Novel deep learning radiomics model for preoperative evaluation of hepatocellular carcinoma differentiation based on computed tomography data

Affiliations

• ¹ Department of Radiology, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
• ² College of Information Science & Electronic Engineering, Zhejiang University, Hangzhou, Zhejiang, China.
• ³ Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.
• ⁴ Center for Infectious Disease Research, Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, Zhejiang, China.
• ⁵ Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, Zhejiang, China.
• ⁶ Westlake Omics (Hangzhou) Biotechnology Co., Ltd., Hangzhou, Zhejiang, China.
• ⁷ Department of Pathology, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
• ⁸ State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, the First affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang, China.
• ⁹ Department of Radiology, The People's Hospital of Beilun District, Ningbo, China.
• ¹⁰ Department of Radiology, Ningbo Medical Center Lihuili Hospital, Ningbo, Zhejiang, China.
• ¹¹ Department of Electrical Engineering, University of Brasilia, Brasília, Brazil.
• ¹² Laboratory of Mathematical Methods of Image Processing, Lomonosov Moscow State University, Moscow, Russia.
• ¹³ Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
• ¹⁴ Zhejiang Provincial Key Laboratory of Pancreatic Disease, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.