Development and validation of a nomogram for predicting venous thromboembolism risk in post-surgery patients with cervical cancer.

IF 2.5 3区 医学 Q3 ONCOLOGY World Journal of Surgical Oncology Pub Date : 2024-12-31 DOI:10.1186/s12957-024-03649-2
Yue Chen, Xiaosheng Li, Li Yuan, Yuliang Yuan, Qianjie Xu, Zuhai Hu, Wei Zhang, Haike Lei
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Abstract

Objective: Postoperative venous thromboembolism (VTE) is a potentially life-threatening complication. This study aimed to develop a predictive model to identify independent risk factors and estimate the likelihood of VTE in patients undergoing surgery for cervical cancer.

Methods: We conducted a retrospective cohort study involving 1,174 patients who underwent surgery for cervical carcinoma between 2019 and 2022. The cohort was randomly divided into training and validation sets at 7:3. Univariate and multivariate logistic regression analyses were used to determine the independent factors associated with VTE. The results of the multivariate logistic regression were used to construct a nomogram. The nomogram's performance was assessed via the concordance index (C-index) and calibration curve. Additionally, its clinical utility was assessed through decision curve analysis (DCA).

Results: The predictive nomogram model included factors such as age, pathology type, FIGO stage, history of chemotherapy, the neutrophil-lymphocyte ratio (NLR), fibrinogen degradation products (FDP), and D-dimer levels. The model demonstrated robust discriminative power, achieving a C-index of 0.854 (95% CI: 0.799-0.909) in the training cohort and 0.757 (95% CI: 0.657-0.857) in the validation cohort. Furthermore, the nomogram showed excellent calibration and clinical utility, as evidenced by the calibration curve and decision curve analysis (DCA) results.

Conclusions: We developed a high-performance nomogram that accurately predicts the risk of VTE in cervical cancer patients undergoing surgery, providing valuable guidance for thromboprophylaxis decision-making.

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一种预测宫颈癌术后患者静脉血栓栓塞风险的nomogram方法的开发和验证。
目的:术后静脉血栓栓塞(VTE)是一种潜在危及生命的并发症。本研究旨在建立一种预测模型,以确定宫颈癌手术患者发生静脉血栓栓塞的独立危险因素和可能性。方法:我们进行了一项回顾性队列研究,纳入了1174名在2019年至2022年间接受宫颈癌手术的患者。队列在7:3随机分为训练组和验证组。采用单因素和多因素logistic回归分析确定与静脉血栓栓塞相关的独立因素。多元逻辑回归的结果被用来构造一个模态图。通过一致性指数(C-index)和校准曲线来评估nomogram的性能。此外,通过决策曲线分析(DCA)评估其临床应用价值。结果:预测nomogram模型包括年龄、病理类型、FIGO分期、化疗史、中性粒细胞-淋巴细胞比值(NLR)、纤维蛋白原降解产物(FDP)、d -二聚体水平等因素。该模型具有较强的判别能力,在训练队列中c指数为0.854 (95% CI: 0.799-0.909),在验证队列中c指数为0.757 (95% CI: 0.657-0.857)。此外,从校准曲线和决策曲线分析(DCA)的结果可以看出,nomogram具有良好的校准和临床应用价值。结论:我们开发了一种高性能nomogram方法,可以准确预测宫颈癌手术患者的静脉血栓栓塞风险,为血栓预防决策提供有价值的指导。
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来源期刊
CiteScore
4.70
自引率
15.60%
发文量
362
审稿时长
3 months
期刊介绍: World Journal of Surgical Oncology publishes articles related to surgical oncology and its allied subjects, such as epidemiology, cancer research, biomarkers, prevention, pathology, radiology, cancer treatment, clinical trials, multimodality treatment and molecular biology. Emphasis is placed on original research articles. The journal also publishes significant clinical case reports, as well as balanced and timely reviews on selected topics. Oncology is a multidisciplinary super-speciality of which surgical oncology forms an integral component, especially with solid tumors. Surgical oncologists around the world are involved in research extending from detecting the mechanisms underlying the causation of cancer, to its treatment and prevention. The role of a surgical oncologist extends across the whole continuum of care. With continued developments in diagnosis and treatment, the role of a surgical oncologist is ever-changing. Hence, World Journal of Surgical Oncology aims to keep readers abreast with latest developments that will ultimately influence the work of surgical oncologists.
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