Development and validation of a nomogram prediction model for osteoporotic vertebral compression re-fracture after percutaneous kyphoplasty based on lumbar local fat parameters.

IF 2.7 3区 医学 Q2 CLINICAL NEUROLOGY European Spine Journal Pub Date : 2025-11-01 Epub Date: 2025-04-09 DOI:10.1007/s00586-025-08841-w
Fu-Yu Zhang, Hang Shi, Lu Chen, Ye-Fu Xu, Zi-Jian Zhang, Zan-Li Jiang, Lei Zhu
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Abstract

Objective: The aim of this study was to investigate the predictive value of lumbar local fat parameters for osteoporotic vertebral compression re-fracture (OVCRF) after percutaneous kyphoplasty (PKP) and to develop a nomogram that could provide novel strategies for the prevention of OVCRF.

Methods: We included patients who underwent PKP at Zhongda Hospital between January 2012 and December 2021. The cohort was randomly divided into training and validation cohorts in a 7:3 ratio. Data collection encompassed general patient information, lumbar local fat parameters, and additional imaging data. Lumbar local fat parameters included intramuscular fat, subcutaneous fat, and epidural fat. Patients were classified into re-fracture and non-re-fracture groups based on the occurrence of OVCRF within two years post-PKP. A nomogram was developed utilizing LASSO-logistic regression, and model evaluation was performed through receiver operating characteristic curves, calibration curves, and decision curve analysis.

Results: A total of 452 patients were included in this study. LASSO-logistic regression analysis identified age, bone mineral density (BMD), alkaline phosphatase (ALP), the fat infiltration ratio of paravertebral muscle (PVM-FIR), subcutaneous fat thickness (SFT), and the difference in local kyphotic angle (dLKA) between preoperative and postoperative periods as independent predictive factors for OVCRF. The evaluation curves demonstrated that the model exhibited strong predictive ability and clinical utility.

Conclusion: This study established a nomogram for predicting the occurrence of OVCRF following PKP based on lumbar local fat parameters. The model offers a valuable reference for the prediction and prevention of OVCRF.

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基于腰椎局部脂肪参数的经皮后凸成形术后骨质疏松性椎体压缩性再骨折nomogram预测模型的建立与验证。
目的:本研究的目的是探讨腰椎局部脂肪参数对经皮后凸成形术(PKP)后骨质疏松性椎体压缩性再骨折(OVCRF)的预测价值,并开发一种可为预防OVCRF提供新策略的模式图。方法:纳入2012年1月至2021年12月在中大医院接受PKP治疗的患者。该队列按7:3的比例随机分为训练组和验证组。数据收集包括一般患者信息、腰椎局部脂肪参数和其他影像学数据。腰椎局部脂肪参数包括肌内脂肪、皮下脂肪和硬膜外脂肪。根据pkp术后两年内OVCRF的发生情况将患者分为再骨折组和非再骨折组。采用LASSO-logistic回归建立nomogram,并通过受试者工作特征曲线、校准曲线和决策曲线分析对模型进行评价。结果:本研究共纳入452例患者。LASSO-logistic回归分析发现,年龄、骨密度(BMD)、碱性磷酸酶(ALP)、椎旁肌脂肪浸润比(PVM-FIR)、皮下脂肪厚度(SFT)、局部后凸角(dLKA)的术前术后差异是OVCRF的独立预测因素。评价曲线表明该模型具有较强的预测能力和临床应用价值。结论:本研究建立了基于腰椎局部脂肪参数预测PKP后OVCRF发生的nomogram。该模型为OVCRF的预测和预防提供了有价值的参考。
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来源期刊
European Spine Journal
European Spine Journal 医学-临床神经学
CiteScore
4.80
自引率
10.70%
发文量
373
审稿时长
2-4 weeks
期刊介绍: "European Spine Journal" is a publication founded in response to the increasing trend toward specialization in spinal surgery and spinal pathology in general. The Journal is devoted to all spine related disciplines, including functional and surgical anatomy of the spine, biomechanics and pathophysiology, diagnostic procedures, and neurology, surgery and outcomes. The aim of "European Spine Journal" is to support the further development of highly innovative spine treatments including but not restricted to surgery and to provide an integrated and balanced view of diagnostic, research and treatment procedures as well as outcomes that will enhance effective collaboration among specialists worldwide. The “European Spine Journal” also participates in education by means of videos, interactive meetings and the endorsement of educative efforts. Official publication of EUROSPINE, The Spine Society of Europe
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