The effectiveness of endoscopic ultrasonography findings to distinguish benign and malignant intraductal papillary mucinous neoplasm

被引:3
作者
Dong, Wu [1 ]
Zhen, Ding [2 ]
Wang, Xiaoyan [3 ]
Bin, Cheng [4 ]
Wang, Ruifeng [5 ]
Qin, Shanyu [6 ]
Li, Zhuoran [1 ]
Kai, Song [1 ]
Wu, Wenming [7 ]
Yang, Aiming [1 ]
Xi, Wu [1 ]
机构
[1] Peking Union Med Coll Hosp & Chinese Acad Med Sci, Dept Gastroenterol, State Key Lab Complex Severe & Rare Dis, Beijing 100730, Peoples R China
[2] Huazhong Univ Sci & Technol, Union Hosp, Tongji Med Coll, Div Gastroenterol, Wuhan 430022, Peoples R China
[3] Cent South Univ, Xiangya Hosp 3, Dept Gastroenterol, Changsha 410013, Peoples R China
[4] Huazhong Univ Sci & Technol, Tongji Hosp, Tongji Med Coll, Dept Gastroenterol & Hepatol, Wuhan 430030, Peoples R China
[5] Harbin Med Univ, Hosp 4, Dept Gastroenterol, Harbin 150001, Peoples R China
[6] Guangxi Med Univ, Affiliated Hosp 1, Dept Gastroenterol, Nanning 530021, Peoples R China
[7] Peking Union Med Coll Hosp & Chinese Acad Med Sci, Dept Gen Surg, Beijing 100730, Peoples R China
来源
SURGICAL ENDOSCOPY AND OTHER INTERVENTIONAL TECHNIQUES | 2023年 / 37卷 / 06期
基金
国家重点研发计划; 北京市自然科学基金;
关键词
Pancreatic intraductal neoplasms; Endosonography; Pancreatic ducts; FINE-NEEDLE-ASPIRATION; DIAGNOSTIC PERFORMANCE; PANCREATIC CYSTS; CANCER; EUS; ULTRASOUND; GUIDELINES; MANAGEMENT; PREDICTION; SMOKING;
D O I
10.1007/s00464-022-09752-3
中图分类号
R61 [外科手术学];
学科分类号
摘要
Background and aimsAccurate evaluation of intraductal papillary mucinous neoplasm (IPMN) is necessary to inform clinical decision-making. But it is still difficult to distinguish benign and malignant IPMN preoperatively. This study aims to evaluate the utility of EUS to predict the pathology of IPMN.MethodsPatients with IPMN who underwent endoscopic ultrasound within 3 months before surgery were collected from six centers. Logistic regression model and random forest model were used to determine risk factors associated with malignant IPMN. In both models, 70% and 30% of patients were randomly assigned to the exploratory group and validation group, respectively. Sensitivity, specificity, and ROC were used in model assessment.ResultsOf the 115 patients, 56 (48.7%) had low-grade dysplasia (LGD), 25 (21.7%) had high-grade dysplasia (HGD), and 34 (29.6%) had invasive cancer (IC). Smoking history (OR = 6.95, 95%CI: 1.98-24.44, p = 0.002), lymphadenopathy (OR = 7.91, 95%CI: 1.60-39.07, p = 0.011), MPD > 7 mm (OR = 4.75, 95%CI: 1.56-14.47, p = 0.006) and mural nodules > 5 mm (OR = 8.79, 95%CI: 2.40-32.24, p = 0.001) were independent risk factors predicting malignant IPMN according to the logistic regression model. The sensitivity, specificity, and AUC were 0.895, 0.571, and 0.795 in the validation group. In the random forest model, the sensitivity, specificity, and AUC were 0.722, 0.823, and 0.773, respectively. In patients with mural nodules, random forest model could reach a sensitivity of 0.905 and a specificity of 0.900.ConclusionsUsing random forest model based on EUS data is effective to differentiate benign and malignant IPMN in this cohort, especially in patients with mural nodules.
引用
收藏
页码:4681 / 4688
页数:8
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