DWI定量参数在直肠癌患者术后复发转移预测中的增益价值OA
Gain Value of DWI Quantitative Parameters in Predicting Postoperative Recur-rence and Metastasis of Rectal Cancer Patients
目的:结合磁共振弥散加权成像(diffusion weighted imaging,DWI)技术,构建一个定量预测直肠癌患者术后复发转移的模型,以提高术后复发转移风险预测的准确性.方法:回顾性分析2021年1月至2022年6月期间,在首都医科大学附属北京安贞医院南充医院(南充市中心医院)接受根治性全直肠系膜切除术的 205例直肠癌患者临床资料.所有患者均接受DWI检查(b值取50 s/mm2及800 s/mm2),获取表观扩散系数(apparent diffusion coefficient,ADC)值.根据术后3年内随访结果,将患者分为复发转移组与未复发转移组.采用Logistic回归分析直肠癌术后复发转移影响因素,并基于这些影响因素分别绘制常规风险预测模型(不含ADC值)与改良风险预测模型(含ADC值).通过受试者工作特征(receiver operating characteristic,ROC)曲线评价模型预测效能,校准曲线(结合Hosmer-Lemeshow检验)及临床决策曲线(decision curve analysis,DCA),分别评价模型的预测效能、准确度及临床获益.结果:在205例患者中,术后3年复发转移患者71例(34.63%).Logistic回归分析显示,临床分期、分化程度、神经侵犯、血管侵犯、血清癌胚抗原(carcinoembryonic antigen,CEA)、DWI定量参数ADC值均为直肠癌患者术后复发转移的独立影响因素(P<0.05).ROC曲线显示,改良风险预测模型的AUC为0.921(95%CI:0.886~0.956),显著高于常规模型的0.887(95%CI:0.843~0.932)(P<0.05).校准曲线显示,改良模型的观测值与预测值重合度良好,Hosmer-Lemeshow检验P>0.05,提示模型拟合度佳;DCA表明,在阈概率0.1~0.9范围内,改良模型预测术后复发转移具有临床净获益.结论:术前DWI定量参数ADC值是直肠癌患者术后复发转移的独立预测因子;基于ADC值及临床病理指标构建的列线图模型预测效能良好,且ADC值的加入可使传统临床模型的AUC从0.887提升至0.921,为风险预测带来显著提升效能的增益价值.
Objective:Combine diffusion-weighted imaging(DWI)technology to construct a quantitative model for predicting postoperative recurrence and metastasis in rectal cancer patients,thereby improving the accuracy of risk prediction for postoperative recurrence and metastasis.Methods:A retrospective analysis was conducted on the clinical data of 205 rectal cancer patients who underwent radical total mesorectal excision at Nanchong Hospital Affiliated to Beijing Anzhen Hospital,Capital Medical University(Nanchong Central Hospital)from January 2021 to June 2022.All patients underwent diffusion-weighted imaging(DWI)with b-values of 50 s/mm2 and 800 s/mm2 to obtain the apparent diffusion coefficient(ADC)values.Based on the follow-up results within 3 years postoperatively,patients were divided into recurrence/metastasis group and non-recurrence/non-metastasis group.Logistic regression analysis was performed to identify influencing factors of postoperative recurrence and metastasis in rectal cancer patients.Two risk prediction models were established accordingly:a conventional model(excluding ADC values)and an improved model(including ADC values).The predictive performance of the models was evaluated using receiver operating characteristic(ROC)curves,calibration curves(combined with Hosmer-Lemeshow test),and decision curve analysis(DCA)to assess predictive efficacy,accuracy,and clinical benefits,respectively.Results:Among the 205 patients,71 cases(34.63%)experienced recurrence/metastasis within 3 years postoperatively.Logistic regression analysis identified clinical stage,differentiation degree,neural invasion,vascular invasion,serum CEA,and the DWI quantitative parameter ADC value as independent influencing factors of postoperative recurrence/metastasis in rectal cancer patients(P<0.05).The ROC curve demonstrated that the improved risk prediction model achieved an AUC of 0.921(95%CI:0.886~0.956),significantly higher than that of the conventional model(0.887,95%CI:0.843~0.932)(P<0.05).The calibration curve showed good agreement between observed and predicted values for the improved model,with a Hosmer-Lemeshow test P>0.05,indicating excellent model fit.Decision curve analysis(DCA)revealed that the improved model provided clinical net benefits in predicting postoperative recurrence/metastasis within the threshold probability range of 0.1~0.9.Conclusion:The preoperative DWI quantitative parameter ADC value was identified as an independent predictor of postoperative recurrence/metastasis in rectal cancer patients.The Nomogram model constructed based on ADC value and clinicopathological indicators demonstrated excellent predictive performance.Moreover,the incorporation of ADC value increased the AUC of the conventional clinical model from 0.887 to 0.921,delivering significant gain in predictive efficacy for risk assessment.
陈华平;郭志伟;张福洲;黄健儒;冉冰清;母其文
首都医科大学附属北京安贞医院南充医院·南充市中心医院 医学影像科,四川 637000首都医科大学附属北京安贞医院南充医院·南充市中心医院 医学影像科,四川 637000首都医科大学附属北京安贞医院南充医院·南充市中心医院 医学影像科,四川 637000首都医科大学附属北京安贞医院南充医院·南充市中心医院 医学影像科,四川 637000首都医科大学附属北京安贞医院南充医院·南充市中心医院 医学影像科,四川 637000首都医科大学附属北京安贞医院南充医院·南充市中心医院 医学影像科,四川 637000
医药卫生
直肠癌复发转移弥散加权成像表观扩散系数列线图
rectal cancerrecurrence and metastasisdiffusion-weighted imagingapparent diffusion coefficientNomogram
《影像科学与光化学》 2026 (3)
140-149,10
四川省科学技术厅引智成果示范推广项目(2021ZHYZ0022).
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