Integrating ultrasound radiomics and clinicopathological features for machine learning-based survival prediction in patients with nonmetastatic triple-negative breast cancer.

Abstract

Authors

• Wenwen
  Department of Ultrasound and West China Biomedical Big Data Center, West China Hospital, Sichuan University, No. 37 Guoxue Alley, Wuhou District, Chengdu, Sichuan, 610000, China.
• Zekun Jiang
  College of Computer Science, Sichuan University, Chengdu, Sichuan, China.
• Jingyan Liu
  Department of Ultrasound and West China Biomedical Big Data Center, West China Hospital, Sichuan University, No. 37 Guoxue Alley, Wuhou District, Chengdu, Sichuan, 610000, China.
• Dingbang Liu
  West China School of Medicine, Sichuan University, Chengdu, Sichuan, 610000, China.
• Yiyue Li
  Department of Ultrasound and West China Biomedical Big Data Center, West China Hospital, Sichuan University, No. 37 Guoxue Alley, Wuhou District, Chengdu, Sichuan, 610000, China.
• Yushuang He
  Department of Ultrasound and West China Biomedical Big Data Center, West China Hospital, Sichuan University, No. 37 Guoxue Alley, Wuhou District, Chengdu, Sichuan, 610000, China.
• Haina Zhao
  Department of Ultrasound and West China Biomedical Big Data Center, West China Hospital, Sichuan University, No. 37 Guoxue Alley, Wuhou District, Chengdu, Sichuan, 610000, China.
• Lin Ma
  Department of Radiation Oncology and Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, United States.
• Yixin Zhu
  Department of Statistics, UCLA, Los Angeles, CA 90095, USA. markedmonds@ucla.edu yixin.zhu@ucla.edu sczhu@stat.ucla.edu.
• Qiongxian Long
  Department of Pathology, The Affiliated Nanchong Central Hospital of North Sichuan Medical College, Nanchong, Sichuan, 637000, China.
• Jun Gao
  Physics of Complex Fluids, MESA+ Institute for Nanotechnology, University of Twente, Enschede 7500 AE, The Netherlands.
• Honghao Luo
  Department of Ultrasound, West China Hospital of Sichuan University, Chengdu, 610041, China.
• Heng Jiang
  Civil Aviation Key Laboratory of Aircraft Health Monitoring and Intelligent Maintenance, College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China.
• Kang Li
  Department of Otolaryngology, Longgang Otolaryngology hospital & Shenzhen Key Laboratory of Otolaryngology, Shenzhen Institute of Otolaryngology, Shenzhen, Guangdong, China.
• Xiaorong Zhong
  Breast Disease Center, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, China. zhongxiaorong@126.com.
• Yulan Peng
  Department of Ultrasound, West China Hospital of Sichuan University, Chengdu, China.

Keywords

External Resources