Machine learning-based Radiomics analysis for differentiation degree and lymphatic node metastasis of extrahepatic cholangiocarcinoma

被引:0
作者
Yong Tang
Chun Mei Yang
Song Su
Wei Jia Wang
Li Ping Fan
Jian Shu
机构
[1] University of Electronic Science and Technology of China,School of Computer Science and Engineering
[2] The Affiliated Hospital of Southwest Medical University,Department of Radiology
[3] and Nuclear Medicine and Molecular Imaging Key Laboratory of Sichuan Province,Department of Hepatobiliary Surgery
[4] The Affiliated Hospital of Southwest Medical University,School of Information and Software Engineering
[5] University of Electronic Science and Technology of China,Department of Ultrasound
[6] The Affiliated Hospital of Southwest Medical University,undefined
来源
BMC Cancer | / 21卷
关键词
Extrahepatic cholangiocarcinoma; Cell differentiation; Lymphatic metastasis; Machine learning; Radiomics;
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[21]  
Hashimoto Y(2018)A texture analysis-based prediction model for lymph node metastasis in stage IA lung adenocarcinoma Ann Thorac Surg 106 214-797
[22]  
Nakamura H(2018)Diagnostic accuracy of MRI texture analysis for grading gliomas J Neurooncol 140 583-10
[23]  
Nakashima A(2020)Radiomics and machine learning with multiparametric preoperative MRI may accurately predict the histopathological grades of soft tissue sarcomas J Magn Reson Imaging 51 791-98
[24]  
Sueda T(2015)Cholangiocarcinoma: correlation between molecular profiling and imaging phenotypes PLoS One 10 360-5385
[25]  
Mao Z-y(2018)Novel nomogram for preoperative prediction of early recurrence in intrahepatic cholangiocarcinoma Front Oncol 8 1-3735
[26]  
Guo X-c(2019)Prediction for early recurrence of intrahepatic mass-forming cholangiocarcinoma: quantitative magnetic resonance imaging combined with prognostic immunohistochemical markers Cancer Imaging 19 90-8532
[27]  
Su D(2019)Biliary tract cancer at CT: a radiomics-based model to predict lymph node metastasis and survival outcomes Radiology. 290 5374-1238
[28]  
Wang L-j(2019)A radiomics approach based on support vector machine using MR images for preoperative lymph node status evaluation in intrahepatic cholangiocarcinoma Theranostics. 9 3725-272
[29]  
Zhang T-t(2019)A radiomics approach to predict lymph node metastasis and clinical outcome of intrahepatic cholangiocarcinoma Eur Radiol 29 8520-11
[30]  
Bai L(2015)Feature selection using joint mutual information maximisation Expert Syst Appl 42 1226-8