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Virtual elastography ultrasound via generative adversarial network for breast cancer diagnosis.
Yao, Zhao; Luo, Ting; Dong, YiJie; Jia, XiaoHong; Deng, YinHui; Wu, GuoQing; Zhu, Ying; Zhang, JingWen; Liu, Juan; Yang, LiChun; Luo, XiaoMao; Li, ZhiYao; Xu, YanJun; Hu, Bin; Huang, YunXia; Chang, Cai; Xu, JinFeng; Luo, Hui; Dong, FaJin; Xia, XiaoNa; Wu, ChengRong; Hu, WenJia; Wu, Gang; Li, QiaoYing; Chen, Qin; Deng, WanYue; Jiang, QiongChao; Mou, YongLin; Yan, HuanNan; Xu, XiaoJing; Yan, HongJu; Zhou, Ping; Shao, Yang; Cui, LiGang; He, Ping; Qian, LinXue; Liu, JinPing; Shi, LiYing; Zhao, YaNan; Xu, YongYuan; Zhan, WeiWei; Wang, YuanYuan; Yu, JinHua; Zhou, JianQiao.
Afiliación
  • Yao Z; School of Information Science and Technology, Fudan University, Shanghai, China.
  • Luo T; Department of Ultrasound, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, 200025, China.
  • Dong Y; Department of Ultrasound, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, 200025, China.
  • Jia X; Department of Ultrasound, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, 200025, China.
  • Deng Y; School of Information Science and Technology, Fudan University, Shanghai, China.
  • Wu G; School of Information Science and Technology, Fudan University, Shanghai, China.
  • Zhu Y; Department of Ultrasound, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, 200025, China.
  • Zhang J; Department of Ultrasound, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, 200025, China.
  • Liu J; Department of Ultrasound, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, 200025, China.
  • Yang L; Department of Medical Ultrasound, Yunnan Cancer Hospital & The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, China.
  • Luo X; Department of Medical Ultrasound, Yunnan Cancer Hospital & The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, China.
  • Li Z; Department of Medical Ultrasound, Yunnan Cancer Hospital & The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, China.
  • Xu Y; Department of Ultrasound in Medicine, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai Institute of Ultrasound in Medicine, Shanghai, 200233, China.
  • Hu B; Department of Ultrasound, Minhang Hospital, Fudan University, Shanghai, 201199, China.
  • Huang Y; Department of Ultrasonography, Fudan University Shanghai Cancer Center, Shanghai Medical College, Fudan University, Shanghai, 200032, China.
  • Chang C; Department of Ultrasonography, Fudan University Shanghai Cancer Center, Shanghai Medical College, Fudan University, Shanghai, 200032, China.
  • Xu J; Department of Ultrasound, Shenzhen People's Hospital, Guangzhou, Guangdong, China.
  • Luo H; Department of Ultrasound, Shenzhen People's Hospital, Guangzhou, Guangdong, China.
  • Dong F; Department of Ultrasound, Shenzhen People's Hospital, Guangzhou, Guangdong, China.
  • Xia X; Department of Ultrasound Medicine, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, China.
  • Wu C; Department of Ultrasound Medicine, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, China.
  • Hu W; Department of Ultrasound, People's Hospital of Henan Province, Zhengzhou, 450000, China.
  • Wu G; Department of Ultrasound, People's Hospital of Henan Province, Zhengzhou, 450000, China.
  • Li Q; Department of Ultrasound Diseases, Tangdu Hospital, Four Military Medical University, Xi'an, 710038, China.
  • Chen Q; Department of Ultrasound, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, 610072, China.
  • Deng W; Department of Ultrasound, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, 610072, China.
  • Jiang Q; Department of Ultrasound, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, 510120, China.
  • Mou Y; Department of Ultrasound, General Hospital of Northern Theater Command, 110000, Shenyang, China.
  • Yan H; Department of Ultrasound, General Hospital of Northern Theater Command, 110000, Shenyang, China.
  • Xu X; Department of Ultrasound, Affiliated Hangzhou First people's Hospital, Zhejiang University School of Medicine, Hangzhou, 310006, China.
  • Yan H; Department of Ultrasound, Affiliated Hangzhou First people's Hospital, Zhejiang University School of Medicine, Hangzhou, 310006, China.
  • Zhou P; Department of Ultrasound, The Third Xiangya Hospital of Central South University, Changsha, 410013, China.
  • Shao Y; Department of Ultrasound, The Third Xiangya Hospital of Central South University, Changsha, 410013, China.
  • Cui L; Department of Ultrasound, Peking University Third Hospital, Beijing, 100191, China.
  • He P; Department of Ultrasound, Peking University Third Hospital, Beijing, 100191, China.
  • Qian L; Department of Ultrasound, Beijing Friendship Hospital, Capital Medical University, Beijing, 100050, China.
  • Liu J; Department of Ultrasound, Beijing Friendship Hospital, Capital Medical University, Beijing, 100050, China.
  • Shi L; Department of Ultrasound, Affiliated Hospital of Guizhou Medical University, Guiyang, Guizhou, 550004, China.
  • Zhao Y; Department of Ultrasound, Second Affiliated Hospital of Zhejiang University, School of Medicine, Hangzhou, 310009, China.
  • Xu Y; Department of Ultrasound, Second Affiliated Hospital of Zhejiang University, School of Medicine, Hangzhou, 310009, China.
  • Zhan W; Department of Ultrasound, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, 200025, China.
  • Wang Y; School of Information Science and Technology, Fudan University, Shanghai, China.
  • Yu J; School of Information Science and Technology, Fudan University, Shanghai, China. jhyu@fudan.edu.cn.
  • Zhou J; Department of Ultrasound, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, 200025, China. zhousu30@126.com.
Nat Commun ; 14(1): 788, 2023 02 11.
Article en En | MEDLINE | ID: mdl-36774357
ABSTRACT
Elastography ultrasound (EUS) imaging is a vital ultrasound imaging modality. The current use of EUS faces many challenges, such as vulnerability to subjective manipulation, echo signal attenuation, and unknown risks of elastic pressure in certain delicate tissues. The hardware requirement of EUS also hinders the trend of miniaturization of ultrasound equipment. Here we show a cost-efficient solution by designing a deep neural network to synthesize virtual EUS (V-EUS) from conventional B-mode images. A total of 4580 breast tumor cases were collected from 15 medical centers, including a main cohort with 2501 cases for model establishment, an external dataset with 1730 cases and a portable dataset with 349 cases for testing. In the task of differentiating benign and malignant breast tumors, there is no significant difference between V-EUS and real EUS on high-end ultrasound, while the diagnostic performance of pocket-sized ultrasound can be improved by about 5% after V-EUS is equipped.
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Texto completo: 1 Base de datos: MEDLINE Asunto principal: Neoplasias de la Mama / Diagnóstico por Imagen de Elasticidad Tipo de estudio: Diagnostic_studies Idioma: En Revista: Nat Commun Asunto de la revista: BIOLOGIA / CIENCIA Año: 2023 Tipo del documento: Article
Texto completo
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Texto completo: 1 Base de datos: MEDLINE Asunto principal: Neoplasias de la Mama / Diagnóstico por Imagen de Elasticidad Tipo de estudio: Diagnostic_studies Idioma: En Revista: Nat Commun Asunto de la revista: BIOLOGIA / CIENCIA Año: 2023 Tipo del documento: Article