Integration of radiomic and deep features to reliably differentiate benign renal lesions from renal cell carcinoma.

Journal: European journal of radiology
PMID: 39938162

Abstract

PURPOSE: Accurate differentiation of benign renal lesions from renal cell carcinoma (RCC) is crucial for optimized management, particularly for small renal lesions (≤4 cm in diameter). This study aimed to integrate clinical data, radiomic features, and deep features to improve diagnostic performance in distinguishing benign renal lesions from RCC.

Authors

  • Shuanbao Yu
    Department of Urology, The First Affiliated Hospital of Zhengzhou University, No. 1 Jianshe East Road, Zhengzhou, 450052, China.
  • Ruochen Hao
    Department of Urology The First Affiliated Hospital of Zhengzhou University Zhengzhou China.
  • Jinshan Cui
    Department of Urology, The First Affiliated Hospital of Zhengzhou University, No. 1 Jianshe East Road, Zhengzhou, 450052, China.
  • Yang Yang
    Department of Gastrointestinal Surgery, The Third Hospital of Hebei Medical University, Shijiazhuang, China.
  • Zeyuan Wang
    School of Computer Science, The University of Sydney, Australia; Real-World Study Group, Medicinovo Inc., China.
  • Haoke Zheng
    Department of Urology The First Affiliated Hospital of Zhengzhou University Zhengzhou China.
  • Minglin Li
    School of Mechanical Engineering and Automation, Fuzhou University, Fuzhou, 350108, China.
  • Xinfei Li
    Department of Urology, Peking University First Hospital, Institute of Urology, Peking University, National Urological Cancer Center, Beijing, China.
  • Wei Chen
    Department of Urology, Zigong Fourth People's Hospital, Sichuan, China.
  • Wendong Jia
    Department of Radiology The First Affiliated Hospital of Zhengzhou University Zhengzhou China.
  • Meng Wang
    State Key Laboratory of Urban Water Resource and Environment, School of Environment, Harbin Institute of Technology, Harbin 150001, China.
  • Bo Chen
  • Pokhrel Gaurab
    Department of Urology The First Affiliated Hospital of Zhengzhou University Zhengzhou China.
  • Yuhong Li
    Shanghai Wision AI Co Ltd, Shanghai, China.
  • Dapeng Wu
    Department of Endoscopy, Jiangsu Provincial Hospital of Traditional Chinese Medicine, Nanjing, Jiangsu, China.
  • Xuesong Li
    Department of Chemistry, University of Wyoming, Laramie, WY, United States.
  • Xuepei Zhang
    Department of Urology, The First Affiliated Hospital of Zhengzhou University, No. 1 Jianshe East Road, Zhengzhou, 450052, China. zhangxuepei@263.net.

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