Osteoporotic vertebral compression fracture

骨质疏松性椎体压缩性骨折
  • 文章类型: Journal Article
    骨质疏松性椎体压缩性骨折(OVCF)是骨质疏松患者中最常见的骨折,导致剧烈的疼痛,畸形,甚至死亡。本研究探索异位胚胎颅骨来源的间充质干细胞(EE-cMSCs)的使用,以其卓越的分化和增殖能力而闻名,作为OVCF骨再生的潜在治疗方法。我们评估了EE-cMSCs在RAW264.7细胞环境中对破骨细胞生成的影响,它是由核因子κ-β受体激活剂配体(RANKL)诱导的,使用细胞化学染色和定量实时PCR。在各种水凝胶条件下评估EE-cMSC的成骨潜力。通过双侧卵巢切除术诱导大鼠骨质疏松,并在其尾骨椎体内形成缺损,建立了骨质疏松性椎体骨缺损模型。使用显微计算机断层扫描(μCT)和组织学检查EE-cMSCs的作用,包括免疫组织化学分析。体外,EE-cMSC使用纤维蛋白水凝胶在3D细胞培养环境中抑制破骨细胞分化并促进成骨。此外,μCT和组织学染色显示,在用EE-cMSC和纤维蛋白处理的组中,新骨形成增加。免疫染色显示破骨细胞活性和骨吸收降低,同时增加血管生成。因此,EE-cMSC可以有效地促进骨再生,并且可以代表用于治疗OVCF的有希望的治疗方法。
    Osteoporotic vertebral compression fractures (OVCFs) are the most prevalent fractures among patients with osteoporosis, leading to severe pain, deformities, and even death. This study explored the use of ectopic embryonic calvaria derived mesenchymal stem cells (EE-cMSCs), which are known for their superior differentiation and proliferation capabilities, as a potential treatment for bone regeneration in OVCFs. We evaluated the impact of EE-cMSCs on osteoclastogenesis in a RAW264.7 cell environment, which was induced by the receptor activator of nuclear factor kappa-beta ligand (RANKL), using cytochemical staining and quantitative real-time PCR. The osteogenic potential of EE-cMSCs was evaluated under various hydrogel conditions. An osteoporotic vertebral body bone defect model was established by inducing osteoporosis in rats through bilateral ovariectomy and creating defects in their coccygeal vertebral bodies. The effects of EE-cMSCs were examined using micro-computed tomography (μCT) and histology, including immunohistochemical analyses. In vitro, EE-cMSCs inhibited osteoclast differentiation and promoted osteogenesis in a 3D cell culture environment using fibrin hydrogel. Moreover, μCT and histological staining demonstrated increased new bone formation in the group treated with EE-cMSCs and fibrin. Immunostaining showed reduced osteoclast activity and bone resorption, alongside increased angiogenesis. Thus, EE-cMSCs can effectively promote bone regeneration and may represent a promising therapeutic approach for treating OVCFs.
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  • 文章类型: Journal Article
    相邻椎体骨折(AVF)是经皮椎体成形术(PVP)或椎体后凸成形术(PKP)治疗骨质疏松性椎体压缩性骨折(OVCF)的严重并发症。本研究旨在探讨绝经后妇女PVP或PKP后AVF的发生率及危险因素。通过脊柱影像学检查确定AVF的发生率。通过单因素分析确定AVF的潜在危险因素。然后进行多因素logistic回归分析以确定独立危险因素。总的来说,从2019年12月至2022年2月接受PVP或PKP治疗的674名绝经后妇女被纳入研究。其中,58名(8.61%)女性在PVP或PKP后出现AVF。在调整混杂因素后,BMI(OR[95%CI]0.863[0.781-0.952];p=0.003),OVCF的既往史(OR[95%CI]1.931[1.044-3.571];p=0.036),和Hounsfield单位(HU)值(OR[95%CI]0.979[0.967-0.990];p<0.001)被发现是绝经后妇女PVP或PKP后AVF的独立危险因素。ROC分析显示BMI和HU阈值分别为21.43和65.15。总之,AVF的发生率为8.61%。BMI,既往OVCF史及HU值是绝经后妇女PVP或PKP后发生AVF的独立危险因素.
    Adjacent vertebral fracture (AVF) is a serious complication of percutaneous vertebroplasty (PVP) or kyphoplasty (PKP) for osteoporotic vertebral compression fracture (OVCF). This study aimed to explore the incidence and risk factors of AVF following PVP or PKP in postmenopausal women. The incidence of AVF was determined by spinal radiographic examinations. The potential risk factors of AVF were identified by univariate analysis, followed by multivariate logistic regression analyses to determine the independent risk factors. In total, 674 postmenopausal women who were treated with PVP or PKP from December 2019 to February 2022 were enrolled in the study. Among them, 58 (8.61%) women experienced an AVF following PVP or PKP. After adjusting for confounding factors, BMI (OR [95% CI] 0.863 [0.781-0.952]; p = 0.003), previous history of OVCF (OR [95% CI] 1.931 [1.044-3.571]; p = 0.036), and Hounsfield unit (HU) value (OR [95% CI] 0.979 [0.967-0.990]; p < 0.001) were found to be independent risk factors of AVF following PVP or PKP in postmenopausal women. The ROC analysis revealed that the BMI and HU thresholds were 21.43 and 65.15, respectively. In conclusion, the incidence of AVF was 8.61%. BMI, previous history of OVCF and HU value were independent risk factors of AVF following PVP or PKP in postmenopausal women.
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  • 文章类型: Journal Article
    背景:骨质疏松性椎体压缩性骨折(OVCF)是老年人群常见的健康问题。椎体增强术(VA)作为一种微创手术方法已被广泛使用。经椎弓根入路通常用于VA穿刺,但有时候,它受到椎体解剖结构的限制,不能达到良好的手术效果。因此,我们建议通过精确穿刺椎体增强术(PPVA)治疗OVCF。本研究采用有限元分析探讨PPVA在楔形骨质疏松性椎体压缩骨折(OVCFs)治疗中的生物力学特性,双洞穴,和塌陷畸形。
    方法:使用OVCF患者的计算机断层扫描(CT)数据,建立了骨折椎体和邻近的上下椎体的三维有限元模型,手术前和手术后。评估楔形变形椎体的应力变化,双凹变形椎体,塌陷的变形椎体,PPVA前后相邻椎体。
    结果:在楔形畸形和塌陷畸形的椎体中,PPVA能有效降低椎体的应力,但增加了双凹畸形椎体的应力。PPVA显著降低楔形变形椎体对邻近椎体的应力,并降低双凹畸形和塌陷变形椎体对相邻上椎体的应力,但增加了相邻下椎体的应力。PPVA改善了椎体的应力分布,并防止高应力区域集中在椎体的一侧。
    结论:PPVA在治疗楔形变形和塌陷变形椎体方面显示出积极的手术效果。然而,其治疗双凹椎体的有效性是有限的。此外,PPVA在解决三种类型骨折中的相邻上椎体方面已显示出良好的结果。
    BACKGROUND: Osteoporosis vertebral compression fracture (OVCF) secondary to osteoporosis is a common health problem in the elderly population. Vertebral augmentation (VA) has been widely used as a minimally invasive surgical method. The transpedicle approach is commonly used for VA puncture, but sometimes, it is limited by the anatomy of the vertebral body and can not achieve good surgical results. Therefore, we propose the treatment of OVCF with precise puncture vertebral augmentation (PPVA). This study used finite element analysis to explore the biomechanical properties of PPVA in the treatment of osteoporotic vertebral compression fractures (OVCFs) with wedge, biconcave, and collapse deformities.
    METHODS: Three-dimensional finite element models of the fractured vertebral body and adjacent superior and inferior vertebral bodies were established using Computed Tomography (CT) data from patients with OVCF, both before and after surgery. Evaluate the stress changes of the wedged deformed vertebral body, biconcave deformed vertebral body, collapsed deformed vertebral body, and adjacent vertebral bodies before and after PPVA.
    RESULTS: In vertebral bodies with wedge deformity and collapsed deformity, PPVA can effectively reduce the stress on the vertebral body but increases the stress on the vertebral body with biconcave deformity. PPVA significantly decreases the stress on the adjacent vertebral bodies of the wedge deformed vertebral body, and decreases the stress on the adjacent superior vertebral body of biconcave deformity and collapsed deformed vertebral bodies, but increases the stress on the adjacent inferior vertebral bodies. PPVA improves the stress distribution of the vertebral body and prevents high-stress areas from being concentrated on one side of the vertebral body.
    CONCLUSIONS: PPVA has shown positive surgical outcomes in treating wedge deformed and collapsed deformed vertebral bodies. However, its effectiveness in treating biconcave vertebral body is limited. Furthermore, PPVA has demonstrated favorable results in addressing adjacent superior vertebral body in three types of fractures.
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  • 文章类型: Journal Article
    探讨经皮球囊椎体成形术(PKP)后骨质疏松性椎体压缩骨折(OVCF)患者腰腹肌康复训练的康复效果及依从性。
    177例老年OVCF患者根据PKP术后是否接受腰大肌和腹肌康复训练3个月分为康复组(n=104)和对照组(n=73)。一般数据的差异,骨科康复,比较两组患者的预后及骨代谢情况。根据依从性分为依从性组(68例)和不依从性组(36例)。骨科康复指标,PKP的预后指标,收集骨代谢相关参数进行卡方检验和Logistic回归分析。采用ROC曲线分析骨代谢相关指标对腰腹肌康复训练依从性的预测价值。
    康复训练组与对照组的一般数据无显着性差异(均p>0.05)。与对照组相比,Berg平衡量表得分显著增加,而视觉模拟量表(VAS)评分,康复训练组Oswestry残疾指数(ODI)评分和新发骨折比例均明显降低(P均<0.05)。与对照组相比,骨密度(BMD)T值,与对照组相比,康复训练组的骨钙蛋白(OCN)和25-羟基维生素D(25(OH)D)水平显着升高,I型N-前肽(P1NP)和β-异构化C末端端肽(β-CTX)水平显着降低(均p<0.05)。卡方检验和Logistic回归分析显示,年龄>75岁,严重的焦虑,重度疼痛和术后并发症与PKP术后OVCF患者腰大肌和腹肌康复训练的依从性显著相关。ROC曲线分析显示BMDT值,OCN,P1NP,β-CTX,或25-OH-D水平预测PKP后OVCF患者康复训练依从性的AUC分别为0.821、0.835、0.736、0.715和0.748。
    腰腹肌康复训练可显著提高PKP的疗效,减轻OVCF患者骨质疏松程度,改善预后。年龄,焦虑,疼痛和术后并发症是影响OVCF患者PKP术后腰大肌和腹部康复训练依从性的独立危险因素。
    UNASSIGNED: To explore the rehabilitation effect and compliance of lumbar and abdominal muscle rehabilitation training in patients with osteoporotic vertebral compression fracture (OVCF) after percutaneous balloon vertebroplasty (PKP).
    UNASSIGNED: A total 177 elderly patients with OVCF were divided into rehabilitation group (n = 104) and control group (n = 73) according to whether they received psoas and abdominal muscle rehabilitation training for 3 months after PKP. The differences of general data, orthopaedic rehabilitation, prognosis and bone metabolism were compared between the two groups. All the patients were divided into compliance group (68 cases) and non-compliance group (36 cases) according to compliance. Orthopaedic rehabilitation indicators, prognostic indicators of PKP, and bone metabolism-related parameters were collected for analysis of Chi-square test and Logistic regression. ROC curve was used to analyze the predictive value of bone metabolism related indicators in the compliance of lumbar and abdominal muscle rehabilitation training.
    UNASSIGNED: There was no significant difference in the general data between the rehabilitation training group and the control group (All p > 0.05). Compared with the control group, the Berg balance scale score was significantly increased, while the Visual Analogue Scale (VAS) score, Oswestry Disability Index (ODI) score and the proportion of new fractures were significantly decreased in the rehabilitation training group (All p < 0.05). Compared with the control group, the bone mineral density (BMD) T value, osteocalcin (OCN) and 25-hydroxyvitamin D (25 (OH) D) levels were significantly increased and the levels of type I N-propeptide (P1NP) and β-isomerized C-terminal telopeptides (β-CTX) were significantly decreased in the rehabilitation training group compared with the control group (All p < 0.05). Chi-square test and Logistic regression analysis showed that age > 75 years, severe anxiety, severe pain and postoperative complications were significantly associated with the compliance of psoas and abdominal muscle rehabilitation training in patients with OVCF after PKP. ROC curve analysis showed that BMD T value, OCN, P1NP, β-CTX, or 25-OH-D levels predicted the AUC of rehabilitation training compliance in patients with OVCF after PKP were 0.821, 0.835, 0.736, 0.715, and 0.748, respectively.
    UNASSIGNED: Rehabilitation training of lumbar and abdominal muscles can significantly improve the efficacy of PKP, reduce the degree of osteoporosis and improve the prognosis of patients with OVCF. Age, anxiety, pain and postoperative complications were independent risk factors affecting the compliance of psoas and abdominal rehabilitation training in patients with OVCF after PKP.
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  • 文章类型: Journal Article
    胸腰椎筋膜损伤通常与经皮椎体成形术(PVP)后早期疼痛缓解不良有关。本研究将评估胸腰椎筋膜损伤对PVP术后早期疼痛缓解和下床时间的影响。
    共132例采用PVP治疗骨质疏松性椎体压缩骨折(OVCF)患者,根据是否存在胸腰椎筋膜损伤分为损伤组(52例)和非损伤组(80例)。手术前,1天,3天,1周,1个月,手术后3个月,在最后一次随访中,患者报告的主要结局指标(PROMs)是翻身和站立时疼痛的视觉模拟评分(VAS),次要PROM是Oswestry残疾指数(ODI)。同时,在最后一次随访时评估了上述指标在两组中达到的最小临床重要差异率(MCID)和患者可接受症状状态(PASS).
    除了术后3个月和最后一次随访,术后其他时间点两组VAS-standing和ODI比较差异有统计学意义(P<0.05),非损伤组明显优于损伤组。在最后一次随访中,两组上述指标的MCID和PASS达标率比较,差异无统计学意义(P>0.05)。此外,非损伤组术后1天和3天下床的患者比例明显高于损伤组(P=0.000)。
    胸腰椎筋膜损伤显著影响PVP术后早期疼痛缓解和下床时间延长。应重视胸腰椎筋膜损伤的术前评估,以更好地预测PVP术后疗效。
    UNASSIGNED: Thoracolumbar fascia injury is often associated with poor early pain relief after percutaneous vertebroplasty (PVP). This study will evaluate the effects of thoracolumbar fascia injury on early pain relief and time to get out of bed after PVP.
    UNASSIGNED: A total of 132 patients treated with PVP for osteoporotic vertebral compression fractures (OVCF) were included and divided into injured group (52 cases) and non-injured group (80 cases) according to the existence of thoracolumbar fascia injury. Before surgery, 1 day, 3 days, 1 week, 1 month, and 3 months after surgery, and at the last follow-up, the primary patient-reported outcome measures (PROMs) were the visual analogue scale (VAS) of pain while rolling over and standing, and the secondary PROMs was the Oswestry disability index (ODI). Meanwhile, the achieved rate of minimal clinically important differences (MCID) and patient acceptable symptom states (PASS) of the above measures in both groups was evaluated at the last follow-up.
    UNASSIGNED: Except for the postoperative 3 months and the last follow-up, there were statistically significant differences in VAS-standing and ODI between the two groups at other time points after surgery (P < 0.05), and the non-injured group was significantly better than the injured group. At the last follow-up, there was no statistically significant difference in the MCID and PASS achievement rates of the above measures between the two groups (P > 0.05). In addition, the proportion of patients who got out of bed 1 and 3 days after surgery in the non-injury group was significantly higher than that in the injury group (P = 0.000 for both).
    UNASSIGNED: Thoracolumbar fascia injury significantly affected early pain relief and extended time of getting out of bed after PVP. Attention should be paid to preoperative evaluation of thoracolumbar fascial injury in order to better predict the postoperative efficacy of PVP.
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  • 文章类型: Journal Article
    探讨经皮椎体后凸成形术(PKP)治疗骨质疏松性椎体压缩性骨折(OVCF)中合适的骨水泥填充率。
    回顾性分析150例接受PKP治疗的OVCF患者的临床和影像学资料。根据骨水泥填充率将患者分为三组:低(<0.4),中等(0.4-0.6),和高(>0.6)填充率组。临床特征(年龄,性别,BMI,等。)和相关研究数据(骨水泥渗漏及其位置,术前/术后视觉模拟评分(VAS),术前/术后Oswestry残疾指数(ODI),椎体高度恢复,后凸Cobb角,等。)使用统计软件对三组进行比较,以确定最合适的水泥充填率。
    与>0.6组相比,0.4-0.6组表现出更低的水泥渗漏率,术前VAS无显著差异,术后第2天VAS,术后第1个月VAS,术前ODI(p>0.05)。然而,术后3个月VAS观察到显著差异(p=0.002),术后第2天ODI(p=0.002),术后1个月ODI(p<0.001),和术后3个月ODI(p<0.001)。在3个月的随访中,与“>0.6”组相比,“0.4-0.6”组显示出更好的疼痛改善和功能恢复。在呈现最佳椎体高度恢复的同时,“>0.6”组也表现出最大的变异性。此外,各组间Cobb角变化无显著差异.
    PKP治疗OVCF的骨水泥填充比为0.4-0.6,在并发症减少和患者预后积极之间取得了良好的平衡,保证它作为一个最佳的填充量。
    UNASSIGNED: To explore the appropriate bone cement filling ratio in percutaneous kyphoplasty (PKP) for the treatment of osteoporotic vertebral compression fractures (OVCF).
    UNASSIGNED: Clinical and radiological data from 150 OVCF patients treated with PKP were retrospectively analyzed. Patients were categorized into three groups based on bone cement filling ratio: low (<0.4), medium (0.4-0.6), and high (>0.6) filling ratio groups. The clinical characteristics (age, gender, BMI, etc.) and related study data (bone cement leakage and its location, pre/post-operative Visual Analogue Scale (VAS), pre/post-operative Oswestry Disability Index (ODI), vertebral height restoration, kyphotic Cobb angle, etc.) among the three groups were compared using statistical software to compare to identify the most appropriate cement filling ratio.
    UNASSIGNED: The 0.4-0.6 group presented a lower cement leakage rate compared to the >0.6 group, and there were no significant differences in pre-operative VAS, post-operative day 2 VAS, post-operative month 1 VAS, and pre-operative ODI (p>0.05). However, significant differences were observed in post-operative month 3 VAS (p=0.002), post-operative day 2 ODI (p=0.002), post-operative month 1 ODI (p<0.001), and post-operative month 3 ODI (p<0.001). The \"0.4-0.6\" group showed better pain improvement and functional recovery compared with the \">0.6\" group at the 3-month follow-up. While presenting the best vertebral height restoration, the \">0.6\" group also exhibited the greatest variability. Additionally, no significant difference in Cobb angle changes was observed among the groups.
    UNASSIGNED: A bone cement filling ratio of 0.4-0.6 in PKP treatment for OVCF strikes a favorable balance between complication reduction and positive patient outcomes, warranting it as an optimal filling volume.
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  • 文章类型: Journal Article
    目的:分析脊柱侧凸与骨质疏松性椎体压缩骨折(OVCFs)患者经皮椎体后凸成形术(PKP)后椎体再骨折的关系。
    方法:对2014年1月至2022年10月符合该标准的269例患者进行了回顾性研究。所有患者均行PKP,资料完整,随访时间>12个月。首先,在269例患者中证实脊柱侧弯是一个危险因素.第二,根据Cobb角对脊柱侧凸患者进行分组,以评估术后角度的影响.采用Cox比例风险回归分析和生存分析计算风险比和复发时间。
    结果:共有56例脊柱侧凸,其中18人在PKP后经历了折射。椎体折返的危险因素包括T评分<-3.0和脊柱侧凸的存在(均p<0.001)。结果表明,椎体骨折弧(T10-L4)在脊柱侧凸和椎体骨折中有很高的影响。当脊柱侧凸和最初骨折的椎骨位于T10-L4内时,椎骨再骨折的危险因素包括术后Cobb角≥20°(p=0.002)和角度增加(p=0.001)。平均复发时间为17.2(10.7-23.7)个月和17.6(7.9-27.3)个月,分别。
    结论:骨质疏松合并脊柱侧凸可显著增加OVCFs患者PKP术后椎体折返的风险。当脊柱侧凸和最初骨折的椎骨位于T10-L4内时,术后Cobb角≥20°和角度增加是椎骨折返的重要危险因素。
    OBJECTIVE: To analyze the association between scoliosis and vertebral refracture after percutaneous kyphoplasty (PKP) in patients with osteoporotic vertebral compression fractures (OVCFs).
    METHODS: A retrospective study was conducted on 269 patients meeting the criteria from January 2014 to October 2022. All patients underwent PKP with complete data and were followed-up for > 12 months. First, it was verified that scoliosis was a risk factor in 269 patients. Second, patients with scoliosis were grouped based on the Cobb angle to evaluate the impact of the post-operative angle. The cox proportional hazards regression analysis and survival analysis were used to calculate the hazard ratio and recurrence time.
    RESULTS: A total of 56 patients had scoliosis, 18 of whom experienced refractures after PKP. The risk factors for vertebral refractures included a T-score < - 3.0 and presence of scoliosis (both p < 0.001). The results indicated that the vertebral fractured arc (T10 - L4) was highly influential in scoliosis and vertebral fractures. When scoliotic and initially fractured vertebrae were situated within T10 - L4, the risk factors for vertebral refracture included a postoperative Cobb angle of ≥ 20° (p = 0.002) and an increased angle (p = 0.001). The mean recurrence times were 17.2 (10.7 - 23.7) months and 17.6 (7.9 - 27.3) months, respectively.
    CONCLUSIONS: Osteoporosis combined with scoliosis significantly increases the risk of vertebral refractures after PKP in patients with OVCFs. A postoperative Cobb angle of ≥ 20° and an increased angle are significant risk factors for vertebral refractures when scoliotic and initially fractured vertebrae are situated within T10 - L4.
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  • 文章类型: Journal Article
    骨质疏松性椎体压缩性骨折(OVCFs)的发病率和死亡率明显增加,在医疗保健方面提出了巨大的挑战。传统的干预措施,如椎体成形术和椎体后凸成形术,尽管它们被广泛使用,在解决相邻区域椎骨骨折的二次影响方面受到限制,并且不利于骨再生。这篇综述论文探讨了再生疗法的新兴领域,聚焦干细胞疗法在OVCF治疗中的转化潜力。它彻底描述了间充质干细胞对抗OVCF的治疗可能性和作用机制,依靠最近的临床试验和临床前研究进行疗效评估。我们的发现揭示了干细胞疗法,特别是与脚手架材料结合,对骨骼再生有很大的希望,脊柱稳定性改善,和缓解疼痛。这种基于干细胞的方法与常规治疗的整合可能预示着OVCF管理的新纪元。可能改善患者预后。这篇综述提倡加速研究和合作努力,将实验室突破转化为临床实践。强调再生疗法对OVCF管理的革命性影响。总之,本文将干细胞疗法定位在OVCF治疗创新的最前沿,强调正在进行的研究和跨学科合作的重要性,以释放其全部临床潜力。
    Osteoporotic vertebral compression fractures (OVCFs) significantly increase morbidity and mortality, presenting a formidable challenge in healthcare. Traditional interventions such as vertebroplasty and kyphoplasty, despite their widespread use, are limited in addressing the secondary effects of vertebral fractures in adjacent areas and do not facilitate bone regeneration. This review paper explores the emerging domain of regenerative therapies, spotlighting stem cell therapy\'s transformative potential in OVCF treatment. It thoroughly describes the therapeutic possibilities and mechanisms of action of mesenchymal stem cells against OVCFs, relying on recent clinical trials and preclinical studies for efficacy assessment. Our findings reveal that stem cell therapy, particularly in combination with scaffolding materials, holds substantial promise for bone regeneration, spinal stability improvement, and pain mitigation. This integration of stem cell-based methods with conventional treatments may herald a new era in OVCF management, potentially improving patient outcomes. This review advocates for accelerated research and collaborative efforts to translate laboratory breakthroughs into clinical practice, emphasizing the revolutionary impact of regenerative therapies on OVCF management. In summary, this paper positions stem cell therapy at the forefront of innovation for OVCF treatment, stressing the importance of ongoing research and cross-disciplinary collaboration to unlock its full clinical potential.
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  • 文章类型: Journal Article
    目的:本研究的目的是开发和验证一种机器学习(ML)模型,用于预测接受经皮椎体成形术(PVP)的患者发生新的骨质疏松性椎体压缩骨折(OVCF)的风险,并创建一个用户友好的基于网络的临床计算器。
    方法:回顾性分析2016年6月至2018年6月柳州市人民医院经皮椎体成形术患者的临床资料。使用Boruta筛选模型的自变量,并使用9种算法进行建模。使用受试者工作特征曲线下面积(ROC_AUC)评估模型性能,通过临床决策曲线分析(DCA)评估临床效用。使用SHapley加法扩张(SHAP)分析了最佳模型的可解释性,并使用网络计算器直观地部署了模型。
    结果:训练组和测试组随着时间的推移而分开。SVM模型在训练组10倍交叉验证(CV)和验证组AUC,AUC为0.77。DCA显示该模型在训练集和测试集中均对患者有益。基于SHAP的SVM模型开发的网络计算器可用于临床风险评估(https://nicolazhang。shinyapps.io/refracture_shap/)。
    结论:基于SVM的ML模型可有效预测PVP后新发OVCF的风险,网络计算器为临床决策提供了实用的工具。这项研究有助于脊柱手术中的个性化护理。
    OBJECTIVE: The aim of this study was to develop and validate a machine learning (ML) model for predicting the risk of new osteoporotic vertebral compression fracture (OVCF) in patients who underwent percutaneous vertebroplasty (PVP) and to create a user-friendly web-based calculator for clinical use.
    METHODS: A retrospective analysis of patients undergoing percutaneous vertebroplasty: A retrospective analysis of patients treated with PVP between June 2016 and June 2018 at Liuzhou People\'s Hospital was performed. The independent variables of the model were screened using Boruta and modelled using 9 algorithms. Model performance was assessed using the area under the receiver operating characteristic curve (ROC_AUC), and clinical utility was assessed by clinical decision curve analysis (DCA). The best models were analysed for interpretability using SHapley Additive exPlanations (SHAP) and the models were deployed visually using a web calculator.
    RESULTS: Training and test groups were split using time. The SVM model performed best in both the training group tenfold cross-validation (CV) and validation group AUC, with an AUC of 0.77. DCA showed that the model was beneficial to patients in both the training and test sets. A network calculator developed based on the SHAP-based SVM model can be used for clinical risk assessment ( https://nicolazhang.shinyapps.io/refracture_shap/ ).
    CONCLUSIONS: The SVM-based ML model was effective in predicting the risk of new-onset OVCF after PVP, and the network calculator provides a practical tool for clinical decision-making. This study contributes to personalised care in spinal surgery.
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  • 文章类型: Journal Article
    背景:早期评估骨质疏松性椎体压缩骨折(OVCF)骨不连的风险有利于早期临床决策。然而,缺乏对OVCF骨不连危险因素的全面了解.
    方法:我们进行了一项病例对照研究,以调查OVCF骨不连的危险因素。在2011年1月至2021年12月期间接受非联合OVCF手术的患者有资格作为病例纳入。在同一时期通过MRI证实OVCF成功愈合的患者被确定为对照。患者人口统计学,合并症,提取空腹血液检测数据进行分析。
    结果:共纳入201例非联合OVCF患者和1044例对照,以评估非联合OVCF的危险因素。性别差异有统计学意义,年龄,高血压患者的数量,比较两组OVCF后卧床患者人数及BMDT评分。Logistic回归分析显示,女性患者发生OVCF骨不连的风险高于男性患者,饮酒,糖尿病,高血压是OVCF骨不连的危险因素,卧床休息和脊柱支持是防止OVCF骨不连的保护因素。我们还发现年龄,BMD,FBG,β-CTX与非联合OVCFs呈正相关,HGB和1,25-(OH)2VitD3水平与非联合OVCFs呈负相关。
    结论:吸烟,饮酒,糖尿病和高血压是OVCF骨不连的危险因素,卧床休息和脊柱支持是防止OVCF骨不连的保护因素。年龄,BMD,FBG和β-CTX与非联合OVCFs呈正相关,而HGB和1,25-(OH)2VitD3水平与OVCFs不一致呈负相关。根据我们的研究结果,我们建议卧床休息或脊柱支撑至少连续3周对于降低OVCF骨不连的风险是必要的.
    BACKGROUND: Early assessment of the risk of nonunion in osteoporotic vertebral compression fracture (OVCF) is beneficial to early clinical decision making. However, a comprehensive understanding of the risk factors for OVCF nonunion is lacking.
    METHODS: We conducted a case-control study to investigate risk factors for OVCF nonunion. Patients who underwent surgery for nonunited OVCFs between January 2011 and December 2021 were eligible for inclusion as cases. Patients with successful OVCF healing confirmed by MRI over the same period were identified as controls. Patient demographics, comorbidities, and fasting blood test data were extracted for analysis.
    RESULTS: A total of 201 patients with nonunited OVCFs and 1044 controls were included to evaluate the risk factors for nonunited OVCFs. There were statistically significant differences in sex, age, number of patients with hypertension, number of patients on bed rest after OVCF and T-score of BMD between the two groups. Logistic regression showed that female patients had a higher risk of OVCF nonunion than male patients and that smoking, drinking, diabetes, and hypertension were risk factors for nonunion of OVCFs, while bed rest and spinal support were protective factors against nonunion of OVCFs. We also found that age, BMD, FBG, and β-CTX were positively correlated with nonunited OVCFs, and that HGB and 1,25-(OH)2VitD3 level were negatively correlated with nonunited OVCFs.
    CONCLUSIONS: Smoking, drinking, diabetes and hypertension were risk factors for nonunion of OVCFs, while bed rest and spinal support were protective factors against nonunion of OVCFs. Age, BMD, FBG and β-CTX were positively correlated with nonunited OVCFs, while HGB and 1,25-(OH)2VitD3 level were negatively correlated with nonunited OVCFs. Based on the results of our study, we suggest that bed rest or spinal support for at least 3 consecutive weeks is necessary to reduce the risk of OVCFs nonunion.
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