Study designA retrospective cross-sectional study.ObjectivesTo evaluate the impact of coronal plane imbalance in adult degenerative scoliosis (ADS) on the severity and side-specific pattern of hip osteoarthritis (OA).MethodsPatients older than 50 years with Cobb angle >10° who underwent preoperative EOS images were retrospectively recruited. Hip OA severity was assessed using Kellgren-Lawrence (KL) grades and categorized into mild (KL <3 bilaterally) or severe (≥ one hip with KL ≥3). Coronal parameters-including Cobb angle, apical vertebral translation (AVT), pelvic obliquity (PO), and coronal balance distance-along with sagittal spinopelvic parameters were measured. Associations between radiographic variables and OA severity (worse, concave, and convex sides) were evaluated using Spearman correlation and multivariate logistic regression.ResultsAmong 189 patients, those with severe hip OA demonstrated significantly greater AVT and PO despite similar Cobb angles. AVT correlated with worse-side OA (r = 0.259, P < 0.001), convex-side OA (r = 0.154, P = 0.034), and concave-side OA (r = 0.246, P < 0.001); PO correlated with worse-side and concave-side OA. Logistic regression identified AVT as an independent risk factor for worse-side (OR 1.062) and concave-side OA (OR 1.077), whereas Cobb angle appeared protective for convex-side OA (OR 0.942). Sagittal parameters (PT, PI-LL, SVA) were also elevated in severe OA patients, consistent with hip-spine compensatory mechanisms.ConclusionCoronal imbalance in ADS, particularly increased AVT and pelvic obliquity, is associated with the severity and asymmetry of hip OA independent of Cobb angle magnitude. AVT may serve as a radiographic marker for identifying ADS patients at higher risk of asymmetric hip degeneration.
研究设计:回顾性横断面研究。目的探讨成人退行性脊柱侧凸(ADS)患者冠状面失衡对髋关节骨关节炎(OA)严重程度和侧特异性的影响。方法回顾性招募年龄大于50岁、Cobb角bbb10°且术前行EOS成像的患者。采用Kellgren-Lawrence (KL)分级评估髋部OA严重程度,并将其分为轻度(KL P < 0.001)、凸侧OA (r = 0.154, P = 0.034)和凹侧OA (r = 0.246, P < 0.001);PO与不良侧和凹侧OA相关。Logistic回归发现AVT是严重侧OA (OR 1.062)和凹侧OA (OR 1.077)的独立危险因素,而Cobb角对凸侧OA具有保护作用(OR 0.942)。严重OA患者矢状面参数(PT, PI-LL, SVA)也升高,与髋-脊柱代偿机制一致。结论ADS患者冠状面不平衡,尤其是AVT和骨盆倾斜增加,与髋关节OA的严重程度和不对称性相关,与Cobb角大小无关。AVT可作为识别非对称髋关节退变高风险的ADS患者的影像学标记。
{"title":"Apical Vertebral Translation as a Coronal Risk Factor for Side-Specific Hip Osteoarthritis in Adult Degenerative Scoliosis.","authors":"Zhongning Xu, Xiaofeng Ma, Xin Chen, Shuquan Zhang, Bin Xiao, Yanbin Zhang","doi":"10.1177/21925682261437748","DOIUrl":"10.1177/21925682261437748","url":null,"abstract":"<p><p>Study designA retrospective cross-sectional study.ObjectivesTo evaluate the impact of coronal plane imbalance in adult degenerative scoliosis (ADS) on the severity and side-specific pattern of hip osteoarthritis (OA).MethodsPatients older than 50 years with Cobb angle >10° who underwent preoperative EOS images were retrospectively recruited. Hip OA severity was assessed using Kellgren-Lawrence (KL) grades and categorized into mild (KL <3 bilaterally) or severe (≥ one hip with KL ≥3). Coronal parameters-including Cobb angle, apical vertebral translation (AVT), pelvic obliquity (PO), and coronal balance distance-along with sagittal spinopelvic parameters were measured. Associations between radiographic variables and OA severity (worse, concave, and convex sides) were evaluated using Spearman correlation and multivariate logistic regression.ResultsAmong 189 patients, those with severe hip OA demonstrated significantly greater AVT and PO despite similar Cobb angles. AVT correlated with worse-side OA (r = 0.259, <i>P</i> < 0.001), convex-side OA (r = 0.154, <i>P</i> = 0.034), and concave-side OA (r = 0.246, <i>P</i> < 0.001); PO correlated with worse-side and concave-side OA. Logistic regression identified AVT as an independent risk factor for worse-side (OR 1.062) and concave-side OA (OR 1.077), whereas Cobb angle appeared protective for convex-side OA (OR 0.942). Sagittal parameters (PT, PI-LL, SVA) were also elevated in severe OA patients, consistent with hip-spine compensatory mechanisms.ConclusionCoronal imbalance in ADS, particularly increased AVT and pelvic obliquity, is associated with the severity and asymmetry of hip OA independent of Cobb angle magnitude. AVT may serve as a radiographic marker for identifying ADS patients at higher risk of asymmetric hip degeneration.</p>","PeriodicalId":12680,"journal":{"name":"Global Spine Journal","volume":" ","pages":"21925682261437748"},"PeriodicalIF":3.0,"publicationDate":"2026-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13004709/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147491164","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-20DOI: 10.1177/21925682261438475
Mark Miller, Hunter Smith, Omar Sbaih, Matthew Meade, Ruchir Nanavati, Nithin Gupta, William DiCiurcio, Gregory Schroeder, Christopher Kepler, Barrett Woods
Study DesignRetrospective Propensity-Matched Analysis.ObjectivesOptimal control of postoperative pain while minimizing opioid consumption is paramount in spine surgery. While gabapentinoids have robust utilization for the treatment of neuropathic pain and neuroprotective effects, their interplay in multimodal analgesia following ACDF is unclear. The objective of the present study was to investigate the association between postoperative gabapentinoid use and postoperative opioid use following ACDF.MethodsWe conducted a retrospective cohort study using the TriNetX Research network, identifying adult patients who underwent ACDF between 2003-2023. Patients with chronic opioid use were excluded. After 1:1 propensity score matching, cohorts were constructed based on receipt of postoperative gabapentinoids vs acetaminophen monotherapy. Outcomes included opioid utilization and surgical/systemic complications across standardized follow-up intervals (30 days, 90 days, 6 months, 1 year, 2 years, and 5 years). Risk ratios with 95% confidence intervals were calculated, and Kaplan-Meier analyses assessed time-to-event outcomes.ResultsAfter matching, 32 455 patients were included in each group. Gabapentinoid use was associated with higher opioid consumption at every interval, persisting through 5 years (2.29% vs 0.51% at 5 years, RR 4.61, P < 0.001). Gabapentinoid recipients had a greater risk of pneumonia and respiratory failure across multiple timepoints. Kaplan-Meier curves demonstrated durable separation between groups for pneumonia, respiratory failure, and opioid use (all log-rank P < 0.001).ConclusionGabapentinoids use following ACDF was associated with increased opioid utilization and higher complication rates, challenging their presumed benefit in this setting. These findings suggest that gabapentinoids may not be an effective adjunct in multimodal pain regimens for ACDF.
研究设计:回顾性倾向匹配分析。目的在减少阿片类药物使用的同时,优化控制术后疼痛是脊柱外科手术的首要任务。虽然加巴喷丁类药物在神经性疼痛的治疗和神经保护作用方面有很强的应用,但它们在ACDF后的多模态镇痛中的相互作用尚不清楚。本研究的目的是调查ACDF术后加巴喷丁类药物使用与术后阿片类药物使用之间的关系。方法:我们使用TriNetX研究网络进行了一项回顾性队列研究,确定了2003-2023年间接受ACDF的成年患者。排除慢性阿片类药物使用的患者。在1:1倾向评分匹配后,根据术后加巴喷丁类药物与对乙酰氨基酚单一治疗的接受情况构建队列。结果包括阿片类药物使用和手术/全身并发症在标准化随访期间(30天、90天、6个月、1年、2年和5年)。计算95%置信区间的风险比,Kaplan-Meier分析评估事件发生时间。结果经配对后,两组共纳入32 455例患者。加巴喷丁类药物的使用在每个间隔都与较高的阿片类药物消耗相关,持续5年(2.29% vs 0.51%, RR 4.61, P < 0.001)。在多个时间点上,加巴喷丁类药物接受者发生肺炎和呼吸衰竭的风险更高。Kaplan-Meier曲线显示肺炎、呼吸衰竭和阿片类药物使用组之间存在持久的分离(所有log-rank P < 0.001)。结论ACDF后使用abapentinoids与阿片类药物使用率增加和并发症发生率升高相关,挑战了它们在这种情况下的预期益处。这些发现表明,加巴喷丁类药物可能不是ACDF的多模式疼痛方案的有效辅助。
{"title":"Does Gabapentin Use Following ACDF Decrease Opioid Utilization? A Retrospective Propensity-Matched Analysis Conducted in Academic Medical Centers.","authors":"Mark Miller, Hunter Smith, Omar Sbaih, Matthew Meade, Ruchir Nanavati, Nithin Gupta, William DiCiurcio, Gregory Schroeder, Christopher Kepler, Barrett Woods","doi":"10.1177/21925682261438475","DOIUrl":"10.1177/21925682261438475","url":null,"abstract":"<p><p>Study DesignRetrospective Propensity-Matched Analysis.ObjectivesOptimal control of postoperative pain while minimizing opioid consumption is paramount in spine surgery. While gabapentinoids have robust utilization for the treatment of neuropathic pain and neuroprotective effects, their interplay in multimodal analgesia following ACDF is unclear. The objective of the present study was to investigate the association between postoperative gabapentinoid use and postoperative opioid use following ACDF.MethodsWe conducted a retrospective cohort study using the TriNetX Research network, identifying adult patients who underwent ACDF between 2003-2023. Patients with chronic opioid use were excluded. After 1:1 propensity score matching, cohorts were constructed based on receipt of postoperative gabapentinoids vs acetaminophen monotherapy. Outcomes included opioid utilization and surgical/systemic complications across standardized follow-up intervals (30 days, 90 days, 6 months, 1 year, 2 years, and 5 years). Risk ratios with 95% confidence intervals were calculated, and Kaplan-Meier analyses assessed time-to-event outcomes.ResultsAfter matching, 32 455 patients were included in each group. Gabapentinoid use was associated with higher opioid consumption at every interval, persisting through 5 years (2.29% vs 0.51% at 5 years, RR 4.61, <i>P</i> < 0.001). Gabapentinoid recipients had a greater risk of pneumonia and respiratory failure across multiple timepoints. Kaplan-Meier curves demonstrated durable separation between groups for pneumonia, respiratory failure, and opioid use (all log-rank <i>P</i> < 0.001).ConclusionGabapentinoids use following ACDF was associated with increased opioid utilization and higher complication rates, challenging their presumed benefit in this setting. These findings suggest that gabapentinoids may not be an effective adjunct in multimodal pain regimens for ACDF.</p>","PeriodicalId":12680,"journal":{"name":"Global Spine Journal","volume":" ","pages":"21925682261438475"},"PeriodicalIF":3.0,"publicationDate":"2026-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13004716/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147491183","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Study DesignRetrospective cohort study.ObjectiveTo evaluate the predictive performance (discrimination and calibration) of the mFI-5 for major postoperative complications in thoracolumbar spine surgery, and to compare its effectiveness in low-, moderate-, and high-complexity procedures.MethodsThe study was conducted on adult patients (>18 years) who underwent thoracolumbar spine surgery at a single tertiary care center between 2017 and 2020. The primary outcome was the incidence of major complications within 90 days. Model discrimination was assessed using the area under the receiver operating characteristic curve (AUROC), and calibration was evaluated with calibration-in-the-large (CITL), calibration slope, and the Hosmer-Lemeshow test.ResultsA total of 839 patients were included (mean age: 62.8 years; SD: 16.8). Major complications occurred in 8.2% of cases. The mFI-5 demonstrated fair discrimination (AUROC: 0.66; 95% CI: 0.60-0.70) and excellent calibration (slope = 1, CITL = 0; Hosmer-Lemeshow P = .99). Stratified analysis showed improved discrimination in high-complexity surgeries (AUROC: 0.74; 95% CI: 0.64-0.84), compared to moderate (0.62; 95% CI: 0.48-0.74) and low complexity (0.63; 95% CI: 0.50-0.74) procedures. Readmission rates were 7% at 30 days and 9% at 90 days, with a 6-month mortality rate of 1%.ConclusionThe mFI-5 is a valuable tool for predicting major complications in thoracolumbar spine surgery, particularly in high-complexity procedures. Its predictive performance is limited in lower-complexity surgeries. Further prospective studies are needed to validate its use and enhance preoperative risk stratification.
{"title":"The Modified 5-Item Frailty Index as a Predictor of Postoperative Complications in Patients Undergoing Spinal Surgery. Performance Comparison at Different Levels of Surgical Complexity.","authors":"Gonzalo Kido, Nicolas Molho, Patricio Encinar, Camila Juana, Matias Petracchi, Marcelo Gruenberg","doi":"10.1177/21925682261436342","DOIUrl":"10.1177/21925682261436342","url":null,"abstract":"<p><p>Study DesignRetrospective cohort study.ObjectiveTo evaluate the predictive performance (discrimination and calibration) of the mFI-5 for major postoperative complications in thoracolumbar spine surgery, and to compare its effectiveness in low-, moderate-, and high-complexity procedures.MethodsThe study was conducted on adult patients (>18 years) who underwent thoracolumbar spine surgery at a single tertiary care center between 2017 and 2020. The primary outcome was the incidence of major complications within 90 days. Model discrimination was assessed using the area under the receiver operating characteristic curve (AUROC), and calibration was evaluated with calibration-in-the-large (CITL), calibration slope, and the Hosmer-Lemeshow test.ResultsA total of 839 patients were included (mean age: 62.8 years; SD: 16.8). Major complications occurred in 8.2% of cases. The mFI-5 demonstrated fair discrimination (AUROC: 0.66; 95% CI: 0.60-0.70) and excellent calibration (slope = 1, CITL = 0; Hosmer-Lemeshow <i>P</i> = .99). Stratified analysis showed improved discrimination in high-complexity surgeries (AUROC: 0.74; 95% CI: 0.64-0.84), compared to moderate (0.62; 95% CI: 0.48-0.74) and low complexity (0.63; 95% CI: 0.50-0.74) procedures. Readmission rates were 7% at 30 days and 9% at 90 days, with a 6-month mortality rate of 1%.ConclusionThe mFI-5 is a valuable tool for predicting major complications in thoracolumbar spine surgery, particularly in high-complexity procedures. Its predictive performance is limited in lower-complexity surgeries. Further prospective studies are needed to validate its use and enhance preoperative risk stratification.</p>","PeriodicalId":12680,"journal":{"name":"Global Spine Journal","volume":" ","pages":"21925682261436342"},"PeriodicalIF":3.0,"publicationDate":"2026-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13004708/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147485536","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-18DOI: 10.1177/21925682261436323
Dylan Moran, Philip Zakko, Jeremy Policht, Kedar Roderick, Daniel Park
Study DesignProspective cohort study.ObjectivesTo evaluate postoperative opioid use in opioid-naive patients undergoing lumbar or cervical spine surgery and assess the impact of surgical approach (open vs minimally invasive) and number of operative levels on opioid consumption.MethodsA prospective cohort of 217 opioid-naive patients undergoing outpatient spine surgery from August 2023 to December 2024 was analyzed. Patients were stratified by surgical approach (open, tubular, endoscopic) and by single-vs multilevel procedures. Opioid usage was measured in total morphine milligram equivalents (MME) based on patient-reported pill counts at 2 weeks and follow-up interviews at 3 months.ResultsPatients undergoing single-level procedures used significantly fewer opioids than those undergoing multilevel procedures (75.1 ± 97.0 MME vs 167.3 ± 239.6 MME; P = .0068). Among lumbar surgeries, endoscopic procedures had the lowest average opioid use (48.6 ± 57.8 MME), significantly less than open procedures (164.7 ± 223.7 MME; P = .0021). Overall, 17.5% of patients required no postoperative opioids, with the highest rate seen in the single-level endoscopic group (36.3%).ConclusionMinimally invasive spine surgery techniques, particularly endoscopic and tubular approaches, were associated with reduced postoperative opioid use and fewer refill requests compared to open procedures within this heterogeneous cohort of lumbar and cervical procedures. Multilevel surgeries were associated with higher opioid consumption. These findings support the development of tailored opioid prescribing protocols for opioid-naive patients, potentially reducing overprescription and improving pain management. Patient education on non-opioid analgesia and standardized prescribing guidelines may further reduce opioid reliance after spine surgery.
研究设计前瞻性队列研究。目的评价初诊阿片类药物的腰椎或颈椎手术患者术后阿片类药物的使用情况,评估手术入路(开放与微创)和手术次数对阿片类药物使用的影响。方法对2023年8月至2024年12月接受门诊脊柱手术的217例阿片类药物新手患者进行前瞻性队列分析。患者通过手术入路(开放、管状、内窥镜)和单节段与多节段手术进行分层。阿片类药物的使用以总吗啡毫克当量(MME)衡量,基于患者报告的2周药片数量和3个月的随访访谈。结果单节段手术患者阿片类药物使用明显少于多节段手术患者(75.1±97.0 MME vs 167.3±239.6 MME; P = 0.0068)。在腰椎手术中,内镜手术的平均阿片类药物使用最低(48.6±57.8 MME),显著低于开放手术(164.7±223.7 MME; P = 0.0021)。总体而言,17.5%的患者术后不需要阿片类药物,单级内镜组的比例最高(36.3%)。结论:在腰椎和颈椎手术的异质性队列中,微创脊柱手术技术,特别是内窥镜和管状入路,与开放式手术相比,可以减少术后阿片类药物的使用和更少的再填充请求。多节段手术与更高的阿片类药物消耗相关。这些发现支持为阿片类药物新手患者量身定制阿片类药物处方方案,可能减少过度处方并改善疼痛管理。对患者进行非阿片类镇痛的教育和标准化的处方指南可以进一步减少脊柱手术后对阿片类药物的依赖。
{"title":"Opioid Use in Opioid Naive Patients After Minimally Invasive Spine Surgery.","authors":"Dylan Moran, Philip Zakko, Jeremy Policht, Kedar Roderick, Daniel Park","doi":"10.1177/21925682261436323","DOIUrl":"10.1177/21925682261436323","url":null,"abstract":"<p><p>Study DesignProspective cohort study.ObjectivesTo evaluate postoperative opioid use in opioid-naive patients undergoing lumbar or cervical spine surgery and assess the impact of surgical approach (open vs minimally invasive) and number of operative levels on opioid consumption.MethodsA prospective cohort of 217 opioid-naive patients undergoing outpatient spine surgery from August 2023 to December 2024 was analyzed. Patients were stratified by surgical approach (open, tubular, endoscopic) and by single-vs multilevel procedures. Opioid usage was measured in total morphine milligram equivalents (MME) based on patient-reported pill counts at 2 weeks and follow-up interviews at 3 months.ResultsPatients undergoing single-level procedures used significantly fewer opioids than those undergoing multilevel procedures (75.1 ± 97.0 MME vs 167.3 ± 239.6 MME; <i>P</i> = .0068). Among lumbar surgeries, endoscopic procedures had the lowest average opioid use (48.6 ± 57.8 MME), significantly less than open procedures (164.7 ± 223.7 MME; <i>P</i> = .0021). Overall, 17.5% of patients required no postoperative opioids, with the highest rate seen in the single-level endoscopic group (36.3%).ConclusionMinimally invasive spine surgery techniques, particularly endoscopic and tubular approaches, were associated with reduced postoperative opioid use and fewer refill requests compared to open procedures within this heterogeneous cohort of lumbar and cervical procedures. Multilevel surgeries were associated with higher opioid consumption. These findings support the development of tailored opioid prescribing protocols for opioid-naive patients, potentially reducing overprescription and improving pain management. Patient education on non-opioid analgesia and standardized prescribing guidelines may further reduce opioid reliance after spine surgery.</p>","PeriodicalId":12680,"journal":{"name":"Global Spine Journal","volume":" ","pages":"21925682261436323"},"PeriodicalIF":3.0,"publicationDate":"2026-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12999532/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147473297","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-17DOI: 10.1177/21925682261435502
Yoon Jae Cho, Yong Jae Cho, Yong Geon Park, Myung Soo Youn, Yun Hak Kim, Kyoungjune Pak, Hong Jin Kim, Jung Sub Lee, Tae Sik Goh
Study DesignRetrospective Multicenter Cohort Study.ObjectivesTo develop and validate an AI-based high-speed multi-class instance segmentation system for lumbar spinal endoscopic surgery using multicenter surgical video data and to assess performance across hardware environments.MethodsEndoscopic videos from 112 patients at 5 hospitals (2020-2025) were analyzed. One frame per 300 frames was sampled, yielding 58,087 annotated images for 7 classes (instrument, fat, soft tissue, bone, nerve, disc, vessel). A Segment Anything Model (SAM)-assisted workflow improved annotation efficiency, followed by expert refinement. A YOLOv11-seg model was trained with a patient-level 4:1 split. Performance was evaluated using precision, recall, F1-score, mAP50, and mAP50-95, stratified by surgical approach. Inference speed was benchmarked across CPU (Intel i5/i7) and GPU (RTX 4080/5080) configurations.ResultsIn the biportal group, overall precision, recall, F1-score, and mAP50 were 0.975, 0.633, 0.768, and 0.629, respectively. The uniportal group demonstrated 0.659, 0.670, 0.664, and 0.682, respectively. Class-wise performance varied substantially by surgical approach: the instrument class showed exceptionally high mAP50 (0.949) in uniportal settings, whereas anatomical structures like vessels were detected with superior accuracy in biportal settings (mAP50 = 0.863). Benchmarking yielded 21.86-27.45 FPS with CPU-only, ∼92 FPS with RTX 4080, and ∼117 FPS with RTX 5080.ConclusionsThis multicenter study highlights the potential of high-speed, multi-class instance segmentation in endoscopic spine surgery. Improving model robustness in visually degraded environments requires further research. Prioritizing high precision to prevent surgeon distraction, supported by rapid inference to maintain temporal continuity, is a practical direction for future surgical AI models.
{"title":"High-Speed Instance Segmentation for Endoscopic Spine Surgery: Multicenter Validation and Inference Speed Evaluation.","authors":"Yoon Jae Cho, Yong Jae Cho, Yong Geon Park, Myung Soo Youn, Yun Hak Kim, Kyoungjune Pak, Hong Jin Kim, Jung Sub Lee, Tae Sik Goh","doi":"10.1177/21925682261435502","DOIUrl":"10.1177/21925682261435502","url":null,"abstract":"<p><p>Study DesignRetrospective Multicenter Cohort Study.ObjectivesTo develop and validate an AI-based high-speed multi-class instance segmentation system for lumbar spinal endoscopic surgery using multicenter surgical video data and to assess performance across hardware environments.MethodsEndoscopic videos from 112 patients at 5 hospitals (2020-2025) were analyzed. One frame per 300 frames was sampled, yielding 58,087 annotated images for 7 classes (instrument, fat, soft tissue, bone, nerve, disc, vessel). A Segment Anything Model (SAM)-assisted workflow improved annotation efficiency, followed by expert refinement. A YOLOv11-seg model was trained with a patient-level 4:1 split. Performance was evaluated using precision, recall, F1-score, mAP50, and mAP50-95, stratified by surgical approach. Inference speed was benchmarked across CPU (Intel i5/i7) and GPU (RTX 4080/5080) configurations.ResultsIn the biportal group, overall precision, recall, F1-score, and mAP50 were 0.975, 0.633, 0.768, and 0.629, respectively. The uniportal group demonstrated 0.659, 0.670, 0.664, and 0.682, respectively. Class-wise performance varied substantially by surgical approach: the instrument class showed exceptionally high mAP50 (0.949) in uniportal settings, whereas anatomical structures like vessels were detected with superior accuracy in biportal settings (mAP50 = 0.863). Benchmarking yielded 21.86-27.45 FPS with CPU-only, ∼92 FPS with RTX 4080, and ∼117 FPS with RTX 5080.ConclusionsThis multicenter study highlights the potential of high-speed, multi-class instance segmentation in endoscopic spine surgery. Improving model robustness in visually degraded environments requires further research. Prioritizing high precision to prevent surgeon distraction, supported by rapid inference to maintain temporal continuity, is a practical direction for future surgical AI models.</p>","PeriodicalId":12680,"journal":{"name":"Global Spine Journal","volume":" ","pages":"21925682261435502"},"PeriodicalIF":3.0,"publicationDate":"2026-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12999529/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147473323","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-16DOI: 10.1177/21925682261436344
Audai Abudayeh, Iakiv Fishchenko
{"title":"Sensitivity of the Pooled Surgical Site Infection Estimate to Study Design in a Meta-analysis of Prophylactic Negative Pressure Wound Therapy in Spine Surgery.","authors":"Audai Abudayeh, Iakiv Fishchenko","doi":"10.1177/21925682261436344","DOIUrl":"10.1177/21925682261436344","url":null,"abstract":"","PeriodicalId":12680,"journal":{"name":"Global Spine Journal","volume":" ","pages":"21925682261436344"},"PeriodicalIF":3.0,"publicationDate":"2026-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12995728/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147467803","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Response to the Letter to the Editor on \"Role of Prophylactic Negative Pressure Wound Therapy in Reducing Surgical-Site Infections in Spine Surgery - A Systematic Review and Meta-Analysis\".","authors":"Sathish Muthu, Vibhu Krishnan Viswanathan, Dhibin Vikash Kolarpatti Ponnusamy","doi":"10.1177/21925682261436404","DOIUrl":"10.1177/21925682261436404","url":null,"abstract":"","PeriodicalId":12680,"journal":{"name":"Global Spine Journal","volume":" ","pages":"21925682261436404"},"PeriodicalIF":3.0,"publicationDate":"2026-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12995725/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147467868","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Study DesignRetrospective cohort study.ObjectiveTo establish a novel lumbar subcutaneous adipose classification (LSAC) based on sagittal MRI and determine its predictive value for surgical site infection (SSI) and postoperative adverse events (PAE) following posterior lumbar fusion.MethodsA retrospective analysis of 1122 patients undergoing posterior lumbar interbody fusion was performed. Lumbar subcutaneous adipose distribution at the L3 endplate level was categorized into five types (Low, Cranial, Caudal, Cranial-Caudal, and Diffuse). Surgical segment subcutaneous fat thickness (SFT), facet joint to lumbar dorsal fascia distance (FJ-LDF), paraspinal muscle cross-sectional area, paraspinal muscle fat infiltration, and Modic changes were assessed. Associations between LSAC and SSI/PAE were examined using multivariate logistic regression.ResultsLSAC demonstrated excellent inter- and intra-observer reliability. Significant differences in patient characteristics were observed among the five types, with type 5 and type 2 showing higher BMI, diabetes and spondylolisthesis rate. SSI and PAE incidence were highest in type 5, followed by type 2. Multivariate analyses identified LSAC (OR 1.534, P = 0.007), BMI (OR 1.156, P = 0.010), transfusion (OR 1.002, P < 0.001), and smoking (OR 2.646, P = 0.035) as independent predictors of SSI; and LSAC (OR 1.477, P = 0.002), age (OR 1.037, P = 0.016), smoking (OR 2.607, P = 0.007), and higher drainage volume (OR 1.001, P < 0.001) as predictors of PAE. ROC curve demonstrated that LSAC was more sensitive than BMI and SFT to predict the SSI and PAE.ConclusionThe LSAC system provides a simple, reproducible method for quantifying lumbar subcutaneous fat distribution and outperforms traditional single adiposity indices such as BMI or SFT in predicting postoperative complications. Type 5 and type 2 represent high-risk phenotypes requiring enhanced perioperative optimization and surveillance.
研究设计回顾性队列研究。目的建立一种基于矢状面MRI的腰椎皮下脂肪分类方法(LSAC),并确定其对腰椎后路融合术术后手术部位感染(SSI)和术后不良事件(PAE)的预测价值。方法对1122例后路腰椎椎体间融合术患者进行回顾性分析。腰椎L3终板处皮下脂肪分布分为5种类型(低、颅、尾、颅-尾和弥漫性)。评估手术节段皮下脂肪厚度(SFT)、小关节到腰背筋膜距离(FJ-LDF)、棘旁肌横截面积、棘旁肌脂肪浸润及modc变化。LSAC与SSI/PAE之间的关系采用多元逻辑回归进行检验。结果slsac具有良好的观察者间和观察者内信度。五种类型的患者特征有显著差异,其中5型和2型患者BMI、糖尿病和脊柱滑脱率较高。5型患者SSI和PAE发生率最高,其次是2型。多因素分析发现LSAC (OR 1.534, P = 0.007)、BMI (OR 1.156, P = 0.010)、输血(OR 1.002, P < 0.001)和吸烟(OR 2.646, P = 0.035)是SSI的独立预测因素;LSAC (OR 1.477, P = 0.002)、年龄(OR 1.037, P = 0.016)、吸烟(OR 2.607, P = 0.007)、高引流量(OR 1.001, P < 0.001)是PAE的预测因素。ROC曲线显示LSAC对SSI和PAE的预测比BMI和SFT更敏感。结论LSAC系统为定量腰椎皮下脂肪分布提供了一种简单、可重复的方法,在预测术后并发症方面优于传统的单一脂肪指标(如BMI或SFT)。5型和2型代表高危表型,需要加强围手术期优化和监测。
{"title":"A Novel MRI-Based Lumbar Subcutaneous Adipose Classification for Predicting Surgical Site Infection and Adverse Events after Lumbar Fusion.","authors":"Shiyong Wang, Xiaojin Wu, Waimei Zhu, Xiangdong Gong, Rubin Yao, Haitao Hu, Rudong Chen, Honglai Zhang, Zemin Wang, Wanzhong Yang, Rong Ma, Wei Guo, Kaishun Yang, Zhaohui Ge","doi":"10.1177/21925682261435942","DOIUrl":"10.1177/21925682261435942","url":null,"abstract":"<p><p>Study DesignRetrospective cohort study.ObjectiveTo establish a novel lumbar subcutaneous adipose classification (LSAC) based on sagittal MRI and determine its predictive value for surgical site infection (SSI) and postoperative adverse events (PAE) following posterior lumbar fusion.MethodsA retrospective analysis of 1122 patients undergoing posterior lumbar interbody fusion was performed. Lumbar subcutaneous adipose distribution at the L3 endplate level was categorized into five types (Low, Cranial, Caudal, Cranial-Caudal, and Diffuse). Surgical segment subcutaneous fat thickness (SFT), facet joint to lumbar dorsal fascia distance (FJ-LDF), paraspinal muscle cross-sectional area, paraspinal muscle fat infiltration, and Modic changes were assessed. Associations between LSAC and SSI/PAE were examined using multivariate logistic regression.ResultsLSAC demonstrated excellent inter- and intra-observer reliability. Significant differences in patient characteristics were observed among the five types, with type 5 and type 2 showing higher BMI, diabetes and spondylolisthesis rate. SSI and PAE incidence were highest in type 5, followed by type 2. Multivariate analyses identified LSAC (OR 1.534, <i>P</i> = 0.007), BMI (OR 1.156, <i>P</i> = 0.010), transfusion (OR 1.002, <i>P</i> < 0.001), and smoking (OR 2.646, <i>P</i> = 0.035) as independent predictors of SSI; and LSAC (OR 1.477, <i>P</i> = 0.002), age (OR 1.037, <i>P</i> = 0.016), smoking (OR 2.607, <i>P</i> = 0.007), and higher drainage volume (OR 1.001, <i>P</i> < 0.001) as predictors of PAE. ROC curve demonstrated that LSAC was more sensitive than BMI and SFT to predict the SSI and PAE.ConclusionThe LSAC system provides a simple, reproducible method for quantifying lumbar subcutaneous fat distribution and outperforms traditional single adiposity indices such as BMI or SFT in predicting postoperative complications. Type 5 and type 2 represent high-risk phenotypes requiring enhanced perioperative optimization and surveillance.</p>","PeriodicalId":12680,"journal":{"name":"Global Spine Journal","volume":" ","pages":"21925682261435942"},"PeriodicalIF":3.0,"publicationDate":"2026-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12992137/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147463177","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-13DOI: 10.1177/21925682261435477
Bruno Verna, Ali E Guven, Anna-Maria Mielke, Marco D Burkhard, Vidushi Tripathi, Jonathan Slawitsky, Koki Tsuchiya, Julia Wimmer, Tom Folkerts, Pedro Rochas Torres, Jiaqi Zhu, Jennifer Shue, Andrew A Sama, Federico P Girardi, Frank P Cammisa, Alexander P Hughes
Study DesignRetrospective cross-sectional.ObjectiveDegeneration of paraspinal muscles and intervertebral discs has been associated with adverse outcomes. While vascular influences on lumbar degeneration are known, cervical associations remain unclear. The objective is to evaluate the relationship between carotid artery stenosis (CAS) and cervical paraspinal muscle atrophy as well as its association with intervertebral disc integrity.MethodsPatients undergoing primary cervical spine surgery (2009-2018) with cervical MRI and CTA ≤12 months apart were included. MRIs from C3-C7 quantified fatty infiltration (FI) and functional cross-sectional area (fCSA) in sternocleidomastoid (SCM), anterior group (AG), scalenus (SN), posteromedial (PM), posterolateral (PL), and trapezius (TP) groups. Disc degeneration was evaluated using the Disc Signal Intensity score. Maximum and mean CAS were measured on CTA.ResultsSixty-five patients were included. In multivariable linear regression models, higher mean stenosis was significantly associated with increased FI in multiple muscle groups at C3, as well as the PM at C4 and SCM at C5 (P < 0.05), and with reduced fCSA in the PM and SCM at C4 (P < 0.05). Higher maximum stenosis was associated with increased FI in the SCM and TP at C3 and the PL at C4, along with reduced fCSA in the SCM at C4 (P < 0.05). No significant associations were observed with disc degeneration.ConclusionCAS was associated with cervical muscle atrophy, suggesting a potential link with vascular health. In contrast, disc degeneration showed no association with CAS, suggesting that muscle atrophy and disc degeneration may follow distinct pathways.
{"title":"The Association of Vascular Health With Cervical Paraspinal Muscle Atrophy and Disc Degeneration.","authors":"Bruno Verna, Ali E Guven, Anna-Maria Mielke, Marco D Burkhard, Vidushi Tripathi, Jonathan Slawitsky, Koki Tsuchiya, Julia Wimmer, Tom Folkerts, Pedro Rochas Torres, Jiaqi Zhu, Jennifer Shue, Andrew A Sama, Federico P Girardi, Frank P Cammisa, Alexander P Hughes","doi":"10.1177/21925682261435477","DOIUrl":"10.1177/21925682261435477","url":null,"abstract":"<p><p>Study DesignRetrospective cross-sectional.ObjectiveDegeneration of paraspinal muscles and intervertebral discs has been associated with adverse outcomes. While vascular influences on lumbar degeneration are known, cervical associations remain unclear. The objective is to evaluate the relationship between carotid artery stenosis (CAS) and cervical paraspinal muscle atrophy as well as its association with intervertebral disc integrity.MethodsPatients undergoing primary cervical spine surgery (2009-2018) with cervical MRI and CTA ≤12 months apart were included. MRIs from C3-C7 quantified fatty infiltration (FI) and functional cross-sectional area (fCSA) in sternocleidomastoid (SCM), anterior group (AG), scalenus (SN), posteromedial (PM), posterolateral (PL), and trapezius (TP) groups. Disc degeneration was evaluated using the Disc Signal Intensity score. Maximum and mean CAS were measured on CTA.ResultsSixty-five patients were included. In multivariable linear regression models, higher mean stenosis was significantly associated with increased FI in multiple muscle groups at C3, as well as the PM at C4 and SCM at C5 (<i>P</i> < 0.05), and with reduced fCSA in the PM and SCM at C4 (<i>P</i> < 0.05). Higher maximum stenosis was associated with increased FI in the SCM and TP at C3 and the PL at C4, along with reduced fCSA in the SCM at C4 (<i>P</i> < 0.05). No significant associations were observed with disc degeneration.ConclusionCAS was associated with cervical muscle atrophy, suggesting a potential link with vascular health. In contrast, disc degeneration showed no association with CAS, suggesting that muscle atrophy and disc degeneration may follow distinct pathways.</p>","PeriodicalId":12680,"journal":{"name":"Global Spine Journal","volume":" ","pages":"21925682261435477"},"PeriodicalIF":3.0,"publicationDate":"2026-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12987754/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147443358","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-12DOI: 10.1177/21925682261434216
Hein H R Jonkman, Floris R van Tol, Tim M Govers, Silje A C A Debets, Thomas W Wainwright, Bertrand Debono, Michael M H Yang, Hans D de Boer, Maroeska M Rovers, Jorrit-Jan Verlaan
Study DesignCross-sectional, web-based international survey study.ObjectivesTo assess spine surgeons' perspectives on the importance of Enhanced Recovery After Surgery (ERAS) components and barriers to implementing ERAS programs in degenerative lumbar fusion.MethodsIn May 2024, a web-based survey was distributed to AOSpine members. The survey covered eight ERAS components derived from the 2021 consensus statement for perioperative care in lumbar fusion. Respondents selected up to three components with the biggest perceived impact on recovery and up to three with the greatest room for improvement. Responses were summarized in a priority matrix. Demographics, perceived barriers, and implementation support needs were analyzed using descriptive statistics.ResultsThe survey was accessed by 400 individuals, yielding 322 responses (80.5%) and a 76.7% completion rate. Respondents represented academic (50.6%), private (28.9%), and local/community hospitals (20.5%) worldwide. ERAS components perceived to have the biggest impact on recovery were multimodal opioid-sparing analgesia (73.3%), early mobilization (63.8%), and preoperative education & counselling (58.6%), which were also identified as having the greatest room for improvement (39.4%, 41.4%, and 62.6%, respectively). Key barriers were the absence of clear protocols and guidelines (56.2%), staff shortages (53.8%), and difficulties coordinating implementation and adherence (43.0%).ConclusionMultimodal opioid-sparing analgesia, early mobilization, and preoperative education & counselling were identified as ERAS components with the biggest perceived impact on patient recovery and the greatest room for improvement. Targeted efforts in these domains may represent an important opportunity to enhance perioperative care and support the implementation of ERAS programs in lumbar spinal fusion.
{"title":"Enhanced Recovery After Lumbar Fusion Surgery: An International Survey on Current Practice.","authors":"Hein H R Jonkman, Floris R van Tol, Tim M Govers, Silje A C A Debets, Thomas W Wainwright, Bertrand Debono, Michael M H Yang, Hans D de Boer, Maroeska M Rovers, Jorrit-Jan Verlaan","doi":"10.1177/21925682261434216","DOIUrl":"10.1177/21925682261434216","url":null,"abstract":"<p><p>Study DesignCross-sectional, web-based international survey study.ObjectivesTo assess spine surgeons' perspectives on the importance of Enhanced Recovery After Surgery (ERAS) components and barriers to implementing ERAS programs in degenerative lumbar fusion.MethodsIn May 2024, a web-based survey was distributed to AOSpine members. The survey covered eight ERAS components derived from the 2021 consensus statement for perioperative care in lumbar fusion. Respondents selected up to three components with the biggest perceived impact on recovery and up to three with the greatest room for improvement. Responses were summarized in a priority matrix. Demographics, perceived barriers, and implementation support needs were analyzed using descriptive statistics.ResultsThe survey was accessed by 400 individuals, yielding 322 responses (80.5%) and a 76.7% completion rate. Respondents represented academic (50.6%), private (28.9%), and local/community hospitals (20.5%) worldwide. ERAS components perceived to have the biggest impact on recovery were multimodal opioid-sparing analgesia (73.3%), early mobilization (63.8%), and preoperative education & counselling (58.6%), which were also identified as having the greatest room for improvement (39.4%, 41.4%, and 62.6%, respectively). Key barriers were the absence of clear protocols and guidelines (56.2%), staff shortages (53.8%), and difficulties coordinating implementation and adherence (43.0%).ConclusionMultimodal opioid-sparing analgesia, early mobilization, and preoperative education & counselling were identified as ERAS components with the biggest perceived impact on patient recovery and the greatest room for improvement. Targeted efforts in these domains may represent an important opportunity to enhance perioperative care and support the implementation of ERAS programs in lumbar spinal fusion.</p>","PeriodicalId":12680,"journal":{"name":"Global Spine Journal","volume":" ","pages":"21925682261434216"},"PeriodicalIF":3.0,"publicationDate":"2026-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12982138/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147432403","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}