首页|期刊导航|辽宁中医杂志|基于真实世界的深静脉血栓形成复发风险预测模型的构建与验证

基于真实世界的深静脉血栓形成复发风险预测模型的构建与验证OA

Construction and Validation of Recurrence Risk Prediction Model for Deep Venous Thrombosis Based on the Real World

中文摘要英文摘要

目的 筛选深静脉血栓形成(deep venous thrombosis,DVT)复发的危险因素,初步构建风险预测模型并验证.方法 采用真实世界研究模式,以回顾性病例对照研究为设计方法.将2019年1月1日—2022年5月31日在山东中医药大学附属医院住院的首次DVT患者作为研究对象,其临床资料和随访情况作为数据来源,以是否出现DVT复发为分组依据,采用单因素分析和多因素Logistic回归,筛选、明确DVT复发的危险因素.以此建立风险预测模型,绘制可视化列线图,并进行内部验证.结果 该研究共纳入首次DVT患者1724例,其中复发295例,总体复发率约为17.11%.训练集中两组各纳入患者207例,验证集中两组各纳入患者88例.对训练集中两组患者的临床资料先进行单因素分析,将差异具有统计学意义(P<0.05)的变量纳入二元Logistic回归多因素分析,最终得出:是否年龄≥60岁、首次DVT临床分型、首次DVT诱发因素分类、有无髂静脉受压、有无肺血栓栓塞症(pulmonary thromboembolism,PTE)、有无血栓形成后综合征(post thrombotic syndrome,PTS)、D-二聚体水平、出院时静脉再通率、是否规范抗凝/抗栓、是否使用中药及相关制剂共10个因素是DVT复发的独立影响因素(P<0.05).根据上述分析结果,构建DVT复发风险预测模型公式,并绘制了列线图.经内部验证显示模型具有良好的区分度、校准度和临床实用性.结论 年龄≥60岁、首次DVT发病类型为中央型和混合型、首次DVT诱发因素分类为持续性诱因和复合性诱因及无诱因、有髂静脉受压、有PTE、有PTS、高D-二聚体水平是影响DVT复发的独立危险因素,首次DVT患者出院时高静脉再通率、规范抗凝/抗栓、使用活血类中药及相关制剂是DVT复发的保护因素.包含以上10个预测因素的DVT复发风险模型经检验预测性能良好,可为临床筛选DVT复发高危人群提供一定依据.

Objective This study aimed to screen the risk factors of deep venous thrombosis(DVT)recurrence,establish a pre-liminary risk prediction model and verify it.Methods The real world research model and retrospective case-control study were used as the design method.The patients with first-time DVT who were hospitalized in the Affiliated Hospital of Shandong Univer-sity of Traditional Chinese Medicine from January 1,2019 to May 31,2022 were selected as the study objects,and their clinical data and follow-up information were used as the data sources.The grouping was based on whether there was recurrence of DVT.The risk factors of DVT recurrence were identified by univariate analysis and multiple Logistic regression screening.Lastly,a risk prediction model was built,a visual nomogram was drawn,and cinternal verification was carried out.Results A total of 1724 pa-tients with first-time DVT were included in this study,295 of whom relapsed,and the overall recurrence rate was about 17.11%.In the training dataset,207 patients were included in the recurrence group and the non-recurrence group,respectively.And in the validation dataset,88 patients were included in the recurrence group and the non-recurrence group,respectively.The clinical data of the two groups in the training dataset were first analyzed by univariate analysis,and variables with statistical differ-ences(P<0.05)were included in the multivariate analysis of binary Logistic regression,and the results were as follows.Ten fac-tors,including age≥60 years old,clinical classification of the first DVT,classification of the first DVT inducing factors,iliac vein compression,pulmonary thromboembolism(PTE),post thrombotic syndrome(PTS),D-dimer level,venous revascularization rate upon discharge,standard anticoagulation/antiembolism and use of Chinese medicine and related preparations,were independent influencing factors for the recurrence of DVT(P<0.05).According to the above analysis results,the prediction model formula of DVT recurrence risk was constructed,and the column graph was drawn.Internal verification showed that the model had good dif-ferentiation,calibration and clinical practicability.Conclusion Age ≥60 years old and the onset type of the first DVT was the cen-tral type and mixed type.The first DVT induction factors were classified into persistent inductions,combined inductions and no in-ductions,iliac vein compression,PTE,PTS and high D-dimer level were independent risk factors for the recurrence of DVT.High venous revascularization rate,standard anticoagulation/antithrombolysis and use of blood-activating Chinese medicine and related preparations are protective factors for the recurrence of DVT in the patients with first-time DVT.The DVT recurrence risk model containing the above 10 predictive factors has a good predictive performance,which can provide a certain basis for clinical screen-ing of high-risk groups of DVT recurrence.

张军;张玥;安震;刘效敏;匡英杰

山东中医药大学,山东济南 250014山东中医药大学附属医院,山东济南 250014山东中医药大学附属医院,山东济南 250014山东中医药大学附属医院,山东济南 250014山东中医药大学,山东济南 250014

医药卫生

深静脉血栓形成复发危险因素预测模型列线图中医药活血化瘀真实世界研究

deep venous thrombosisrecurrencerisk factorprediction modelnomogramtraditional Chinese medicineacti-vating blood circulation methodreal-world study

《辽宁中医杂志》 2026 (9)

1-8,后插1,9

国家自然科学基金面上项目(81774311)国家中医药管理局科技司共建科技项目(GZY-KJS-SD-2023-038)山东省医药卫生科技项目(202304111444)

10.13192/j.issn.1000-1719.2026.09.001

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