scores (MFI-5, P=0.018) and lower L4-L5 lordosis (P=0.020). Independent predictors included increased frailty (OR 7.015, P=0.032), greater fusion length (OR 1.796, P=0.012), and reduced L4-S1 lordosis (OR 1.137, P=0.007). Closer alignment of L1PA to ideal was protective (OR 0.81 per degree, P=0.009). Common indications were distal junctional degeneration (58%), foraminal stenosis (40%), and pseudoarthrosis (38%).

Conclusion: Frailty, longer constructs, and inadequate caudal lordosis independently predicted sacral extension during revision, while optimal L1PA alignment was protective. The most common indications were distal junctional degeneration, pseudoarthrosis, foraminal stenosis, and spondylolisthesis. These findings may aid preoperative risk stratification and surgical planning.

研究设计:来自单一学术机构的回顾性队列研究。目的:探讨腰椎融合翻修术中骶骨伸展(SE)的临床和影像学预测因素。背景:腰椎融合很常见,两年内翻修率高达25.9%。当计划腰椎融合术翻修时,外科医生可以将假体从L5延伸到骶骨以改善稳定性、减压或对准,但骶骨延伸会改变生物力学并增加假关节、邻近节段疾病和近端关节后凸等风险。在翻修期间骶骨伸展的预测因素仍然不明确。方法:回顾2017-2022年间在单一学术机构接受前路或经椎间孔腰椎椎体间融合术(ALIF或TLIF)的成年患者,以及转介骶骨延伸翻修的患者。符合条件的患者的指数融合跨越L1-L4至L5或以上。骶骨伸展被定义为两年内向S1或骨盆内固定。收集患者的人口统计学、衰弱指数、影像学参数和并发症。审查手术记录以确定适应症。分析包括t检验、卡方检验和多变量逻辑回归。结果:181例患者中,50例(27.6%)行SE, 131例(72.4%)L1-L5融合。SE患者虚弱评分较高(MFI-5, P=0.018), L4-L5前凸较低(P=0.020)。独立预测因素包括脆性增加(OR 7.015, P=0.032),融合长度增加(OR 1.796, P=0.012), L4-S1前凸减少(OR 1.137, P=0.007)。L1PA更接近理想的对齐是保护性的(OR 0.81 /度,P=0.009)。常见的适应症是远端关节变性(58%),椎间孔狭窄(40%)和假关节(38%)。结论:虚弱、较长的结构和不充分的尾侧前凸独立预测了翻修期间的骶骨伸展,而最佳的L1PA对准具有保护作用。最常见的适应症是远端关节变性、假关节、椎间孔狭窄和脊柱滑脱。这些发现可能有助于术前风险分层和手术计划。
{"title":"Alignment Factors Associated with the Need for Revision Extension Surgery to the Sacrum After Previous Lumbar Spinal Fusion.","authors":"Catherine B Hurley, Manjot Singh, Nicolas Carayannopoulos, Jinseong Kim, Zvipo Chisango, Gabriel Gonzalez, Michael J Farias, John Czerwein, Bryce Basques, Eren O Kuris, Bassel G Diebo, Alan H Daniels","doi":"10.1097/BRS.0000000000005628","DOIUrl":"https://doi.org/10.1097/BRS.0000000000005628","url":null,"abstract":"<p><strong>Study design: </strong>Retrospective cohort study from a single academic institution.</p><p><strong>Objective: </strong>To identify clinical and radiographic predictors for sacral extension (SE) during revision lumbar fusion.</p><p><strong>Background: </strong>Lumbar fusion is common, with revision rates up to 25.9% within two years. When planning a revision of lumbar fusion, surgeons may extend constructs from L5 to the sacrum to improve stability, decompression, or alignment, but sacral extension alters biomechanics and increases risks such as pseudoarthrosis, adjacent segment disease, and proximal junctional kyphosis. Predictors for sacral extension during revision remain poorly defined.</p><p><strong>Methods: </strong>Adult patients undergoing anterior or transforaminal lumbar interbody fusion (ALIF or TLIF) between 2017-2022 at a single academic institution, and those referred for revision with sacral extension, were reviewed. Eligible patients had an index fusion spanning L1-L4 to L5 or above. Sacral extension was defined as instrumentation to S1 or the pelvis within two years. Demographics, frailty indices, radiographic parameters, and complications were collected. Operative notes were reviewed to identify indications. Analyses included t-tests, chi-square, and multivariable logistic regression.</p><p><strong>Results: </strong>Of 181 patients, 50 (27.6%) underwent SE and 131 (72.4%) remained fused between L1-L5. SE patients had higher frailty scores (MFI-5, P=0.018) and lower L4-L5 lordosis (P=0.020). Independent predictors included increased frailty (OR 7.015, P=0.032), greater fusion length (OR 1.796, P=0.012), and reduced L4-S1 lordosis (OR 1.137, P=0.007). Closer alignment of L1PA to ideal was protective (OR 0.81 per degree, P=0.009). Common indications were distal junctional degeneration (58%), foraminal stenosis (40%), and pseudoarthrosis (38%).</p><p><strong>Conclusion: </strong>Frailty, longer constructs, and inadequate caudal lordosis independently predicted sacral extension during revision, while optimal L1PA alignment was protective. The most common indications were distal junctional degeneration, pseudoarthrosis, foraminal stenosis, and spondylolisthesis. These findings may aid preoperative risk stratification and surgical planning.</p>","PeriodicalId":22193,"journal":{"name":"Spine","volume":" ","pages":""},"PeriodicalIF":3.5,"publicationDate":"2026-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145998976","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Development of the Forgotten Spine Surgery Score for Cervical Spine Surgery (FS3-C): An Adapted Method to Assess Surgical Success After Cervical Disc Replacement. 颈椎手术遗忘脊柱手术评分(FS3-C)的发展:一种评估颈椎间盘置换术后手术成功的适应方法。
IF 3.5 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-14 DOI: 10.1097/BRS.0000000000005612
Chad Z Simon, Cole T Kwas, Arsen M Omurzakov, Gregory S Kazarian, Joshua Zhang, Tomoyuki Asada, Sheeraz A Qureshi, Sravisht Iyer

Study design: Prospective questionnaire development and validation study.

Objective: To develop and validate a new "Forgotten Spine Surgery Score for Cervical Spine Surgery" (FS3-C) to assess patient outcomes after CDR beyond the traditional measures: the ability to forget the presence of the implanted disc in daily life.

Summary of background data: The Forgotten Joint Score (FJS) has demonstrated superior discrimination in high-functioning total joint arthroplasty patients due to low ceiling and floor effects compared to legacy patient-reported outcome measures (PROMs). To date, there is no similar outcome measure to assess "forgottenness" following spine surgery. Such measures may be critical for evaluating subtle differences in high-performance surgeries like cervical disc replacement (CDR).

Methods: A 20-item pilot questionnaire was developed based on published patient expectations and expert opinion, utilizing a 5-point Likert scale. This was administered to 41 patients who underwent primary one- or two-level CDR (minimum 3-month follow-up, 2016-2023) for item selection and internal validity assessment. The final 12-item FS3-C was validated in 97 patients and correlated with the neck disability index (NDI) to determine convergent validity.

Results: In the pilot cohort (mean age 44.7±7.9 y), four items were excluded due to high missing responses or ceiling effects. In the pilot cohort (mean age 44.7±7.9 y), four items were excluded due to high missing responses or ceiling effects. The remaining 16 items demonstrated high internal consistency (Cronbach's alpha 0.95-0.96). Pairwise correlation analysis reduced the questionnaire to 12 items. In the validation cohort (mean age 44.3±9.0 y, 56.7±24.2 mo post-surgery), FS3-C demonstrated high internal consistency with minimal ceiling effects. Mean FS3-C and NDI scores were 86.4±18.9 and 9.8±12.6, respectively, with strong correlation (r=-0.606, P<0.001).

Conclusion: The FS3-C demonstrates high internal consistency, low ceiling effects, and strong convergent validity with NDI, enabling spine surgeons to evaluate CDR success beyond traditional symptom improvement measures.

Level of evidence: II.

研究设计:前瞻性问卷开发与验证研究。目的:开发并验证一种新的“颈椎手术遗忘评分”(FS3-C),以评估CDR后患者的预后,超越传统的衡量标准:在日常生活中忘记植入椎间盘存在的能力。背景资料总结:与传统患者报告的结果测量(PROMs)相比,遗忘关节评分(FJS)在高功能全关节置换术患者中具有较低的上限和下限效应,因此具有更好的辨别能力。到目前为止,还没有类似的结果测量来评估脊柱手术后的“遗忘”。这些措施对于评估诸如颈椎间盘置换术(CDR)等高性能手术的细微差异至关重要。方法:采用李克特5分制,根据已公布的患者期望和专家意见编制20项试点问卷。41名患者接受了初级一级或二级CDR(至少3个月的随访,2016-2023年),用于项目选择和内部效度评估。最终的12项FS3-C在97例患者中进行验证,并与颈部残疾指数(NDI)相关以确定收敛效度。结果:在试点队列(平均年龄44.7±7.9岁)中,由于高缺失反应或天花板效应,有4个项目被排除。在试点队列(平均年龄44.7±7.9岁)中,由于高缺失反应或天花板效应,有四个项目被排除在外。其余16项具有较高的内部一致性(Cronbach’s alpha 0.95 ~ 0.96)。两两相关分析将问卷缩减至12项。在验证队列中(平均年龄44.3±9.0岁,术后56.7±24.2个月),FS3-C表现出高度的内部一致性和最小的天花板效应。FS3-C评分与NDI评分的均值分别为86.4±18.9分和9.8±12.6分,具有较强的相关性(r=-0.606, p)。结论:FS3-C与NDI具有较高的内部一致性、较低的上限效应和较强的收敛效度,使脊柱外科医生能够在传统的症状改善措施之外评估CDR的成功。证据水平:II。
{"title":"Development of the Forgotten Spine Surgery Score for Cervical Spine Surgery (FS3-C): An Adapted Method to Assess Surgical Success After Cervical Disc Replacement.","authors":"Chad Z Simon, Cole T Kwas, Arsen M Omurzakov, Gregory S Kazarian, Joshua Zhang, Tomoyuki Asada, Sheeraz A Qureshi, Sravisht Iyer","doi":"10.1097/BRS.0000000000005612","DOIUrl":"https://doi.org/10.1097/BRS.0000000000005612","url":null,"abstract":"<p><strong>Study design: </strong>Prospective questionnaire development and validation study.</p><p><strong>Objective: </strong>To develop and validate a new \"Forgotten Spine Surgery Score for Cervical Spine Surgery\" (FS3-C) to assess patient outcomes after CDR beyond the traditional measures: the ability to forget the presence of the implanted disc in daily life.</p><p><strong>Summary of background data: </strong>The Forgotten Joint Score (FJS) has demonstrated superior discrimination in high-functioning total joint arthroplasty patients due to low ceiling and floor effects compared to legacy patient-reported outcome measures (PROMs). To date, there is no similar outcome measure to assess \"forgottenness\" following spine surgery. Such measures may be critical for evaluating subtle differences in high-performance surgeries like cervical disc replacement (CDR).</p><p><strong>Methods: </strong>A 20-item pilot questionnaire was developed based on published patient expectations and expert opinion, utilizing a 5-point Likert scale. This was administered to 41 patients who underwent primary one- or two-level CDR (minimum 3-month follow-up, 2016-2023) for item selection and internal validity assessment. The final 12-item FS3-C was validated in 97 patients and correlated with the neck disability index (NDI) to determine convergent validity.</p><p><strong>Results: </strong>In the pilot cohort (mean age 44.7±7.9 y), four items were excluded due to high missing responses or ceiling effects. In the pilot cohort (mean age 44.7±7.9 y), four items were excluded due to high missing responses or ceiling effects. The remaining 16 items demonstrated high internal consistency (Cronbach's alpha 0.95-0.96). Pairwise correlation analysis reduced the questionnaire to 12 items. In the validation cohort (mean age 44.3±9.0 y, 56.7±24.2 mo post-surgery), FS3-C demonstrated high internal consistency with minimal ceiling effects. Mean FS3-C and NDI scores were 86.4±18.9 and 9.8±12.6, respectively, with strong correlation (r=-0.606, P<0.001).</p><p><strong>Conclusion: </strong>The FS3-C demonstrates high internal consistency, low ceiling effects, and strong convergent validity with NDI, enabling spine surgeons to evaluate CDR success beyond traditional symptom improvement measures.</p><p><strong>Level of evidence: </strong>II.</p>","PeriodicalId":22193,"journal":{"name":"Spine","volume":" ","pages":""},"PeriodicalIF":3.5,"publicationDate":"2026-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145967084","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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 Evolving Role of Advanced Practice Providers in Spine Care: A National Analysis of Utilization, Reimbursement, and Access. 先进的实践提供者在脊柱护理中的演变作用:利用,报销和访问的国家分析。
IF 3.5 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-12 DOI: 10.1097/BRS.0000000000005615
De'Angelo Hermesky, Ashley Knebel, Manjot Singh, Nicolas Carayannopoulos, Michael J Farias, Joseph E Nassar, Zvipo M Chisango, Bassel G Diebo, Alan H Daniels

Study design: Retrospective database study.

Objective: To characterize national trends in advanced practice provider (APP) utilization, reimbursement, and procedural roles in spine care, and assess regional variation relative to provider shortage areas.

Summary of background data: Advanced practice providers (APPs), including physician assistants (PAs) and nurse practitioners (NPs), are increasingly integral to surgical care delivery in the United States. With rising demand for spine services and persistent physician shortages-particularly in underserved regions-APPs have expanded their clinical and procedural responsibilities. However, national patterns in APP participation and financial sustainability within spine care remain underexplored.

Methods: Medicare claims from 2005-2016 were retrospectively analyzed using the PearlDiver database. Spine procedures involving APPs were identified through CPT codes and modifier flags, categorized as assistant-at-surgery, imaging, or injections. Claims were aggregated by year, region, and modifier type. Geographic analyses incorporated Health Professional Shortage Area (HPSA) scores to evaluate workforce disparities. Financial trends were assessed through total charges, reimbursements, and reimbursement-to-charge ratios. Utilization trajectories were projected through 2030.

Results: APP-managed spine claims increased 7.8% annually and are projected to rise 74% by 2030. Growth occurred across diagnostic (73%), therapeutic (74%), and perioperative (103%) service categories. Geographic variation was substantial, with over half of states demonstrating composite HPSA-adjusted utilization scores below 0.4, concentrated in the South and Southeast. Despite rising utilization, reimbursement-to-charge ratios declined for most services-falling 54% for imaging and 44% for injections-while assistant-at-surgery reimbursements increased 14%.

Conclusion: APPs are assuming a rapidly expanding role in spine care, particularly in regions with significant provider shortages. Yet declining reimbursement relative to charges threatens long-term financial sustainability. Strategic scope-of-practice optimization, equitable reimbursement reform, and targeted workforce deployment are needed to ensure continued access and equity in spine care delivery.

Level of evidence: III.

研究设计:回顾性数据库研究。目的:描述全国高级执业医师(APP)使用、报销和脊柱护理程序角色的趋势,并评估与提供者短缺地区相关的区域差异。背景资料摘要:高级执业医师(app),包括医师助理(PAs)和执业护士(NPs),在美国越来越多地成为外科护理提供的一部分。随着对脊柱服务需求的增加和持续的医生短缺——特别是在服务不足的地区——应用程序扩大了他们的临床和程序责任。然而,APP参与的国家模式和脊柱护理的财务可持续性仍未得到充分探索。方法:使用PearlDiver数据库对2005-2016年的医疗保险索赔进行回顾性分析。涉及app的脊柱手术通过CPT代码和修饰符标记进行识别,分类为手术辅助、成像或注射。索赔按年份、地区和修改人类型汇总。地理分析纳入卫生专业人员短缺地区(HPSA)分数来评估劳动力差异。财务趋势通过总收费、报销和报销与收费比率进行评估。预计利用轨迹将持续到2030年。结果:应用程序管理的脊柱索赔每年增长7.8%,预计到2030年将增长74%。增长发生在诊断(73%)、治疗(74%)和围手术期(103%)服务类别。地理差异很大,超过一半的州经hpsa调整后的综合利用率得分低于0.4,集中在南部和东南部。尽管使用率上升,但大多数服务的报销费用比下降了——成像下降了54%,注射下降了44%——而手术助理的报销增加了14%。结论:应用程序在脊柱护理中发挥着迅速扩大的作用,特别是在提供者严重短缺的地区。然而,报销费用相对于收费的下降威胁到长期的财务可持续性。战略性的实践范围优化、公平的报销改革和有针对性的劳动力部署需要确保脊柱护理提供的持续可及性和公平性。证据水平:III。
{"title":"The Evolving Role of Advanced Practice Providers in Spine Care: A National Analysis of Utilization, Reimbursement, and Access.","authors":"De'Angelo Hermesky, Ashley Knebel, Manjot Singh, Nicolas Carayannopoulos, Michael J Farias, Joseph E Nassar, Zvipo M Chisango, Bassel G Diebo, Alan H Daniels","doi":"10.1097/BRS.0000000000005615","DOIUrl":"https://doi.org/10.1097/BRS.0000000000005615","url":null,"abstract":"<p><strong>Study design: </strong>Retrospective database study.</p><p><strong>Objective: </strong>To characterize national trends in advanced practice provider (APP) utilization, reimbursement, and procedural roles in spine care, and assess regional variation relative to provider shortage areas.</p><p><strong>Summary of background data: </strong>Advanced practice providers (APPs), including physician assistants (PAs) and nurse practitioners (NPs), are increasingly integral to surgical care delivery in the United States. With rising demand for spine services and persistent physician shortages-particularly in underserved regions-APPs have expanded their clinical and procedural responsibilities. However, national patterns in APP participation and financial sustainability within spine care remain underexplored.</p><p><strong>Methods: </strong>Medicare claims from 2005-2016 were retrospectively analyzed using the PearlDiver database. Spine procedures involving APPs were identified through CPT codes and modifier flags, categorized as assistant-at-surgery, imaging, or injections. Claims were aggregated by year, region, and modifier type. Geographic analyses incorporated Health Professional Shortage Area (HPSA) scores to evaluate workforce disparities. Financial trends were assessed through total charges, reimbursements, and reimbursement-to-charge ratios. Utilization trajectories were projected through 2030.</p><p><strong>Results: </strong>APP-managed spine claims increased 7.8% annually and are projected to rise 74% by 2030. Growth occurred across diagnostic (73%), therapeutic (74%), and perioperative (103%) service categories. Geographic variation was substantial, with over half of states demonstrating composite HPSA-adjusted utilization scores below 0.4, concentrated in the South and Southeast. Despite rising utilization, reimbursement-to-charge ratios declined for most services-falling 54% for imaging and 44% for injections-while assistant-at-surgery reimbursements increased 14%.</p><p><strong>Conclusion: </strong>APPs are assuming a rapidly expanding role in spine care, particularly in regions with significant provider shortages. Yet declining reimbursement relative to charges threatens long-term financial sustainability. Strategic scope-of-practice optimization, equitable reimbursement reform, and targeted workforce deployment are needed to ensure continued access and equity in spine care delivery.</p><p><strong>Level of evidence: </strong>III.</p>","PeriodicalId":22193,"journal":{"name":"Spine","volume":" ","pages":""},"PeriodicalIF":3.5,"publicationDate":"2026-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145960231","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Preoperative Emergency Department Visits Predict Potentially Unnecessary Expenditures After Transforaminal Lumbar Interbody Fusion Surgery. 术前急诊科访问预测经椎间孔腰椎椎体间融合手术后潜在的不必要支出。
IF 3.5 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-12 DOI: 10.1097/BRS.0000000000005617
Katharine P Playter, Matthew Meade, Orett Burke, Sophia M Ly, Ruijia Niu, Solomon F Oloyede, Brian Hollenbeck, Raymond W Hwang, Andrew P White

Study design: A national retrospective observational cohort study was conducted using the Merative MarketScan database.

Objective: To evaluate whether preoperative ED use was predictive of postoperative readmission, reoperation, and increased overall cost in patients undergoing transforaminal lumbar interbody fusion (TLIF).

Summary of background data: Emergency department (ED) visits and unplanned readmissions after spine surgery are increasingly financially relevant, as the Centers for Medicare and Medicaid Services levies financial penalties for unplanned 30-day hospital readmission.

Methods: The dataset was queried for transforaminal lumbar interbody fusion (TLIF) performed between July 1, 2018 and June 30, 2023. The primary outcome was any postoperative ED visit. Secondary outcomes included 30-day readmissions, 90-day readmissions, major medical complications, any reoperation, and 30-day episode of care costs.

Results: A total of 25,203 patients underwent TLIF during the study period. Multivariate logistic regression demonstrated that at least one preoperative ED visit was predictive for any postoperative ED visit and was also predictive of 30-day complication, 90-day readmission, and 90-day reoperation. A diagnosis of CKD was the strongest predictor for 30-day complication. Multivariate linear regression for total 30-day episode-of-care cost demonstrated that a preoperative ED visit was associated with a $2,806.71 increase in total cost.

Conclusions: We found that any preoperative ED visit was associated with higher 30-day episode of care costs, increased postoperative ED visits, and higher 90-day readmissions and reoperations following TLIF. Preoperative ED visits may serve as an indicator for unnecessary postoperative 30-day-episode of care utilization. This represents an opportunity for preoperative counseling and intervention to close care gaps and decrease unnecessary healthcare expenditures.

Level of evidence: III.

研究设计:使用Merative MarketScan数据库进行了一项全国性回顾性观察队列研究。目的:评估术前使用ED是否能预测经椎间孔腰椎椎体间融合术(TLIF)患者术后再入院、再手术和总成本增加。背景资料摘要:由于医疗保险和医疗补助服务中心对计划外30天的再入院进行经济处罚,脊柱手术后急诊室(ED)就诊和计划外再入院在经济上的相关性越来越大。方法:对2018年7月1日至2023年6月30日期间进行的经椎间孔腰椎椎体间融合术(TLIF)数据集进行查询。主要结局是术后任何急诊科就诊。次要结局包括30天再入院、90天再入院、主要医疗并发症、任何再手术和30天的护理费用。结果:研究期间共有25,203例患者接受了TLIF。多因素logistic回归表明,术前至少一次急诊科就诊可预测术后任何急诊科就诊,并可预测30天并发症、90天再入院和90天再手术。CKD的诊断是30天并发症的最强预测因子。30天总护理费用的多元线性回归表明,术前急诊科就诊与总费用增加2,806.71美元相关。结论:我们发现术前任何急诊科就诊与较高的30天护理费用、术后急诊科就诊增加以及TLIF后90天再入院和再手术发生率相关。术前急诊科就诊可作为术后不必要的30天护理使用的指标。这为术前咨询和干预提供了机会,以缩小护理差距并减少不必要的医疗保健支出。证据水平:III。
{"title":"Preoperative Emergency Department Visits Predict Potentially Unnecessary Expenditures After Transforaminal Lumbar Interbody Fusion Surgery.","authors":"Katharine P Playter, Matthew Meade, Orett Burke, Sophia M Ly, Ruijia Niu, Solomon F Oloyede, Brian Hollenbeck, Raymond W Hwang, Andrew P White","doi":"10.1097/BRS.0000000000005617","DOIUrl":"https://doi.org/10.1097/BRS.0000000000005617","url":null,"abstract":"<p><strong>Study design: </strong>A national retrospective observational cohort study was conducted using the Merative MarketScan database.</p><p><strong>Objective: </strong>To evaluate whether preoperative ED use was predictive of postoperative readmission, reoperation, and increased overall cost in patients undergoing transforaminal lumbar interbody fusion (TLIF).</p><p><strong>Summary of background data: </strong>Emergency department (ED) visits and unplanned readmissions after spine surgery are increasingly financially relevant, as the Centers for Medicare and Medicaid Services levies financial penalties for unplanned 30-day hospital readmission.</p><p><strong>Methods: </strong>The dataset was queried for transforaminal lumbar interbody fusion (TLIF) performed between July 1, 2018 and June 30, 2023. The primary outcome was any postoperative ED visit. Secondary outcomes included 30-day readmissions, 90-day readmissions, major medical complications, any reoperation, and 30-day episode of care costs.</p><p><strong>Results: </strong>A total of 25,203 patients underwent TLIF during the study period. Multivariate logistic regression demonstrated that at least one preoperative ED visit was predictive for any postoperative ED visit and was also predictive of 30-day complication, 90-day readmission, and 90-day reoperation. A diagnosis of CKD was the strongest predictor for 30-day complication. Multivariate linear regression for total 30-day episode-of-care cost demonstrated that a preoperative ED visit was associated with a $2,806.71 increase in total cost.</p><p><strong>Conclusions: </strong>We found that any preoperative ED visit was associated with higher 30-day episode of care costs, increased postoperative ED visits, and higher 90-day readmissions and reoperations following TLIF. Preoperative ED visits may serve as an indicator for unnecessary postoperative 30-day-episode of care utilization. This represents an opportunity for preoperative counseling and intervention to close care gaps and decrease unnecessary healthcare expenditures.</p><p><strong>Level of evidence: </strong>III.</p>","PeriodicalId":22193,"journal":{"name":"Spine","volume":" ","pages":""},"PeriodicalIF":3.5,"publicationDate":"2026-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145967083","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Risk Factors and an Interpretable Machine Learning Model for Predicting Spinal Epidural Lipomatosis: A Multicenter Study. 多中心研究:预测脊髓硬膜外脂肪增多症的危险因素和可解释的机器学习模型。
IF 3.5 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-12 DOI: 10.1097/BRS.0000000000005614
Donghui Cao, Xiaoyong Chen, Xusheng Li, Xiao Zhang, Wenbo Gu, Yanrong Tian, Yu Yang, Xi Zhu, Hanlin Zhang, Haiqiang Ma, Hongyang Zhao, Haifeng Yuan

Study design: A retrospective multicenter study.

Objective: To identify independent risk factors for Spinal Epidural Lipomatosis (SEL) and to develop and validate an interpretable machine learning-based predictive model.

Summary of background data: SEL is an underdiagnosed yet clinically significant cause of debilitating lumbar spinal stenosis. Robust tools for early identification and risk stratification of at-risk patients are currently lacking.

Methods: Using data from 774 patients with low back and leg pain who underwent lumbar MRI at five institutions, we applied LASSO regression for variable selection and developed a clinically accessible nomogram. The cohort was randomly divided into training (70%) and validation (30%) sets. Four machine learning models were constructed and evaluated based on discrimination (AUC), calibration, and clinical utility (decision curve analysis).

Results: Seven independent predictors were identified: elevated random blood glucose, blood type B, atherosclerosis index, body mass index, uric acid, obstructive sleep apnea, and age. The XGBoost model demonstrated superior predictive performance in the validation set (AUC: 0.726; 95% CI: 0.547-0.904), with satisfactory calibration and positive net clinical benefit. Interpretability analysis confirmed glucose, age, and uric acid as the most consistent contributors to individualized risk predictions.

Conclusions: We developed and validated an interpretable prediction model that integrates clinical risk factors with an XGBoost algorithm and provides an actionable nomogram. This tool demonstrates strong potential to assist clinicians in early SEL detection and risk-stratified management, potentially enabling more targeted interventions for this underdiagnosed condition.

研究设计:回顾性多中心研究。目的:确定脊髓硬膜外脂肪症(SEL)的独立危险因素,并开发和验证一个可解释的基于机器学习的预测模型。背景资料总结:SEL是一种未被诊断但临床上重要的致衰弱性腰椎管狭窄的病因。目前缺乏对高危患者进行早期识别和风险分层的有力工具。方法:使用来自五家机构的774名腰痛和腿部疼痛患者的数据,我们应用LASSO回归进行变量选择,并开发了临床可访问的nomogram。队列随机分为训练组(70%)和验证组(30%)。基于鉴别(AUC)、校准和临床效用(决策曲线分析),构建并评估了四种机器学习模型。结果:确定了七个独立的预测因素:随机血糖升高、B型血、动脉粥样硬化指数、体重指数、尿酸、阻塞性睡眠呼吸暂停和年龄。XGBoost模型在验证集中表现出优越的预测性能(AUC: 0.726; 95% CI: 0.547-0.904),具有令人满意的校准和积极的净临床效益。可解释性分析证实,葡萄糖、年龄和尿酸是个体化风险预测最一致的因素。结论:我们开发并验证了一个可解释的预测模型,该模型将临床危险因素与XGBoost算法相结合,并提供了一个可操作的nomogram。该工具显示出强大的潜力,可以帮助临床医生进行早期SEL检测和风险分层管理,有可能对这种未被诊断的疾病进行更有针对性的干预。
{"title":"Risk Factors and an Interpretable Machine Learning Model for Predicting Spinal Epidural Lipomatosis: A Multicenter Study.","authors":"Donghui Cao, Xiaoyong Chen, Xusheng Li, Xiao Zhang, Wenbo Gu, Yanrong Tian, Yu Yang, Xi Zhu, Hanlin Zhang, Haiqiang Ma, Hongyang Zhao, Haifeng Yuan","doi":"10.1097/BRS.0000000000005614","DOIUrl":"https://doi.org/10.1097/BRS.0000000000005614","url":null,"abstract":"<p><strong>Study design: </strong>A retrospective multicenter study.</p><p><strong>Objective: </strong>To identify independent risk factors for Spinal Epidural Lipomatosis (SEL) and to develop and validate an interpretable machine learning-based predictive model.</p><p><strong>Summary of background data: </strong>SEL is an underdiagnosed yet clinically significant cause of debilitating lumbar spinal stenosis. Robust tools for early identification and risk stratification of at-risk patients are currently lacking.</p><p><strong>Methods: </strong>Using data from 774 patients with low back and leg pain who underwent lumbar MRI at five institutions, we applied LASSO regression for variable selection and developed a clinically accessible nomogram. The cohort was randomly divided into training (70%) and validation (30%) sets. Four machine learning models were constructed and evaluated based on discrimination (AUC), calibration, and clinical utility (decision curve analysis).</p><p><strong>Results: </strong>Seven independent predictors were identified: elevated random blood glucose, blood type B, atherosclerosis index, body mass index, uric acid, obstructive sleep apnea, and age. The XGBoost model demonstrated superior predictive performance in the validation set (AUC: 0.726; 95% CI: 0.547-0.904), with satisfactory calibration and positive net clinical benefit. Interpretability analysis confirmed glucose, age, and uric acid as the most consistent contributors to individualized risk predictions.</p><p><strong>Conclusions: </strong>We developed and validated an interpretable prediction model that integrates clinical risk factors with an XGBoost algorithm and provides an actionable nomogram. This tool demonstrates strong potential to assist clinicians in early SEL detection and risk-stratified management, potentially enabling more targeted interventions for this underdiagnosed condition.</p>","PeriodicalId":22193,"journal":{"name":"Spine","volume":" ","pages":""},"PeriodicalIF":3.5,"publicationDate":"2026-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145998979","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Machine Learning-Based Prognostic Scoring for Spinal Metastases: A JASA Multicenter Prospective Study Integrating Modern Oncologic Advances. 基于机器学习的脊柱转移预后评分:一项整合现代肿瘤学进展的JASA多中心前瞻性研究。
IF 3.5 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-12 DOI: 10.1097/BRS.0000000000005603
Sadayuki Ito, Hiroaki Nakashima, Naoki Segi, Jun Ouchida, Yuki Shiratani, Akinobu Suzuki, Hidetomi Terai, Takaki Shimizu, Kenichiro Kakutani, Yutaro Kanda, Hiroyuki Tominaga, Ichiro Kawamura, Masayuki Ishihara, Masaaki Paku, Yohei Takahashi, Toru Funayama, Kousei Miura, Eiki Shirasawa, Hirokazu Inoue, Atsushi Kimura, Takuya Iimura, Hiroshi Moridaira, Hideaki Nakajima, Shuji Watanabe, Koji Akeda, Norihiko Takegami, Kazuo Nakanishi, Hirokatsu Sawada, Koji Matsumoto, Masahiro Funaba, Hidenori Suzuki, Haruki Funao, Tsutomu Oshigiri, Takashi Hirai, Bungo Otsuki, Kazu Kobayakawa, Koji Uotani, Hiroaki Manabe, Shinji Tanishima, Ko Hashimoto, Chizuo Iwai, Daisuke Yamabe, Akihiko Hiyama, Shoji Seki, Yuta Goto, Masashi Miyazaki, Kazuyuki Watanabe, Toshio Nakamae, Takashi Kaito, Narihito Nagoshi, Satoshi Kato, Kota Watanabe, Shiro Imagama, Gen Inoue, Takeo Furuya

Study design: Large multicenter prospective study.

Objective: We aimed to develop and validate a novel machine learning-based prognostic scoring system for spinal metastases.

Summary of background data: Spinal metastases, common complications in patients with advanced cancer, significantly affect neurological function, pain, and quality of life. Although surgery plays a crucial role in selected cases, the accurate prediction of patient prognosis remains challenging. Traditional scoring systems, developed for older treatment paradigms, do not fully reflect the impact of modern oncologic therapies.

Methods: This multicenter prospective study, conducted by the Japan Association of Spine Surgeons with Ambition, included 401 patients who underwent surgery for spinal metastases at 35 medical centers between 2018 and 2021. Patient demographics, tumor burden, performance status, and treatment history data were collected. Least Absolute Shrinkage and Selection Operator (LASSO) logistic regression was used to identify significant predictors of one-year survival, followed by stepwise variable selection. The model performance was assessed using the area under the receiver operating characteristic curve (AUROC) and calibration plots.

Results: Among the 401 patients, 67.1% survived for one year, whereas 32.9% did not. Survivors had better performance status, lower tumor burden, and lower opioid use than non-survivors. LASSO regression identified five key predictors of one-year survival: age ≥75 years, poor performance status (≥3), presence of other bone metastases, preoperative opioid use, and lower preoperative Vitality Index. The final model demonstrated a strong predictive performance (AUROC=0.762). Based on the key prognostic factors, a simplified risk stratification system was developed to classify patients into low- (one-year survival 82.2%), intermediate- (67.2%), and high-risk (34.2%) groups.

Conclusion: We developed a clinically applicable prognostic scoring system for patients with spinal metastases using machine learning techniques to enhance predictive accuracy. This model provides a practical risk assessment tool to aid surgical decision-making and optimize postoperative management.

Level of evidence: 2.

研究设计:大型多中心前瞻性研究。目的:我们旨在开发和验证一种新的基于机器学习的脊柱转移预后评分系统。背景资料总结:脊柱转移是晚期癌症患者的常见并发症,显著影响神经功能、疼痛和生活质量。尽管手术在某些病例中起着至关重要的作用,但对患者预后的准确预测仍然具有挑战性。传统的评分系统是为旧的治疗模式开发的,不能完全反映现代肿瘤治疗的影响。方法:这项多中心前瞻性研究由日本脊柱外科医师协会进行,纳入了2018年至2021年间在35个医疗中心接受脊柱转移手术的401例患者。收集患者人口统计、肿瘤负担、表现状况和治疗历史数据。使用最小绝对收缩和选择算子(LASSO)逻辑回归来确定一年生存的显著预测因子,然后进行逐步变量选择。利用接收机工作特征曲线(AUROC)下的面积和校准图来评估模型的性能。结果:401例患者中,67.1%存活1年,32.9%未存活1年。与非幸存者相比,幸存者有更好的表现状态,更低的肿瘤负担和更低的阿片类药物使用。LASSO回归确定了1年生存率的5个关键预测因素:年龄≥75岁,表现不佳(≥3),存在其他骨转移,术前使用阿片类药物,术前活力指数较低。最终模型显示出较强的预测性能(AUROC=0.762)。基于关键预后因素,建立了简化的风险分层系统,将患者分为低危(一年生存率82.2%)、中危(67.2%)和高危(34.2%)组。结论:我们开发了一种临床适用的脊柱转移患者预后评分系统,使用机器学习技术来提高预测准确性。该模型提供了一个实用的风险评估工具,以帮助手术决策和优化术后管理。证据等级:2。
{"title":"Machine Learning-Based Prognostic Scoring for Spinal Metastases: A JASA Multicenter Prospective Study Integrating Modern Oncologic Advances.","authors":"Sadayuki Ito, Hiroaki Nakashima, Naoki Segi, Jun Ouchida, Yuki Shiratani, Akinobu Suzuki, Hidetomi Terai, Takaki Shimizu, Kenichiro Kakutani, Yutaro Kanda, Hiroyuki Tominaga, Ichiro Kawamura, Masayuki Ishihara, Masaaki Paku, Yohei Takahashi, Toru Funayama, Kousei Miura, Eiki Shirasawa, Hirokazu Inoue, Atsushi Kimura, Takuya Iimura, Hiroshi Moridaira, Hideaki Nakajima, Shuji Watanabe, Koji Akeda, Norihiko Takegami, Kazuo Nakanishi, Hirokatsu Sawada, Koji Matsumoto, Masahiro Funaba, Hidenori Suzuki, Haruki Funao, Tsutomu Oshigiri, Takashi Hirai, Bungo Otsuki, Kazu Kobayakawa, Koji Uotani, Hiroaki Manabe, Shinji Tanishima, Ko Hashimoto, Chizuo Iwai, Daisuke Yamabe, Akihiko Hiyama, Shoji Seki, Yuta Goto, Masashi Miyazaki, Kazuyuki Watanabe, Toshio Nakamae, Takashi Kaito, Narihito Nagoshi, Satoshi Kato, Kota Watanabe, Shiro Imagama, Gen Inoue, Takeo Furuya","doi":"10.1097/BRS.0000000000005603","DOIUrl":"https://doi.org/10.1097/BRS.0000000000005603","url":null,"abstract":"<p><strong>Study design: </strong>Large multicenter prospective study.</p><p><strong>Objective: </strong>We aimed to develop and validate a novel machine learning-based prognostic scoring system for spinal metastases.</p><p><strong>Summary of background data: </strong>Spinal metastases, common complications in patients with advanced cancer, significantly affect neurological function, pain, and quality of life. Although surgery plays a crucial role in selected cases, the accurate prediction of patient prognosis remains challenging. Traditional scoring systems, developed for older treatment paradigms, do not fully reflect the impact of modern oncologic therapies.</p><p><strong>Methods: </strong>This multicenter prospective study, conducted by the Japan Association of Spine Surgeons with Ambition, included 401 patients who underwent surgery for spinal metastases at 35 medical centers between 2018 and 2021. Patient demographics, tumor burden, performance status, and treatment history data were collected. Least Absolute Shrinkage and Selection Operator (LASSO) logistic regression was used to identify significant predictors of one-year survival, followed by stepwise variable selection. The model performance was assessed using the area under the receiver operating characteristic curve (AUROC) and calibration plots.</p><p><strong>Results: </strong>Among the 401 patients, 67.1% survived for one year, whereas 32.9% did not. Survivors had better performance status, lower tumor burden, and lower opioid use than non-survivors. LASSO regression identified five key predictors of one-year survival: age ≥75 years, poor performance status (≥3), presence of other bone metastases, preoperative opioid use, and lower preoperative Vitality Index. The final model demonstrated a strong predictive performance (AUROC=0.762). Based on the key prognostic factors, a simplified risk stratification system was developed to classify patients into low- (one-year survival 82.2%), intermediate- (67.2%), and high-risk (34.2%) groups.</p><p><strong>Conclusion: </strong>We developed a clinically applicable prognostic scoring system for patients with spinal metastases using machine learning techniques to enhance predictive accuracy. This model provides a practical risk assessment tool to aid surgical decision-making and optimize postoperative management.</p><p><strong>Level of evidence: </strong>2.</p>","PeriodicalId":22193,"journal":{"name":"Spine","volume":" ","pages":""},"PeriodicalIF":3.5,"publicationDate":"2026-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145967114","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Letter to the editor regarding "Associated Factors for Increased Fat Infiltration in the Erector Spinae in Patients Undergoing Lumbar Surgery for Degenerative Conditions". 致编辑关于“腰椎退行性疾病手术患者竖脊肌脂肪浸润增加的相关因素”的信。
IF 3.5 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-12 DOI: 10.1097/BRS.0000000000005616
Jinsheng Cai, Xinming Lu, Liansuo Zhang
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引用次数: 0
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