经阴道四维子宫输卵管超声造影中造影剂逆流风险预测模型的构建与验证

Construction and validation of a risk prediction model for contrast agent reflux in transvaginal four-dimensional hysterosalpingo-contrast sonography

  • 摘要:
    目的 构建经阴道四维子宫输卵管超声造影(TVS-4D-HyCoSy)中造影剂逆流的风险预测模型并验证其效能。
    方法 回顾性纳入接受TVS-4D-HyCoSy检查的271例不孕症患者作为研究对象,根据超声声像图中造影剂有无逆流分为观察组121例与对照组150例。收集2组患者的临床资料,采用Logistic回归分析筛选造影剂逆流的影响因素并构建预测模型,通过Hosmer-Lemeshow拟合优度检验评估预测模型与观测数据的适配度。绘制受试者工作特征(ROC)曲线分析模型的预测效能,计算曲线下面积(AUC)以量化区分能力。
    结果 2组患者在不孕类型、推注压力、输卵管通畅情况、既往宫腔手术史、宫腔粘连、肌层回声均匀性方面比较,差异均有统计学意义(P < 0.05)。多因素Logistic回归分析显示,推注压力(OR=1.840, 95%CI: 1.336~2.790)、输卵管通畅情况(OR=3.411, 95%CI: 2.576~4.728)、既往宫腔手术史(OR=4.522, 95%CI: 3.682~5.085)、宫腔粘连(OR=1.893, 95%CI: 1.416~2.951)、肌层回声均匀性(OR=2.380, 95%CI: 1.683~3.584)是造影剂逆流发生的独立影响因素(P < 0.05)。基于独立影响因素构建Logistic回归预测模型, ROC曲线显示该模型预测造影剂逆流的AUC为0.836(95%CI: 0.647~0.911), 灵敏度为93.02%, 特异度为86.41%。Hosmer-Lemeshow检验结果显示χ2=4.326, P=0.503, 提示该模型预测效能良好。
    结论 推注压力、输卵管通畅情况、既往宫腔手术史、宫腔粘连及肌层回声均匀性是不孕症患者TVS-4D-HyCoSy检查中发生造影剂逆流的独立影响因素, 基于此构建的造影剂逆流风险预测模型拟合情况良好,可为造影剂逆流风险评估提供精准工具,提升检查的安全性与有效性。

     

    Abstract:
    Objective To construct a risk prediction model for contrast agent reflux in transvaginal four-dimensional hysterosalpingo-contrast sonography (TVS-4D-HyCoSy) and validate its efficacy.
    Methods A total of 271 infertile patients who underwent TVS-4D-HyCoSy were retrospectively included as the study subjects. According to the presence or absence of contrast agent reflux in the ultrasonic images, they were divided into observation group (121 cases) and control group (150 cases). Clinical data of patients in the two groups were collected. Logistic regression analysis was used to screen the influencing factors of contrast agent reflux and construct a prediction model. The goodness- of-fit between the prediction model and the observed data was evaluated using the Hosmer-Lemeshow test. The receiver operating characteristic (ROC) curve was plotted to analyze the predictive efficacy of the model, and the area under the curve (AUC) was calculated to quantify the discriminatory ability.
    Results There were statistically significant differences between the two groups in terms of infertility type, injection pressure, fallopian tube patency, history of previous uterine cavity surgery, intrauterine adhesion, and myometrial echo uniformity (P < 0.05). Multivariate Logistic regression analysis showed that injection pressure (OR=1.840, 95%CI, 1.336 to 2.790), fallopian tube patency (OR=3.411, 95%CI, 2.576 to 4.728), history of previous uterine cavity surgery (OR=4.522, 95%CI, 3.682 to 5.085), intrauterine adhesion (OR=1.893, 95%CI, 1.416 to 2.951), and myometrial echo uniformity (OR=2.380, 95%CI, 1.683 to 3.584) were independent influencing factors for the occurrence of contrast agent reflux (P < 0.05). A Logistic regression prediction model was constructed based on the independent influencing factors. The ROC curve showed that the AUC of the model for predicting contrast agent reflux was 0.836 (95%CI, 0.647 to 0.911), with a sensitivity of 93.02% and a specificity of 86.41%. The Hosmer-Lemeshow test showed χ2=4.326, P=0.503, indicating good predictive efficacy of the model.
    Conclusion Injection pressure, fallopian tube patency, history of previous uterine cavity surgery, intrauterine adhesion, and myometrial echo uniformityare independent influencing factors for the occurrence of contrast agent reflux during TVS-4D-HyCoSy in infertile patients. The constructed risk prediction model for contrast agent reflux based on these factors shows good fit and can provide an accurate tool for risk assessment of contrast agent reflux, enhancing the safety and efficacy of the examination.

     

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