临床外科杂志 ›› 2026, Vol. 34 ›› Issue (8): 870-875.doi: 10.3969/j.issn.1005-6483.20251161

• 论著 • 上一篇    下一篇

外伤性肋骨骨折病人下肢深静脉血栓形成列线图模型的构建与验证

  

  1. 351100  福建莆田,莆田九十五医院胸心外科
  • 收稿日期:2025-11-16 接受日期:2025-11-16 出版日期:2026-08-20 发布日期:2026-08-20
  • 通讯作者: 林洲,Email:120018947@qq.com

Construction and validation of anomogram prediction model for deep vein thrombosis of lower extremities in patients with traumatic rib fractures

  1. Department of Thoracic and Cardiovascular Surgery,Putian No.95 Hospital,Putian 351100,China
  • Received:2025-11-16 Accepted:2025-11-16 Online:2026-08-20 Published:2026-08-20

摘要: 目的 探讨外伤性肋骨骨折病人下肢深静脉血栓形成(LEDVT)的危险因素,构建列线图预测模型,并对其性能进行验证。方法 2020年1月~2025年2月我院收治外伤性肋骨骨折病人211例。采用LASSO回归筛选变量,再纳入多因素Logistic回归分析,基于独立危险因素构建列线图预测模型,并验证其预测性能。结果 本研究纳入病人术后LEDVT发生率为18.96%(40/211)。非LEDVT组和LEDVT组BMI分别为(23.10±2.55)kg/m2 和 (24.17±2.63)kg/m2,肋骨骨折数量>10根占比分别为13.45% 和30.00%,伴其他部位骨折占比分别为42.69%和65.00%,手术时间分别为(98.17±15.71)分钟和 (105.50±14.72)分钟,两组比较差异有统计学意义(P<0.05);非LEDVT组和LEDVT组凝血酶原时间(PT)分别为(13.17±2.50)秒和(12.30±2.00)秒,两组比较差异有统计学意义(P<0.05)。LASSO回归分析共筛选出8个关键变量,进行多因素Logistic分析,结果显示,肋骨骨折数量>10根(OR=4.070,95%CI=1.561~10.611)、伴其他部位骨折(OR=2.871,95%CI=1.267~6.506)、手术时间>110分钟(OR=2.986,95%CI=1.313~6.790)、D-二聚体(D-D)>2mg/L(OR=3.812,95%CI=1.655~8.778)均为外伤性肋骨骨折病人LEDVT的独立危险因素(P<0.05)。受试者工作特征(ROC)曲线分析结果显示,训练集和测试集的ROC曲线下面积(AUC)分别为0.764(95%CI=0.665~0.864)和0.731(95%CI=0.634~0.828)。校准曲线分析结果显示,训练集和测试集的预测概率与实际概率无显著差异。决策曲线分析结果显示,在高风险阈值0.1~0.75范围内,采用列线图模型对病人进行预防性干预,相比均干预和未干预,可获得更高的标准化净效益。结论 外伤性肋骨骨折病人术后LEDVT与肋骨骨折数量、伴其他部位骨折、手术时间及D-D密切相关,基于上述指标构建的列线图预测模型能较准确地预测LEDVT的发生。

关键词: 外伤性肋骨骨折, 下肢深静脉血栓形成, 列线图, 预测模型

Abstract: Objective  To investigate the risk factors for deep vein thrombosis of lower extremities (LEDVT) in patients with traumatic rib fractures,construct a nomogram prediction model,and validate its performance.Methods A retrospective study was conducted on 211 patients with traumatic rib fractures admitted to Putian 95th Hospital from January 2020 to February 2025.Clinical data were collected.Variables were first screened using LASSO regression,followed by multivariate Logistic- regression analysis.A nomogram prediction model was constructed based on independent risk factors,and its predictive performance was validated.Result The postoperative incidence of lower extremity deep vein thrombosis (LEDVT) in the enrolled patients was 18.96% (40/211).The non-LEDVT group had significantly lower body mass index (BMI) than the LEDVT group[(23.10±2.55) kg/m2 vs.(24.17±2.63) kg/m2].The proportion of patients with >10 rib fractures were 13.45% and 30.00%,respectively.The proportion of patients with concomitant fractures at other sites were 42.69% and 65.00%,respectively.The operation time were (98.17±15.71) min and (105.50±14.72) min,respectively.There was a statistically significant difference between the two groups (P<0.05).The prothrombin time (PT) in the non-LEDVT group and the LEDVT group was (13.17±2.50) seconds and (12.30±2.00) seconds,respectively.There was a statistically significant difference between the two groups (P<0.05).LASSO regression analysis identified 8 key variables.Multivariate Logistic regression analysis revealed that >10 rib fractures (OR=4.070,95%CI:1.561-10.611),concomitant fractures at other sites (OR=2.871,95%CI:1.267-6.506),operation time > 110min (OR=2.986,95%CI:1.313-6.790),and D-dimer (D-D) > 2mg/L (OR=3.812,95%CI:1.655-8.778) were independent risk factors for LEDVT in patients with traumatic rib fractures (P<0.05).Receiver operating characteristic (ROC) curve analysis showed that the area under the curve (AUC) was 0.764 (95%CI:0.665-0.864) for the training set and 0.731 (95%CI:0.634-0.828) for the test set.Calibration curve analysis demonstrated no significant differences between the predicted and actual probabilities in both the training and test sets.Decision curve analysis indicated that within the highrisk threshold range of 0.1-0.75,prophylactic intervention guided by the nomogram model yielded higher standardized net benefits compared with universal intervention or no intervention.Conclusion Postoperative LEDVT in patients with traumatic rib fractures is closely associated with the number of rib fractures,concomitant fractures at other sites,operation time,and DD levels.The nomogram prediction model constructed based on these indicators can accurately predict the occurrence of LEDVT,providing a reference for formulating early prevention and treatment strategies for clinical LEDVT.

Key words: traumatic rib fracture, deep vein thrombosis of lower extremities, nomogram, predictive model

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