Original article
MRI imaging and machine learning based radiomics for detection of mixed HCC and CCA tumors
Yuquan Qiana,b,1Qiao-Yuan Luc,1Isaac RodriguezaMichael VáchaaXiangde MindMuzaffer Reha ÜmütlüeGerman A. CastrillonfAndreas Georg SchreyergMichael HaimerlhPhilipp WiggermanniStefan SchönbergjMatthias P. Ebertk,lAbhinay VellalajCarlos Romero-AlaffitamJuan Alberto Garay MoranZhiqiang GuooJürgen HesserpChristel WeissqMatthias FroelichjYing-Shi Sunc,2Andreas Teufela,l,2,
Corresponding author
Andreas.Teufel@medma.uni-heidelberg.de
Corresponding author at: Division of Hepatology, Division of Clinical Bioinformatics, Department of Medicine II, Medical Faculty Mannheim, Heidelberg University, Theodor-Kutzer-Ufer 1-3, 68167 Mannheim, Germany,
Corresponding author at: Division of Hepatology, Division of Clinical Bioinformatics, Department of Medicine II, Medical Faculty Mannheim, Heidelberg University, Theodor-Kutzer-Ufer 1-3, 68167 Mannheim, Germany,
a Division of Hepatology, Division of Clinical Bioinformatics, Department of Medicine II, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
b Department of Medical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
c Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), Department of Radiology, Peking University Cancer Hospital and Institute, Beijing, China
d Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
e Department of Radiology, University Hospital, LMU Munich, Munich, Germany
f Department of Radiology and Gastrohepatology, University of Antioquia, Medellin, Colombia
g Department of Radiology, Faculty of Health Sciences Brandenburg, Brandenburg Medical School Theodor Fontane, Brandenburg an der Havel, Germany
h Department of Radiology, University Hospital Regensburg, Regensburg, Germany
i Department of Radiology and Nuclear Medicine, Hospital Braunschweig, Braunschweig, Germany
j Department of Radiology and Nuclear Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
k Department of Medicine II, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
l Clinical Cooperation Unit Healthy Metabolism, Center for Preventive Medicine and Digital Health (CPDBW), Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
m Universidad Autónoma de San Luis Potosí, San Luis Potosi, Mexico
n Instituto Nacional de Ciencias Médicas & Nutrición Salvador Zubiran, Mexico City, Mexico
o Department of Oncology, Shanxi Province Fenyang Hospital, Fenyang, China
p Department of Data Analysis and Modeling in Medicine, Mannheim Institute for Intelligent Systems in Medicine (MIISM), Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
q Department of Biomedical Informatics, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
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