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Best practices guidelines in the postoperative management of patients who underwent cervical and lumbar fusions. 颈椎和腰椎融合术患者术后管理最佳实践指南。
Q1 Medicine Pub Date : 2024-09-23 Epub Date: 2024-07-18 DOI: 10.21037/jss-23-136
Rami Elsabeh, John M Abrahams

Background: There is a lack of standardization in spine surgery in particular, as relates to postoperative care for the most common spine procedures such as cervical and lumbar fusions. The goal of this study was to develop a standardized postoperative treatment protocol for common spine procedures such as cervical and lumbar fusion to reduce unnecessary visits, imaging studies, and create a standard for all spine surgeons to adhere while maintaining quality.

Methods: We developed a best practices protocol (BPP) for postoperative spine care for anterior cervical diskectomy and fusion (ACDF) and posterior lumbar interbody fusion (PLIF). We compared outcome to retrospective controls (pre-BPP) and a national database [Quality Outcomes Database (QOD)/American Spine Registry (ASR)].

Results: Pre-BPP retrospective controls (n=1,010) were compared to patients enrolled in BPP (n=750). BPP reduced postoperative visits (POV) from 2,201 to 1,061 (52%). Total additional imaging studies computed tomography (CT) and magnetic resonance imaging (MRI) beyond standard X-ray were reduced from 192 studies to 57 (70%); 53% for lumbar fusion and 67% for cervical fusion. Comparing pre-BPP to BPP groups for complications, the number of adverse events was reduced by 52% overall; 45% for lumbar fusion, and 62% for cervical fusion. A subset of BPP patients (n=450) with available data were compared to a national registry QOD and ASR where lumbar and cervical fusion patients showed comparable less lengths of stay, lower 3-month complication rates and lower readmission rates.

Conclusions: This is one of the first studies to standardize postoperative spine care as a first step towards creating uniformly accepted models for value-based care (VBC) in spine surgery.

背景:脊柱手术缺乏标准化,尤其是最常见的脊柱手术(如颈椎和腰椎融合术)的术后护理。本研究的目的是为颈椎和腰椎融合术等常见脊柱手术制定标准化的术后治疗方案,以减少不必要的就诊和影像学检查,并为所有脊柱外科医生制定一个在保证质量的前提下必须遵守的标准:我们为颈椎前路椎间盘切除与融合术(ACDF)和腰椎后路椎体间融合术(PLIF)的术后脊柱护理制定了最佳实践方案(BPP)。我们将结果与回顾性对照组(BPP前)和国家数据库[质量结果数据库(QOD)/美国脊柱登记处(ASR)]进行了比较:结果:BPP前回顾性对照组(n=1,010)与BPP入组患者(n=750)进行了比较。BPP将术后就诊次数(POV)从2201次减少到1061次(52%)。除标准X光检查外,额外的计算机断层扫描(CT)和磁共振成像(MRI)检查总数从192次减少到57次(70%);腰椎融合术减少了53%,颈椎融合术减少了67%。在并发症方面,将BPP前组别与BPP组别进行比较,不良事件的数量总体上减少了52%;腰椎融合术减少了45%,颈椎融合术减少了62%。将具有可用数据的BPP患者子集(n=450)与全国登记的QOD和ASR进行比较,结果显示腰椎和颈椎融合术患者的住院时间相当短,3个月并发症发生率较低,再入院率也较低:这是首批将脊柱术后护理标准化的研究之一,也是脊柱手术中建立统一认可的价值导向护理(VBC)模式的第一步。
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引用次数: 0
Clinical and radiographic outcomes after index anterior cervical discectomy and fusion with interbody spacer with integrated anchor fixation: a single-surgeon case study. 使用集成锚固定的椎体间间隔器进行指数颈椎前路椎间盘切除术和融合术后的临床和影像学效果:单个外科医生的病例研究。
Q1 Medicine Pub Date : 2024-09-23 Epub Date: 2024-09-14 DOI: 10.21037/jss-24-32
Vishal Venkatraman, Jessica Albanese, Saif E Zaidi, Khoi D Than, Melissa M Erickson, Clifford L Crutcher, C Rory Goodwin, Michael W Groff, Muhammad M Abd-El-Barr

Background: The use of plate-cage systems in anterior cervical discectomy and fusion (ACDF) has been shown to produce fusion and good clinical outcomes though it has been associated with complications such as dysphagia at higher rates than stand-alone implant devices. This study aimed to assess the incidence of dysphagia and radiographic outcomes in adult patients who have undergone ACDF with interbody spacer with integrated anchor fixation (ISa).

Methods: Patients who underwent index ACDF with a commercially available ISa by a fellowship-trained spine surgeon between January 2018 and December 2021 were retrospectively included. Patients with less than 90-days follow-up or those who underwent ACDF for trauma, infection, or tumor were excluded. Demographic data, perioperative data, radiographic data and perioperative complications were collected.

Results: Forty-five patients were included for study. Eight patients (17.8%) experienced dysphagia immediately following surgery, which resolved by 6 months post-op, barring 1 patient. Preoperative global and segmental lordosis were 10.4°±9.3° and 6.9°±7.3° respectively. At three months postoperatively, global and segmental lordosis were 8.9°±7.9° (P=0.50) and 7.0°±5.9° (P=0.56) respectively. Fusion rate at six months was 78.3% (18/23) and 100% (18/18) at 1 year.

Conclusions: ACDF with ISa is a viable alternative to traditional plate-cage systems. ISa shows lower rates of immediate, 3-month and 6-month dysphagia than traditional plate-cage systems described in the literature. More controlled studies on larger populations will help formulate a concrete conclusion on the advantages of ISa spacers.

背景:在颈椎前路椎间盘切除和融合术(ACDF)中使用板笼系统已被证明可产生融合和良好的临床疗效,但与独立的植入装置相比,它与吞咽困难等并发症的发生率较高。本研究旨在评估使用集成锚固定(ISa)椎间间隔器进行 ACDF 的成年患者吞咽困难的发生率和影像学结果:回顾性纳入2018年1月至2021年12月期间由受过研究培训的脊柱外科医生使用市售ISa进行指数ACDF手术的患者。随访不足 90 天或因创伤、感染或肿瘤接受 ACDF 的患者排除在外。收集了人口统计学数据、围手术期数据、影像学数据和围手术期并发症:研究共纳入 45 例患者。除一名患者外,其他八名患者(17.8%)在术后立即出现吞咽困难,并在术后六个月内缓解。术前整体前凸(10.4°±9.3°)和节段前凸(6.9°±7.3°)。术后三个月,整体和节段前凸分别为 8.9°±7.9°(P=0.50)和 7.0°±5.9°(P=0.56)。6个月的融合率为78.3%(18/23),1年的融合率为100%(18/18):结论:采用ISa的ACDF是传统钢板笼系统的可行替代方案。与文献中描述的传统平板笼系统相比,ISa 显示出更低的即刻、3 个月和 6 个月吞咽困难发生率。对更多人群进行更多的对照研究将有助于就ISa间隔器的优势得出具体结论。
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引用次数: 0
Machine learning approach to predict acute kidney injury among patients undergoing multi-level spinal posterior instrumented fusion. 预测多层次脊柱后路器械融合术患者急性肾损伤的机器学习方法。
Q1 Medicine Pub Date : 2024-09-23 Epub Date: 2024-08-23 DOI: 10.21037/jss-24-15
Kevin Y Heo, Prashant V Rajan, Sameer Khawaja, Lauren A Barber, Sangwook Tim Yoon

Background: Acute kidney injury (AKI) after spinal fusion is a significant morbidity that can lead to poor post-surgical outcomes. Identifying AKI risk factors and developing a risk model can raise surgeons' awareness and allow them to take actions to mitigate the risks. The objective of the current study is to develop machine learning (ML) models to assess patient risk factors predisposing to AKI after posterior spinal instrumented fusion.

Methods: Data was collected from the IBM MarketScan Database (2009-2021) for patients >18 years old who underwent spinal fusion with posterior instrumentation (3-6 levels). AKI incidence (defined by the International Classification of Diseases codes) was recorded 90-day post-surgery. Risk factors for AKI were investigated and compared through several ML models including logistic regression, linear support vector machine (LSVM), random forest, extreme gradient boosting (XGBoost), and neural networks.

Results: Among the 141,697 patients who underwent fusion with posterior instrumentation (3-6 levels), the overall rate of 90-day AKI was 2.96%. We discovered that the logistic regression model and LSVM demonstrated the best predictions with area under the curve (AUC) values of 0.75. The most important AKI prediction features included chronic renal disease, hypertension, diabetes mellitus ± complications, older age (>50 years old), and congestive heart failure. Patients who did not have these five key risk factors had a 90-day AKI rate of 0.29%. Patients who had an increasing number of key risk factors subsequently had higher risks of postoperative AKI.

Conclusions: The analysis of the data with different ML models identified 5 key variables that are most closely associated with AKI: chronic renal disease, hypertension, diabetes mellitus ± complications, older age (>50 years old), and congestive heart failure. These variables constitute a simple risk calculator with additive odds ratio ranging from 3.38 (1 risk factor) to 91.10 (5 risk factors) over 90 days after posterior spinal fusion surgery. These findings can help surgeons risk-stratify their patients for AKI risk, and potentially guide post-operative monitoring and medical management.

背景:脊柱融合术后急性肾损伤(AKI)是一种严重的发病率,可导致不良的术后效果。识别 AKI 风险因素并开发风险模型可以提高外科医生的意识,使他们能够采取行动降低风险。本研究旨在开发机器学习(ML)模型,以评估脊柱后路器械融合术后易发生 AKI 的患者风险因素:从 IBM MarketScan 数据库(2009-2021 年)中收集了年龄大于 18 岁、接受脊柱后路器械融合术(3-6 级)患者的数据。记录了术后90天的AKI发生率(根据国际疾病分类代码定义)。通过多种 ML 模型(包括逻辑回归、线性支持向量机 (LSVM)、随机森林、极梯度提升 (XGBoost) 和神经网络)对 AKI 的风险因素进行了研究和比较:在接受后路器械融合术(3-6级)的141697名患者中,90天AKI总发生率为2.96%。我们发现,逻辑回归模型和 LSVM 的预测效果最好,曲线下面积 (AUC) 值为 0.75。最重要的 AKI 预测特征包括慢性肾病、高血压、糖尿病并发症、高龄(大于 50 岁)和充血性心力衰竭。不存在这五个关键风险因素的患者的 90 天 AKI 发生率为 0.29%。关键风险因素越多的患者术后发生 AKI 的风险越高:使用不同的 ML 模型对数据进行分析后,确定了与 AKI 关系最密切的 5 个关键变量:慢性肾病、高血压、糖尿病(并发症)、年龄较大(大于 50 岁)和充血性心力衰竭。这些变量构成了一个简单的风险计算器,在脊柱后路融合手术后的 90 天内,其相加几率从 3.38(1 个风险因素)到 91.10(5 个风险因素)不等。这些发现可以帮助外科医生对患者进行 AKI 风险分级,并为术后监测和医疗管理提供潜在指导。
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引用次数: 0
The use of thoracolumbar spinal orthosis in thoracolumbar fractures. 在胸腰椎骨折中使用胸腰椎矫形器。
Q1 Medicine Pub Date : 2024-09-23 Epub Date: 2024-09-19 DOI: 10.21037/jss-24-14
Hani Alharbi, Nouf Altwaijri, Norah Alromaih, Adel Alshihri, Taif Almutairi, Mohammed Almizani, Mamdoh Alhawsawi
<p><strong>Background: </strong>Thoracolumbar fractures are classified into four categories according to the mechanism of injury and fracture morphology into compression fracture, burst fracture, flexion-distraction injury, and fracture dislocation. Unfortunately, the management of spinal fracture has lacked standardization given the many unanswered yet relevant questions regarding the outcome. However, management is generally divided into surgical and nonsurgical treatment such as orthosis. We aim to compare the clinical and the radiological outcomes of operative spinal fractures in patients with thoracolumbar spinal orthoses (TLSO) and patients without TLSO. Up to our knowledge, there are no similar studies comparing such management approaches in Saudi Arabia.</p><p><strong>Methods: </strong>This is a retrospective cohort study conducted in King Saud Medical City which included patients over 18 years of age from the past 10 years who underwent spinal fixation with or without the use of orthotics and had at least 6 months follow-up. We have excluded any patients with degenerative diseases, spinal tuberculosis or spinal tumors. Our primary outcome was radiological outcomes and clinical outcomes among groups using orthotics postoperatively versus groups who didn't use orthotics. Statistical analysis was done utilizing The Statistical Package for the Social Sciences (SPSS) IBM statistical computing program version 21 was used for the statistical data analysis and the alpha significance level was considered at 0.050 level.</p><p><strong>Results: </strong>The patients were divided into two groups, patients given TLSO postoperatively (group A) (53.1%) and patients not given TLSO postoperatively (group B) (46.9%). Most of the patients had a burst fracture and most (86.4%) had endured a single level spine fracture. Bivariate Pearson's correlations test showed the patients mean perceived pain level [the visual analogue scale (VAS)] had correlated negatively and significantly with their emotional well-being (EM-WB) score, r=-0.132, P<0.05. Moreover, the patients self-rated pain level had correlated negatively and significantly with their satisfaction level with their comfort subscale score, r=-0.156, P<0.05. The patients mean measured kyphotic angle had correlated positively with their mean comfort level satisfaction, r=0.158, P<0.05. A non-parametric Mann-Whitney <i>U</i> test showed that the patients who used TLSO had perceived significantly greater general health (GH) score (mean GH score =77.44) compared to those who have not used TLSO (mean GH score =70.79), Z=2.38, P=0.02. Group A perceived significantly lower satisfaction with their social limitations (mean score =71.32) compared to group B (mean score =89.47) on average, Z=2.10, P=0.040. Group B (n=38) measured a significant decline in their pain level across the three time-point measured pain levels (P<0.001).</p><p><strong>Conclusions: </strong>Our study concludes that both groups have noticeabl
背景:根据损伤机制和骨折形态,胸腰椎骨折可分为四类:压缩性骨折、爆裂性骨折、屈伸损伤和骨折脱位。遗憾的是,脊柱骨折的治疗一直缺乏标准化,因为在治疗结果方面存在许多未解的相关问题。不过,治疗方法一般分为手术治疗和非手术治疗(如矫形器)。我们旨在比较使用胸腰椎矫形器(TLSO)和不使用TLSO的患者手术治疗脊柱骨折的临床和放射学结果。据我们所知,沙特阿拉伯还没有类似的研究对此类治疗方法进行比较:这是一项在沙特国王医疗城进行的回顾性队列研究,研究对象包括过去10年中接受过脊柱固定术(无论是否使用矫形器)且随访至少6个月的18岁以上患者。我们排除了任何患有退行性疾病、脊柱结核或脊柱肿瘤的患者。我们的主要结果是术后使用矫形器组和未使用矫形器组的放射学结果和临床结果。统计分析使用的是社会科学统计软件包(SPSS),IBM 统计计算程序版本 21 用于统计数据分析,α 显著性水平为 0.050:患者分为两组,术后给予 TLSO 的患者(A 组)(53.1%)和术后未给予 TLSO 的患者(B 组)(46.9%)。大多数患者为爆裂性骨折,大多数(86.4%)患者为单层脊柱骨折。双变量皮尔逊相关性检验显示,患者的平均疼痛程度(视觉模拟量表(VAS))与其情绪健康(EM-WB)评分呈显著负相关,r=-0.132,PU 检验显示,与未使用 TLSO 的患者(平均 GH 评分=70.79)相比,使用 TLSO 的患者的一般健康(GH)评分(平均 GH 评分=77.44)明显更高,Z=2.38,P=0.02。与 B 组(平均得分=89.47)相比,A 组对其社会局限性的满意度(平均得分=71.32)明显较低,Z=2.10,P=0.040。B 组(38 人)在三个时间点测量的疼痛水平均显著下降(PC 结论:我们的研究得出结论,两组患者术后疼痛均有明显减轻,并且在简表 36(SF-36)评分方面显示出良好的效果。然而,要全面了解支撑与非支撑对上胸椎和胸腰椎骨折的长期疗效的不同影响,还需要进一步的研究。
{"title":"The use of thoracolumbar spinal orthosis in thoracolumbar fractures.","authors":"Hani Alharbi, Nouf Altwaijri, Norah Alromaih, Adel Alshihri, Taif Almutairi, Mohammed Almizani, Mamdoh Alhawsawi","doi":"10.21037/jss-24-14","DOIUrl":"https://doi.org/10.21037/jss-24-14","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;Thoracolumbar fractures are classified into four categories according to the mechanism of injury and fracture morphology into compression fracture, burst fracture, flexion-distraction injury, and fracture dislocation. Unfortunately, the management of spinal fracture has lacked standardization given the many unanswered yet relevant questions regarding the outcome. However, management is generally divided into surgical and nonsurgical treatment such as orthosis. We aim to compare the clinical and the radiological outcomes of operative spinal fractures in patients with thoracolumbar spinal orthoses (TLSO) and patients without TLSO. Up to our knowledge, there are no similar studies comparing such management approaches in Saudi Arabia.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;This is a retrospective cohort study conducted in King Saud Medical City which included patients over 18 years of age from the past 10 years who underwent spinal fixation with or without the use of orthotics and had at least 6 months follow-up. We have excluded any patients with degenerative diseases, spinal tuberculosis or spinal tumors. Our primary outcome was radiological outcomes and clinical outcomes among groups using orthotics postoperatively versus groups who didn't use orthotics. Statistical analysis was done utilizing The Statistical Package for the Social Sciences (SPSS) IBM statistical computing program version 21 was used for the statistical data analysis and the alpha significance level was considered at 0.050 level.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;The patients were divided into two groups, patients given TLSO postoperatively (group A) (53.1%) and patients not given TLSO postoperatively (group B) (46.9%). Most of the patients had a burst fracture and most (86.4%) had endured a single level spine fracture. Bivariate Pearson's correlations test showed the patients mean perceived pain level [the visual analogue scale (VAS)] had correlated negatively and significantly with their emotional well-being (EM-WB) score, r=-0.132, P&lt;0.05. Moreover, the patients self-rated pain level had correlated negatively and significantly with their satisfaction level with their comfort subscale score, r=-0.156, P&lt;0.05. The patients mean measured kyphotic angle had correlated positively with their mean comfort level satisfaction, r=0.158, P&lt;0.05. A non-parametric Mann-Whitney &lt;i&gt;U&lt;/i&gt; test showed that the patients who used TLSO had perceived significantly greater general health (GH) score (mean GH score =77.44) compared to those who have not used TLSO (mean GH score =70.79), Z=2.38, P=0.02. Group A perceived significantly lower satisfaction with their social limitations (mean score =71.32) compared to group B (mean score =89.47) on average, Z=2.10, P=0.040. Group B (n=38) measured a significant decline in their pain level across the three time-point measured pain levels (P&lt;0.001).&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;Our study concludes that both groups have noticeabl","PeriodicalId":17131,"journal":{"name":"Journal of spine surgery","volume":"10 3","pages":"501-513"},"PeriodicalIF":0.0,"publicationDate":"2024-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11467283/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142468480","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Real-world clinical accuracy of long cortical bone trajectory screw placement using a patient-specific template guide. 使用患者特异性模板指南进行长皮质骨轨迹螺钉置入的实际临床准确性。
Q1 Medicine Pub Date : 2024-09-23 Epub Date: 2024-08-17 DOI: 10.21037/jss-23-122
Ryo Fujita, Itaru Oda, Hiroki Tanaka, Hirohito Takeuchi, Shigeki Oshima, Hiroyuki Hasebe, Hiroyuki Ambo, So Endo, Masanori Fujiya, Tsutomu Endo, Katsuhisa Yamada, Masahiko Takahata, Norimasa Iwasaki

Background: Cortical bone trajectory (CBT) screws can be very reliable anchors if inserted precisely anterior to the vertebral body; however, their trajectory is narrow, and malpositioning of the screw is not rare, especially for surgeons who are not familiar with the CBT screw. Patient-specific template guides are a solution to this problem; however, their accuracy and usefulness in clinical settings remain unclear. The aim of the present study was to evaluate the accuracy of long CBT placement using a patient-specific screw-guide system.

Methods: This research involved a retrospective clinical evaluation of patients who had been enrolled prospectively. One hundred consecutive patients who underwent posterior lumbar spinal fusion using the guide system performed by three experienced spine surgeons were included. Initially, the placement of the CBT screws was mapped out in three dimensions utilizing simulation software. Prior to the surgery, a specific screw guide was designed for each vertebra. Using these guides, a total of 412 screws were placed. To assess any perforation of the pedicle and to compare the discrepancies between the intended and the actual positions of the screws, postoperative computed tomography (CT) scans were utilized.

Results: Overall, 382 screws (92.7%) were fully inside the pedicle (L2-5) and there was no incidence of neurovascular injuries. The mean depth of the screw in the vertebral body (% depth) was 60.9%±8.1% and the mean % depth deviation between planned screws and actual screw was 9.6%±7.1% in total. In all vertebrae, the mean % depth was approximately 10% smaller for the actual screws than the planned screws. The mean sagittal and transverse angular deviations between the planned screws and actual screws were 2.30±1.87° and 1.89±1.26°, respectively. Overall, deviation in the sagittal angle tended to be cranial.

Conclusions: We demonstrated that a patient-specific screw guide is useful for supporting precise long CBT screw insertion into the lumbar spine in a clinical setting. This patient-specific template guide could be a potential solution to accurately insert long CBT screws and reduce complications, even for surgeons who are not experienced in the CBT technique.

背景:皮质骨轨迹(CBT)螺钉如果能精确地插入椎体前方,可以成为非常可靠的锚定物;然而,其轨迹狭窄,螺钉定位不当的情况并不少见,尤其是对于不熟悉 CBT 螺钉的外科医生而言。患者特异性模板指南是解决这一问题的一种方法,但其在临床环境中的准确性和实用性仍不明确。本研究旨在评估使用患者特异性螺钉导向系统进行长 CBT 置放的准确性:本研究对前瞻性登记的患者进行了回顾性临床评估。研究对象包括 100 名连续接受后路腰椎融合术的患者,他们均接受了由三名经验丰富的脊柱外科医生使用导引系统进行的手术。首先,利用模拟软件绘制了 CBT 螺钉的三维放置图。手术前,为每个椎体设计了特定的螺钉导板。利用这些导板,共放置了 412 颗螺钉。为了评估椎弓根穿孔情况,并比较螺钉预定位置和实际位置之间的差异,术后使用了计算机断层扫描(CT):总体而言,382枚螺钉(92.7%)完全位于椎弓根(L2-5)内,没有发生神经血管损伤。螺钉在椎体内的平均深度(深度百分比)为(60.9%±8.1%),计划螺钉与实际螺钉的平均深度偏差百分比为(9.6%±7.1%)。在所有椎体中,实际螺钉的平均深度百分比比计划螺钉小约 10%。计划螺钉和实际螺钉的平均矢状角偏差(2.30±1.87)°和横向角偏差(1.89±1.26)°。总体而言,矢状角偏差倾向于头颅:我们证明了患者特异性螺钉导板有助于在临床环境中支持将 CBT 长螺钉精确插入腰椎。即使是对 CBT 技术缺乏经验的外科医生,这种患者特异性模板指南也可能成为准确插入 CBT 长螺钉并减少并发症的潜在解决方案。
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引用次数: 0
Challenges in contemporary spinal robotics: encouraging spine surgeons to drive transformative changes in the development of future robotic platforms. 当代脊柱机器人技术面临的挑战:鼓励脊柱外科医生推动未来机器人平台开发的变革。
Q1 Medicine Pub Date : 2024-09-23 Epub Date: 2024-07-05 DOI: 10.21037/jss-24-4
Gregory M Malham, Thomas A Wells-Quinn, Adrian M Nowitzke, Ralph J Mobbs, Lali H Sekhon

The field of spinal robotics has witnessed considerable advances, which have primarily focused on enhancing pedicle screw placement. This article critically evaluates the current direction of spinal robotics development, raising concerns about the disproportionate emphasis on pedicle screw placement when existing techniques already yield commendable results. Discussions on various parameters, including quality, cost-effectiveness, and accessibility, highlight the need for a broader perspective in the development of robotics for spinal surgery. Comparative analyses reveal that navigation systems offer cost-effective and time-efficient alternatives to robotics, with similar accuracy levels. Patient demand for robotic interventions is influenced by perceived superiority, warranting careful consideration of public sentiment. This article also underscores the need for future spine surgeons to maintain proficiency in traditional techniques. The influence of industry and key opinion leaders in steering the focus toward pedicle screw placement is discussed, emphasizing the need for a more holistic approach. Accessibility issues and legal considerations in the evolving field of spinal robotics are addressed, and the potential for robotics to enhance various aspects of surgical procedures beyond pedicle screw placement is explored. In conclusion, we advocate for a shift in focus in spinal robotics, emphasizing the untapped potential to streamline common surgical procedures (such as discectomy, laminectomy, and endoscopy), enhance precision, and improve patient outcomes in areas beyond pedicle screw placement. Future advances in spinal robotics have the potential to transform the surgical landscape, benefitting all stakeholders, including patients, surgeons, and hospitals.

脊柱机器人技术领域取得了长足的进步,主要集中在加强椎弓根螺钉置放方面。本文对当前脊柱机器人技术的发展方向进行了批判性评估,提出了在现有技术已经取得值得称道的成果的情况下,过度强调椎弓根螺钉置入的担忧。对各种参数(包括质量、成本效益和可及性)的讨论突出表明,脊柱手术机器人技术的发展需要更广阔的视野。对比分析表明,导航系统可提供成本效益高、时间效率高的机器人替代方案,且精确度水平相似。患者对机器人介入治疗的需求受感知优越性的影响,因此需要仔细考虑公众的情绪。这篇文章还强调,未来的脊柱外科医生需要保持对传统技术的熟练掌握。文章讨论了行业和主要意见领袖在引导椎弓根螺钉置入方面的影响,强调了采用更全面方法的必要性。我们还讨论了不断发展的脊柱机器人技术领域中的可及性问题和法律考虑因素,并探讨了机器人技术在椎弓根螺钉置入术之外增强外科手术各个方面的潜力。总之,我们主张转变脊柱机器人技术的重点,强调其在简化常见手术程序(如椎间盘切除术、椎板切除术和内窥镜检查)、提高精确度以及改善椎弓根螺钉置入术以外的患者预后方面尚未开发的潜力。脊柱机器人技术的未来发展有可能改变外科手术的格局,使包括患者、外科医生和医院在内的所有利益相关者受益。
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引用次数: 0
Total joint replacement of the lumbar spine: report of the first two cases with 16 years of follow-up. 腰椎全关节置换术:前两例随访 16 年的报告。
Q1 Medicine Pub Date : 2024-09-23 Epub Date: 2024-09-19 DOI: 10.21037/jss-24-50
Louis J Nel, S Craig Humphreys, J Alex Sielatycki, Jon E Block, Scott D Hodges

Background: Total joint replacement (TJR) of the lumbar spine is a revolutionary procedure that couples the clinical benefits of neural decompression with preservation of natural motion and sagittal balance at the operative level. The TJR procedure involves reconstruction of the entire motion segment using a posterior bilateral transforaminal approach to access the disc space. The TJR implant (MOTUS, 3Spine, Chattanooga, TN, USA) replaces the function of the intervertebral disc and facet joints, performing biomechanically as a new articulation for the resected, degenerated disc and facets. The implant has been optimized to simulate the kinematic characteristics of the three-joint complex.

Case description: Two male patients, ages 32 and 38 years, underwent the first TJR procedures in 2007 in South Africa. Both patients had imaging evidence of advanced spinal degeneration with unremitting back and leg pain refractory to conservative management. Symptom amelioration was achieved postoperatively with markedly reduced pains scores and improved function at clinical follow-up. Both cases were recently re-examined after 16 years and the patients reported that the procedure significantly changed their lives. Neither believes they have a lingering back condition and they have been able to fully participate in all functions related to work, family and recreation. There was little to no imaging evidence of adjacent segment disease or arthritic changes at this long-term follow-up interval.

Conclusions: After 16 years of clinical follow-up, the implant continues to function normally, without evidence of adjacent segment degeneration and both patients continue to enjoy activities of daily living without back or leg pain or other functional impairments.

背景:腰椎全关节置换术(TJR)是一种革命性的手术,它将神经减压的临床优势与保留手术水平的自然运动和矢状平衡相结合。TJR 手术采用后方双侧经椎间孔入路进入椎间盘间隙,重建整个运动节段。TJR植入物(MOTUS,3Spine,Chattanooga,TN,USA)取代了椎间盘和椎面关节的功能,在生物力学上作为切除的、退化的椎间盘和椎面的新关节。该植入物经过优化,可模拟三关节复合体的运动学特征:两名分别为 32 岁和 38 岁的男性患者于 2007 年在南非接受了首次 TJR 手术。这两名患者均有晚期脊柱退行性变的影像学证据,且背部和腿部疼痛久治不愈,保守治疗难以奏效。术后症状得到改善,疼痛评分明显降低,临床随访时功能得到改善。这两个病例最近都在 16 年后接受了复查,患者都表示手术极大地改变了他们的生活。他们都不认为自己的背部有任何后遗症,而且他们已经能够完全参与与工作、家庭和娱乐相关的所有活动。在这次长期随访中,几乎没有发现邻近节段疾病或关节炎变化的影像学证据:经过 16 年的临床随访,植入物继续正常发挥功能,没有邻近节段退化的迹象,两名患者继续享受日常生活,没有腰腿痛或其他功能障碍。
{"title":"Total joint replacement of the lumbar spine: report of the first two cases with 16 years of follow-up.","authors":"Louis J Nel, S Craig Humphreys, J Alex Sielatycki, Jon E Block, Scott D Hodges","doi":"10.21037/jss-24-50","DOIUrl":"https://doi.org/10.21037/jss-24-50","url":null,"abstract":"<p><strong>Background: </strong>Total joint replacement (TJR) of the lumbar spine is a revolutionary procedure that couples the clinical benefits of neural decompression with preservation of natural motion and sagittal balance at the operative level. The TJR procedure involves reconstruction of the entire motion segment using a posterior bilateral transforaminal approach to access the disc space. The TJR implant (MOTUS, 3Spine, Chattanooga, TN, USA) replaces the function of the intervertebral disc and facet joints, performing biomechanically as a new articulation for the resected, degenerated disc and facets. The implant has been optimized to simulate the kinematic characteristics of the three-joint complex.</p><p><strong>Case description: </strong>Two male patients, ages 32 and 38 years, underwent the first TJR procedures in 2007 in South Africa. Both patients had imaging evidence of advanced spinal degeneration with unremitting back and leg pain refractory to conservative management. Symptom amelioration was achieved postoperatively with markedly reduced pains scores and improved function at clinical follow-up. Both cases were recently re-examined after 16 years and the patients reported that the procedure significantly changed their lives. Neither believes they have a lingering back condition and they have been able to fully participate in all functions related to work, family and recreation. There was little to no imaging evidence of adjacent segment disease or arthritic changes at this long-term follow-up interval.</p><p><strong>Conclusions: </strong>After 16 years of clinical follow-up, the implant continues to function normally, without evidence of adjacent segment degeneration and both patients continue to enjoy activities of daily living without back or leg pain or other functional impairments.</p>","PeriodicalId":17131,"journal":{"name":"Journal of spine surgery","volume":"10 3","pages":"583-589"},"PeriodicalIF":0.0,"publicationDate":"2024-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11467273/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142468516","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Deformity correction from the convexity of the curve in neuromuscular scoliosis. 神经肌肉性脊柱侧凸的曲线畸形矫正。
Q1 Medicine Pub Date : 2024-06-21 Epub Date: 2024-05-09 DOI: 10.21037/jss-23-128
José María Hernández Mateo, Jaime Flores Gallardo, Oscar Riquelme García, Azucena García Martín, Cristina Igualada Blázquez, María Coro Solans López, Laura Muñoz Núñez, Luis Alejandro Esparragoza Cabrera

Background: "Convex Pedicle Screw Technique" reduces the theoretical risk of neurovascular injury. Our aim is to evaluate the efficacy of this technique in patients with neuromuscular scoliosis (NMS).

Methods: Retrospective study of 12 patients who underwent a Convex Pedicle Screw Technique and were diagnosed with NMS. Patients who had undergone previous spinal surgery were excluded. The minimum follow-up required was 24 months. Demographic data, intraoperative data, neurovascular complications and neurophysiological events requiring implant repositioning, as well as pre- and postoperative radiological variables were collected.

Results: Twelve patients diagnosed with NMS underwent surgery. The median operative time was 217 minutes. Mean blood loss was 3.8±1.1 g/dL hemoglobin (Hb). The median postoperative stay was 8.8±4 days. A reduction of the Cobb angle in primary curve of 49.1% (from 52.8°±18° to 26.5°±12.6°; P<0.001) and in secondary curve of 25.2% (from 27.8°±18.9° to 18.3°±13.3°; P=0.10) was achieved. Coronal balance improved by 69.4% (7.5±46.2 vs. 2.3±20.9 mm; P=0.72) and sagittal balance by 75% (from -14.1±71.8 vs. -3.5±48.6 mm; P=0.50). There were no neurovascular complications. There were no intraoperative neurophysiological events requiring implant repositioning, nor during reduction maneuvers. No infections were reported.

Conclusions: The correction of the deformity from convexity in NMS achieves similar results to other techniques, and a very low complication rate.

背景介绍"凸面椎弓根螺钉技术 "可降低神经血管损伤的理论风险。我们的目的是评估该技术对神经肌肉性脊柱侧凸(NMS)患者的疗效:方法:对 12 名接受凸面椎弓根螺钉技术并被诊断为 NMS 的患者进行回顾性研究。之前接受过脊柱手术的患者被排除在外。最短随访时间为 24 个月。研究人员收集了患者的人口统计学数据、术中数据、神经血管并发症、需要重新定位植入物的神经电生理事件以及术前和术后的放射学变量:12名确诊为NMS的患者接受了手术。中位手术时间为 217 分钟。平均失血量为 3.8±1.1 g/dL 血红蛋白(Hb)。术后中位住院时间为 8.8±4 天。主要曲线的Cobb角缩小了49.1%(从52.8°±18°缩小到26.5°±12.6°;Pvs.无神经血管并发症。术中没有发生需要重新定位植入物的神经生理事件,在缩小操作过程中也没有发生神经生理事件。无感染报告:结论:NMS凸畸形的矫正效果与其他技术相似,并发症发生率极低。
{"title":"Deformity correction from the convexity of the curve in neuromuscular scoliosis.","authors":"José María Hernández Mateo, Jaime Flores Gallardo, Oscar Riquelme García, Azucena García Martín, Cristina Igualada Blázquez, María Coro Solans López, Laura Muñoz Núñez, Luis Alejandro Esparragoza Cabrera","doi":"10.21037/jss-23-128","DOIUrl":"10.21037/jss-23-128","url":null,"abstract":"<p><strong>Background: </strong>\"Convex Pedicle Screw Technique\" reduces the theoretical risk of neurovascular injury. Our aim is to evaluate the efficacy of this technique in patients with neuromuscular scoliosis (NMS).</p><p><strong>Methods: </strong>Retrospective study of 12 patients who underwent a Convex Pedicle Screw Technique and were diagnosed with NMS. Patients who had undergone previous spinal surgery were excluded. The minimum follow-up required was 24 months. Demographic data, intraoperative data, neurovascular complications and neurophysiological events requiring implant repositioning, as well as pre- and postoperative radiological variables were collected.</p><p><strong>Results: </strong>Twelve patients diagnosed with NMS underwent surgery. The median operative time was 217 minutes. Mean blood loss was 3.8±1.1 g/dL hemoglobin (Hb). The median postoperative stay was 8.8±4 days. A reduction of the Cobb angle in primary curve of 49.1% (from 52.8°±18° to 26.5°±12.6°; P<0.001) and in secondary curve of 25.2% (from 27.8°±18.9° to 18.3°±13.3°; P=0.10) was achieved. Coronal balance improved by 69.4% (7.5±46.2 <i>vs.</i> 2.3±20.9 mm; P=0.72) and sagittal balance by 75% (from -14.1±71.8 <i>vs.</i> -3.5±48.6 mm; P=0.50). There were no neurovascular complications. There were no intraoperative neurophysiological events requiring implant repositioning, nor during reduction maneuvers. No infections were reported.</p><p><strong>Conclusions: </strong>The correction of the deformity from convexity in NMS achieves similar results to other techniques, and a very low complication rate.</p>","PeriodicalId":17131,"journal":{"name":"Journal of spine surgery","volume":"10 2","pages":"224-231"},"PeriodicalIF":0.0,"publicationDate":"2024-06-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11224787/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141555092","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Side specific differences of Hounsfield-Units in the osteoporotic lumbar spine. 骨质疏松症腰椎中 Hounsfield-Units 的侧面特异性差异。
Q1 Medicine Pub Date : 2024-06-21 Epub Date: 2024-06-11 DOI: 10.21037/jss-23-121
Florian Metzner, Rebekka Reise, Christoph-Eckhard Heyde, Nicolas Heinz von der Höh, Stefan Schleifenbaum

Background: Gold standard for determining bone density as a surrogate parameter of bone quality is measurement of bone mineral density (BMD) by dual energy X-ray absorptiometry (DXA), most commonly performed on the lumbar spine (L1-L4). Computed tomography (CT) data are often available for surgical planning prior to spine procedures, but currently this information is not standardized for bone quality assessment. Besides, measuring the Hounsfield-Units (HU) is also of great importance in the context of biomechanical studies. This in vitro study aims in comparing BMD from DXA and HU based on diagnostic CT scans. In addition, methods are presented to quantify local density variations within bones.

Methods: One hundred and seventy-six vertebrae (L1-L4) from 44 body donors (age 84.0±8.7 years) were studied. DXA measurements were obtained on the complete vertebrae to determine BMD, as well as axial CT scans with a slice thickness of 1 mm. Using Mimics Innovation Suite image processing software (Materialise NV, Leuven, Belgium), two volumes (whole vertebra vs. spongious bone) were formed for each vertebra, which in turn were divided in their left and right sides. From these total of six volumes, the respective mean HU was determined. HU of the whole vertebra and just spongious HU were compared with the BMD of the corresponding vertebrae. Side specific differences were calculated as relative values.

Results: Whole bone and spongious HU correlated significantly (P>0.001; α=0.01) with BMD. A positive linear correlation was found, which was more pronounced for whole bone HU (R=0.72) than for spongious HU (R=0.62). When comparing the left and right sides within each vertebra, the HU was found to be 10% larger on average on one side compared to the opposite side. In some cases, the difference of left and right spongious bone can be up to 170%. There is a tendency for the side comparison to be larger for the spongious HU than for the whole vertebra.

Conclusions: Determination of HU from clinical CT scans is an important tool for assessing bone quality, primarily by including the cortical portion in the calculation of HU. Unlike BMD, HU can be used to distinguish precisely between individual regions. Some of the very large side-specific gradients of the HU indicate an enormous application potential for preoperative patient-specific planning.

背景:确定骨密度作为骨质替代参数的黄金标准是通过双能 X 射线吸收测定法(DXA)测量骨矿物质密度(BMD),最常见的测量方法是腰椎(L1-L4)。计算机断层扫描(CT)数据通常可用于脊柱手术前的手术规划,但目前这一信息尚未标准化,无法用于骨质评估。此外,在生物力学研究中,测量亨斯菲尔德单位(HU)也非常重要。这项体外研究旨在比较 DXA 测量的 BMD 和基于诊断 CT 扫描的 HU。此外,还介绍了量化骨骼内部局部密度变化的方法:方法:研究了 44 名捐献者(年龄为 84.0±8.7 岁)的 176 个椎骨(L1-L4)。对完整椎骨进行了 DXA 测量,以确定 BMD,并进行了切片厚度为 1 毫米的轴向 CT 扫描。使用 Mimics Innovation Suite 图像处理软件(Materialise NV,比利时鲁汶),每个椎体形成两个体积(整个椎体与海绵状骨),然后分为左右两侧。从这总共六个体积中确定各自的平均 HU 值。将整个椎体的 HU 和仅海绵状骨的 HU 与相应椎体的 BMD 进行比较。以相对值计算各侧的差异:结果:整块骨和海绵体的 HU 与 BMD 显著相关(P>0.001;α=0.01)。全骨 HU(R=0.72)与海绵状 HU(R=0.62)呈正线性相关。在比较每个椎骨的左右两侧时,发现一侧的 HU 平均比另一侧大 10%。在某些情况下,左右海绵状骨的差异可高达 170%。与整个椎体相比,一侧海绵状骨的 HU 值有增大的趋势:通过临床 CT 扫描确定 HU 是评估骨质的重要工具,主要是通过将皮质部分纳入 HU 的计算。与 BMD 不同,HU 可用来精确区分各个区域。HU的一些非常大的侧特异性梯度表明,它在术前病人特异性规划方面具有巨大的应用潜力。
{"title":"Side specific differences of Hounsfield-Units in the osteoporotic lumbar spine.","authors":"Florian Metzner, Rebekka Reise, Christoph-Eckhard Heyde, Nicolas Heinz von der Höh, Stefan Schleifenbaum","doi":"10.21037/jss-23-121","DOIUrl":"10.21037/jss-23-121","url":null,"abstract":"<p><strong>Background: </strong>Gold standard for determining bone density as a surrogate parameter of bone quality is measurement of bone mineral density (BMD) by dual energy X-ray absorptiometry (DXA), most commonly performed on the lumbar spine (L1-L4). Computed tomography (CT) data are often available for surgical planning prior to spine procedures, but currently this information is not standardized for bone quality assessment. Besides, measuring the Hounsfield-Units (HU) is also of great importance in the context of biomechanical studies. This <i>in vitro</i> study aims in comparing BMD from DXA and HU based on diagnostic CT scans. In addition, methods are presented to quantify local density variations within bones.</p><p><strong>Methods: </strong>One hundred and seventy-six vertebrae (L1-L4) from 44 body donors (age 84.0±8.7 years) were studied. DXA measurements were obtained on the complete vertebrae to determine BMD, as well as axial CT scans with a slice thickness of 1 mm. Using Mimics Innovation Suite image processing software (Materialise NV, Leuven, Belgium), two volumes (whole vertebra <i>vs.</i> spongious bone) were formed for each vertebra, which in turn were divided in their left and right sides. From these total of six volumes, the respective mean HU was determined. HU of the whole vertebra and just spongious HU were compared with the BMD of the corresponding vertebrae. Side specific differences were calculated as relative values.</p><p><strong>Results: </strong>Whole bone and spongious HU correlated significantly (P>0.001; α=0.01) with BMD. A positive linear correlation was found, which was more pronounced for whole bone HU (R=0.72) than for spongious HU (R=0.62). When comparing the left and right sides within each vertebra, the HU was found to be 10% larger on average on one side compared to the opposite side. In some cases, the difference of left and right spongious bone can be up to 170%. There is a tendency for the side comparison to be larger for the spongious HU than for the whole vertebra.</p><p><strong>Conclusions: </strong>Determination of HU from clinical CT scans is an important tool for assessing bone quality, primarily by including the cortical portion in the calculation of HU. Unlike BMD, HU can be used to distinguish precisely between individual regions. Some of the very large side-specific gradients of the HU indicate an enormous application potential for preoperative patient-specific planning.</p>","PeriodicalId":17131,"journal":{"name":"Journal of spine surgery","volume":"10 2","pages":"232-243"},"PeriodicalIF":0.0,"publicationDate":"2024-06-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11224781/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141555106","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine learning approach to predict venous thromboembolism among patients undergoing multi-level spinal posterior instrumented fusion. 用机器学习方法预测多层次脊柱后路器械融合术患者的静脉血栓栓塞。
Q1 Medicine Pub Date : 2024-06-21 Epub Date: 2024-06-17 DOI: 10.21037/jss-24-8
Kevin Y Heo, Prashant V Rajan, Sameer Khawaja, Lauren A Barber, Sangwook Tim Yoon

Background: The absence of consensus for prophylaxis of venous thromboembolism (VTE) in spine surgery underscores the importance of identifying patients at risk. This study incorporated machine learning (ML) models to assess key risk factors of VTE in patients who underwent posterior spinal instrumented fusion.

Methods: Data was collected from the IBM MarketScan Database [2009-2021] for patients ≥18 years old who underwent spinal posterior instrumentation (3-6 levels), excluding traumas, malignancies, and infections. VTE incidence (deep vein thrombosis and pulmonary embolism) was recorded 90-day post-surgery. Risk factors for VTE were investigated and compared through several ML models including logistic regression, linear support vector machine (LSVM), random forest, XGBoost, and neural networks.

Results: Among the 141,697 patients who underwent spinal fusion with posterior instrumentation (3-6 levels), the overall 90-day VTE rate was 3.81%. The LSVM model demonstrated the best prediction with an area under the curve (AUC) of 0.68. The most important features for prediction of VTE included remote history of VTE, diagnosis of chronic hypercoagulability, metastatic cancer, hemiplegia, and chronic renal disease. Patients who did not have these five key risk factors had a 90-day VTE rate of 2.95%. Patients who had an increasing number of key risk factors had subsequently higher risks of postoperative VTE.

Conclusions: The analysis of the data with different ML models identified 5 key variables that are most closely associated with VTE. Using these variables, we have developed a simple risk model with additive odds ratio ranging from 2.80 (1 risk factor) to 46.92 (4 risk factors) over 90 days after posterior spinal fusion surgery. These findings can help surgeons risk-stratify their patients for VTE risk, and potentially guide subsequent chemoprophylaxis.

背景:脊柱手术中静脉血栓栓塞症(VTE)的预防缺乏共识,这凸显了识别高危患者的重要性。本研究采用机器学习(ML)模型评估脊柱后路器械融合术患者发生 VTE 的关键风险因素:从 IBM MarketScan 数据库[2009-2021]中收集了年龄≥18 岁、接受脊柱后路器械融合术(3-6 级)患者的数据,不包括外伤、恶性肿瘤和感染。记录了手术后 90 天的 VTE 发生率(深静脉血栓和肺栓塞)。通过多种 ML 模型(包括逻辑回归、线性支持向量机 (LSVM)、随机森林、XGBoost 和神经网络)对 VTE 的风险因素进行了研究和比较:在 141,697 名接受后路器械脊柱融合术(3-6 级)的患者中,90 天 VTE 总发生率为 3.81%。LSVM 模型的预测效果最佳,其曲线下面积 (AUC) 为 0.68。预测 VTE 的最重要特征包括 VTE 远期病史、慢性高凝状态诊断、转移性癌症、偏瘫和慢性肾病。不存在这五个关键风险因素的患者的 90 天 VTE 发生率为 2.95%。关键风险因素越多的患者术后发生 VTE 的风险越高:通过使用不同的 ML 模型对数据进行分析,确定了与 VTE 关系最为密切的 5 个关键变量。利用这些变量,我们建立了一个简单的风险模型,在脊柱后路融合手术后 90 天内,加性几率从 2.80(1 个风险因素)到 46.92(4 个风险因素)不等。这些发现可以帮助外科医生对患者进行 VTE 风险分级,并为后续的化学预防提供潜在指导。
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引用次数: 0
期刊
Journal of spine surgery
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