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基于超声和超声造影特征的列线图模型用于鉴别肿块型胰腺炎和胰腺导管腺癌的开发与验证

Development and validation of a nomogram model based on ultrasound and contrast-enhanced ultrasound features for differentiating mass-forming pancreatitis and pancreatic ductal adenocarcinoma.

作者信息

Liang Hua, Gui Yang, Chen Xueqi, Chen Tianjiao, Zhang Jing, Tan Li, Jia Wanying, Dai Menghua, Wang Weibin, Guo Junchao, Xu Qiang, Lv Ke, Jiang Yuxing

机构信息

Department of Ultrasound, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.

Department of General Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.

出版信息

Abdom Radiol (NY). 2025 May 31. doi: 10.1007/s00261-025-05035-2.

DOI:10.1007/s00261-025-05035-2
PMID:40448846
Abstract

PURPOSE

To explore the value of ultrasound (US) and contrast-enhanced ultrasound (CEUS) in differentiating mass-forming Pancreatitis (MFP) and pancreatic ductal adenocarcinoma (PDAC).

METHODS

This retrospective study analyzed clinical and imaging data from 281 patients who underwent pancreatic CEUS between January 2018 and December 2023. Patients were randomly divided into training (n = 196) and validation (n = 85) sets. Logistic regression analyses were conducted to identify independent predictive imaging features for differentiating PDAC from MFP in the training set. Based on the identified predictors, two nomogram models were constructed: the US model and the US + CEUS model. The diagnostic performance of both models was assessed via the area under the receiver operating characteristic curve (AUC), calibration plots, Hosmer-Lemeshow test, and decision-curve analysis (DCA).

RESULTS

Multivariate logistic regression analysis based on these factors identified taller-than-wide shape (P = 0.002, OR = 0.12), calcification (P = 0.003, OR = 13.76), and washout pattern (P = 0.002, OR = 0.13) as independent predictive factors for distinguishing PDAC from MFP. Compared to the US model, the US + CEUS model demonstrated better performance with AUC values 0.930 (95% CI: 0.895-0.965) in the training set and 0.914 (95% CI: 0.853-0.976) in the validation set. Calibration curve plots and the Hosmer-Lemeshow test (P > 0.05) confirmed that the model has good calibration, and DAC showed significant clinical benefit.

CONCLUSION

The nomogram model constructed using taller-than-wide shape, calcification, and washout pattern demonstrated excellent discriminative ability, accuracy, and clinical utility in differentiating PDAC from MFP.

摘要

目的

探讨超声(US)及超声造影(CEUS)在鉴别肿块型胰腺炎(MFP)与胰腺导管腺癌(PDAC)中的价值。

方法

本回顾性研究分析了2018年1月至2023年12月期间接受胰腺CEUS检查的281例患者的临床和影像数据。患者被随机分为训练组(n = 196)和验证组(n = 85)。在训练组中进行逻辑回归分析,以确定区分PDAC与MFP的独立预测影像特征。基于确定的预测因素,构建了两个列线图模型:US模型和US + CEUS模型。通过受试者工作特征曲线下面积(AUC)、校准图、Hosmer-Lemeshow检验和决策曲线分析(DCA)评估两个模型的诊断性能。

结果

基于这些因素的多因素逻辑回归分析确定,纵横比大于1(P = 0.002,OR = 0.12)、钙化(P = 0.003,OR = 13.76)和廓清模式(P = 0.002,OR = 0.13)是区分PDAC与MFP的独立预测因素。与US模型相比,US + CEUS模型表现更佳,训练组的AUC值为0.930(95%CI:0.895 - 0.965),验证组的AUC值为0.914(95%CI:0.853 - 0.976)。校准曲线图和Hosmer-Lemeshow检验(P > 0.05)证实该模型具有良好的校准性,DCA显示出显著的临床益处。

结论

使用纵横比大于1、钙化和廓清模式构建的列线图模型在区分PDAC与MFP方面具有出色的鉴别能力、准确性和临床实用性。

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本文引用的文献

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EUS-FNA Biopsy for Pancreatic Mass.超声内镜引导下细针抽吸活检术(EUS-FNA)用于胰腺肿块。
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Ultraschall Med. 2025 Apr;46(2):124-144. doi: 10.1055/a-2336-1700. Epub 2024 Jun 20.
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Development and validation of a nomogram model based on pretreatment ultrasound and contrast-enhanced ultrasound to predict the efficacy of neoadjuvant chemotherapy in patients with borderline resectable or locally advanced pancreatic cancer.基于预处理超声和超声造影建立预测边界可切除或局部进展期胰腺癌新辅助化疗疗效的列线图模型的开发和验证。
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