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胆囊癌根治手术成功实施列线图预测模型的建立和验证 被引量:1

Nomogram construction and validation for predicting the possibility successful implementation of radical surgery in gallbladder cancer patients
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摘要 目的建立可预测胆囊癌(GBC)患者根治性手术成功实施的列线图并进行初步验证。方法纳入320例行手术治疗(包括根治性手术、姑息性切除术、腹腔探查术和活检术)的GBC患者。根据纳入时间先后分为训练集(235例)和验证集(85例)。比较实施根治性手术和非根治性手术患者的临床资料,多因素Logistic回归分析影响GBC患者根治性手术成功实施的因素,并绘制列线图预测模型。采用受试者工作特征(ROC)曲线和校准曲线评价预测模型的区分度及校准度,应用临床决策曲线(DCA)评估列线图预测模型的实际效用。结果单因素分析显示,根治性手术组和非根治性手术组在体质量减轻、黄疸、高血压、淋巴结转移、体质量指数、血红蛋白(HB)、白蛋白(ALB)、糖类抗原(CA)19-9、CA125、总胆红素和直接胆红素差异有统计学意义(P<0.05)。将这11个潜在的预测因素在训练集纳入多因素Logistic回归分析,结果显示无黄疸、高血压、淋巴结转移,HB、ALB升高,CA19-9降低是预测GBC根治手术成功实施的因素。根据Logistic回归得到的6个独立风险因素建立列线图。在训练组和验证组中,列线图的曲线下面积分别为0.901和0.822,模型具有良好的区分度。Hosmer-Lemeshow检验表明模型校准度良好(χ2=5.740,P=0.676)。模型校准曲线均接近理想曲线,表明观察结果与实际结果吻合良好。DCA曲线显示模型对临床使用具有净效益和良好的临床实用性。结论该列线图可有效筛选适合根治性手术的GBC患者,减少预期根治性手术转为姑息性切除或剖腹探查术的机会,增加患者手术获益的可能性。 Objective To develop a nomogram for predicting the successful implementation of radical surgery for gallbladder cancer(GBC).Methods A total of 320 patients with GBC who underwent surgical procedures including radical surgery,palliative excision,abdominal exploration,and biopsy were enrolled in this study.Patients were divided into the training set(235 cases)and the verification set(85 cases)according to the time of inclusion.By comparing the clinical data of patients undergoing radical surgery and patients with non-radical surgery,multivariate Logistic regression analysis was conducted to analyze the prediction model affecting the successful implementation of radical surgery in GBC patients,and a column graph was drawn.Receiver operating characteristic(ROC)curve and calibration curve were used to evaluate the differentiation and calibration of the prediction model.Clinical decision curve(DCA)was used to evaluate the practical utility of the nomogram prediction model.Results Univariate analysis showed that there were significant differences in weight loss,jaundice,hypertension,lymph node metastasis,body mass index(BMI),hemoglobin(HB),albumin(ALB),CA19-9,CA125,total bilirubin and direct bilirubin between the radical surgery group and the non-radical surgery group(P<0.05).These 11 potential predictors were included in the multivariate Logistic regression analysis in the training set,and results showed that no jaundice,hypertension,lymph node metastasis,elevated HB and ALB,and decreased CA19-9 were predictive factors for the successful implementation of radical GBC surgery.A nomogram was established based on 6 independent risk factors obtained by Logistic regression.In the training group and the verification group,the area under the curve of the nomogram was 0.901 and 0.822,respectively,and the model has good differentiation.Hosmer-Lemeshow test showed that the model was well calibrated(χ2=5.740,P=0.676).The calibration curve of the model was close to ideal curve,indicating that the observed results were in good agr
作者 郑康鹏 唐鑫国 徐琦 樊钰亭 梁博 付晓伟 方路 ZHENG Kangpeng;TANG Xinguo;XU Qi;FAN Yuting;LIANG Bo;FU Xiaowei;FANG Lu(Department of Hepatobiliary Surgery,the Second Affiliated Hospital of Nanchang University,Nanchang 330006,China)
出处 《天津医药》 CAS 2024年第5期536-541,共6页 Tianjin Medical Journal
基金 国家自然科学基金资助项目(82160578) 江西省卫生健康委科技计划项目(202210033)。
关键词 胆囊肿瘤 列线图 黄疸 高血压 CA-19-9抗原 根治性手术 危险因素 gallbladder neoplasms nomograms jaundice hypertension CA-19-9 antigen radical surgery risk factors
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