Preoperative differentiation of serous cystic neoplasms from mucin-producing pancreatic cystic neoplasms using a CT-based radiomics nomogram

被引:11
|
作者
Chen, Shuai [1 ]
Ren, Shuai [1 ,2 ]
Guo, Kai [1 ]
Daniels, Marcus J. [3 ]
Wang, Zhongqiu [1 ]
Chen, Rong [2 ]
机构
[1] Nanjing Univ Chinese Med, Affiliated Hosp, Dept Radiol, Nanjing 210029, Jiangsu, Peoples R China
[2] Univ Maryland, Dept Diagnost Radiol & Nucl Med, Sch Med, Baltimore, MD 21201 USA
[3] Johns Hopkins Univ, Sch Med, Baltimore, MD 21287 USA
基金
中国国家自然科学基金;
关键词
Pancreatic cystic neoplasm; Pancreas; Computed tomography; Diagnosis; Radiomics;
D O I
10.1007/s00261-021-02954-8
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Purpose To develop and validate a CT-based radiomics nomogram in preoperative differential diagnosis of SCNs from mucin-producing PCNs. Material and methods A total of 89 patients consisting of 31 SCNs, 30 IPMNs, and 28 MCNs who underwent preoperative CT were analyzed. A total of 710 radiomics features were extracted from each case. Patients were divided into training (n = 63) and validation cohorts (n = 26) with a ratio of 7:3. Least absolute shrinkage and selection operator (LASSO) method and logistic regression analysis were used for feature selection and model construction. A nomogram was created from a comprehensive model consisting of clinical features and the fusion radiomics signature. A decision curve analysis was used for clinical decisions. Results The radiomics features extracted from CT could assist with the differentiation of SCNs from mucin-producing PCNs in both the training and validation cohorts. The signature of the combination of the plain, late arterial, and venous phases had the largest areas under the curve (AUCs) of 0.960 (95% CI 0.910-1) in the training cohort and 0.817 (95% CI 0.651-0.983) in the validation cohort with good calibration. The value and efficacy of the nomogram was verified using decision curve analysis. Conclusion A comprehensive nomogram incorporating clinical features and fusion radiomics signature can differentiate SCNs from mucin-producing PCNs.
引用
收藏
页码:2637 / 2646
页数:10
相关论文
共 50 条
  • [21] CT-Based Radiomics Analysis for Preoperative Diagnosis of Pancreatic Mucinous Cystic Neoplasm and Atypical Serous Cystadenomas
    Xie, Tiansong
    Wang, Xuanyi
    Zhang, Zehua
    Zhou, Zhengrong
    FRONTIERS IN ONCOLOGY, 2021, 11
  • [22] A CT-based radiomics nomogram involving the cystic fluid area for differentiating appendiceal mucinous neoplasms from appendicitis with intraluminal fluid
    Xinbin Wang
    Na Feng
    Yonggang Qiu
    Hao Dong
    Cuncheng Lou
    Junjie Yang
    Jieni Yu
    Chunyan Jiang
    Jianxia Xu
    Risheng Yu
    Journal of Cancer Research and Clinical Oncology, 150
  • [23] A CT-based radiomics nomogram involving the cystic fluid area for differentiating appendiceal mucinous neoplasms from appendicitis with intraluminal fluid
    Wang, Xinbin
    Feng, Na
    Qiu, Yonggang
    Dong, Hao
    Lou, Cuncheng
    Yang, Junjie
    Yu, Jieni
    Jiang, Chunyan
    Xu, Jianxia
    Yu, Risheng
    JOURNAL OF CANCER RESEARCH AND CLINICAL ONCOLOGY, 2024, 150 (03)
  • [24] SMAD4 Expression in Mucin-Producing Cystic Neoplasms of the Pancreas and Associated Carcinomas
    Stashek, K. M.
    Mezhir, J. J.
    Roggin, K. K.
    Bellizzi, A. M.
    MODERN PATHOLOGY, 2013, 26 : 432A - 432A
  • [25] SMAD4 Expression in Mucin-Producing Cystic Neoplasms of the Pancreas and Associated Carcinomas
    Stashek, K. M.
    Mezhir, J. J.
    Roggin, K. K.
    Bellizzi, A. M.
    LABORATORY INVESTIGATION, 2013, 93 : 432A - 432A
  • [26] Mucin-producing Cystic Hepatobiliary Neoplasms: Updated Nomenclature and Clinical, Pathologic, and Imaging Features
    Lee, Matthew H.
    Katabathina, Venkata S.
    Lubner, Meghan G.
    Shah, Hardik U.
    Prasad, Srinivasa R.
    Matkowskyj, Kristina A.
    Pickhardt, Perry J.
    RADIOGRAPHICS, 2021, 41 (06) : 1592 - 1610
  • [27] Mucin-producing hepatic cystic neoplasms: an uncommon but challenging disease often misdiagnosed and mismanaged
    Frezin, J.
    Komuta, M.
    Zech, F.
    Annet, L.
    Horsmans, Y.
    Gigot, J. F.
    Jouret-Mourin, A.
    Hubert, C.
    ACTA CHIRURGICA BELGICA, 2020, 120 (01) : 6 - 15
  • [28] Pancreatic Serous Cystic Neoplasms and Mucinous Cystic Neoplasms: Differential Diagnosis by Combining Imaging Features and Enhanced CT Texture Analysis
    Chen, Hai-Yan
    Deng, Xue-Ying
    Pan, Yao
    Chen, Jie-Yu
    Liu, Yun-Ying
    Chen, Wu-Jie
    Yang, Hong
    Zheng, Yao
    Yang, Yong-Bo
    Liu, Cheng
    Shao, Guo-Liang
    Yu, Ri-Sheng
    FRONTIERS IN ONCOLOGY, 2021, 11
  • [29] Differentiation of serous cystic pancreatic neoplasms and metastatic renal cell carcinoma by immunohistochemistry
    Molina, C. P.
    Kim, M.
    Zhai, J.
    Ayala, A. G.
    Ro, J. Y.
    LABORATORY INVESTIGATION, 2007, 87 : 287A - 287A
  • [30] Differentiation of serous cystic pancreatic neoplasms and metastatic renal cell carcinoma by immunohistochemistry
    Molina, C. P.
    Kim, M.
    Zhai, J.
    Ayala, A. G.
    Ro, J. Y.
    MODERN PATHOLOGY, 2007, 20 : 287A - 287A