首页|基于logistic回归与决策树的骨质疏松椎体压缩性骨折患者术后发生再骨折的影响因素分析

基于logistic回归与决策树的骨质疏松椎体压缩性骨折患者术后发生再骨折的影响因素分析

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目的 探讨骨质疏松椎体压缩性骨折(osteoporotic vertebral compression fracture,OVCF)患者术后发生再骨折的影响因素.方法 选取2019年1月至2022年1月湖北中医药大学附属湖北省中医院OVCF患者114例,根据术后有无再发骨折分为再发骨折组(28例)和未再发骨折组(86例),采用logistic回归和决策树分析OVCF患者发生再发骨折的影响因素.结果 114例OVCF患者中,男31例,女83例,年龄41~89岁,平均(74.5±8.9)岁,28例OVCF患者术后发生再骨折,发生率为24.6%.多因素logistic回归分析结果显示,BMI越高(OR=1.437,95%CI:1.123~1.839,P=0.004)、既往有骨折病史(OR=4.572,95%CI:1.115~18.741,P=0.035)、有骨水泥渗漏(OR=4.962,95%CI:1.074~22.927,P=0.040)、未进行抗骨质疏松治疗(OR=0.101,95%CI:0.022~0.467,P=0.003)、碱性磷酸酶越低(OR=0.929,95%CI:0.888~0.972,P=0.001)的OVCF患者术后发生再骨折的风险越高.决策树模型结果显示,碱性磷酸酶是OVCF患者术后发生再骨折的主要影响因素,其次是既往骨折病史和抗骨质疏松治疗.ROC分析结果显示,决策树AUC为0.846(95%CI:0.750~0.943,P<0.001),logistic回归AUC为0.919(95%CI:0.862~0.975,P<0.001),两种模型的AUC差异无统计学意义(Z=1.720,P=0.085).结论 OVCF患者术后再骨折主要受BMI、既往骨折病史、骨水泥渗漏、抗骨质疏松治疗、ALP等因素影响,术后应多关注既往有骨折病史、骨水泥渗漏、ALP水平较低的患者,术后BMI保持适当范围,积极进行持续性抗骨质疏松治疗,降低再骨折发生的风险.
Analysis of influencing factors of postoperative refracture in patients with osteoporotic vertebral compression fractures based on logistic regression and decision tree
Objective To explore the influencing factors of postoperative refracture in patients with osteoporotic vertebral compression fracture (OVCF).Methods A total of 114 patients with OVCF in Hubei Provincial Hospital of Traditional Chinese Medicine Affiliated to Hubei University of Chinese Medicine from January 2019 to January 2022 were selected,and were divided into refracture groups (28 cases) and non-refracture group (86 cases) according to whether or not they had recurrent fractures after surgery.The influencing factors of postoperative refracture in patients with OVCF were analyzed by logistic regression and decision tree.Results Among the 114 OVCF patients,there were 31 males and 83 females,aged from 41 to 89 years,with an average of (74.5±8.9) years.A total of 28 patients with OVCF suffered from postoperative refracture,with an incidence rate of 24.6%.Multifactorial logistic regression analysis showed that OVCF patients with higher BMI (OR=1.437,95%CI:1.123-1.839,P=0.004),previous fracture history (OR=4.572,95%CI:1.115-18.741,P=0.035),bone cement leakage (OR=4.962,95%CI:1.074-22.927,P=0.040),no anti-osteoporosis treatment (OR=0.101,95%CI:0.022-0.467,P=0.003),and lower alkaline phosphatase (OR=0.929,95%CI:0.888-0.972,P=0.001) had higher risk of postoperative refracture.The results of decision tree model show that alkaline phosphatase was the main influencing factor of postoperative refracture in OVCF patients,followed by previous fracture history and anti-osteoporosis treatment.ROC analysis showed that the decision tree AUC was 0.846 (95% CI:0.750-0.943,P<0.001),and the logistic regression AUC was 0.919 (95% CI:0.862-0.975,P<0.001),and there was no statistical difference between the two models (Z=1.720,P=0.085).Conclusions Postoperative refracture in OVCF patients is mainly affected by BMI,previous fracture history,bone cement leakage,anti-osteoporosis treatment,ALP.Postoperative attention should be paid to patients with previous fracture history,low ALP level,and bone cement leakage.Postoperative BMI should be maintained in an appropriate range,and continuous anti-osteoporosis treatment should be actively carried out to reduce the risk of refracture.

osteoporosis (OP)osteoporotic vertebral compression fracture (OVCF)logistic regressiondecision treeinfluencing factor

李小伟、王向荣、肖强兵、吕浩源、覃郅原

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430072 武汉,湖北中医药大学护理学院湖北时珍实验室

湖北中医药大学附属医院骨科

黄家湖校医院骨科

骨质疏松症 骨质疏松椎体压缩性骨折 logistic回归 决策树 影响因素

武汉市中医药科研项目

WZ22Q03

2024

北京医学
中华医学会北京分会

北京医学

CSTPCD
影响因子:0.714
ISSN:0253-9713
年,卷(期):2024.46(6)