Nature Communications (Jun 2022)
Deep learning to diagnose Hashimoto’s thyroiditis from sonographic images
- Qiang Zhang,
- Sheng Zhang,
- Yi Pan,
- Lin Sun,
- Jianxin Li,
- Yu Qiao,
- Jing Zhao,
- Xiaoqing Wang,
- Yixing Feng,
- Yanhui Zhao,
- Zhiming Zheng,
- Xiangming Yang,
- Lixia Liu,
- Chunxin Qin,
- Ke Zhao,
- Xiaonan Liu,
- Caixia Li,
- Liuyang Zhang,
- Chunrui Yang,
- Na Zhuo,
- Hong Zhang,
- Jie Liu,
- Jinglei Gao,
- Xiaoling Di,
- Fanbo Meng,
- Linlei Zhang,
- Yuxuan Wang,
- Yuansheng Duan,
- Hongru Shen,
- Yang Li,
- Meng Yang,
- Yichen Yang,
- Xiaojie Xin,
- Xi Wei,
- Xuan Zhou,
- Rui Jin,
- Lun Zhang,
- Xudong Wang,
- Fengju Song,
- Xiangqian Zheng,
- Ming Gao,
- Kexin Chen,
- Xiangchun Li
Affiliations
- Qiang Zhang
- Department of Maxillofacial and Otorhinolaryngology Oncology, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Sheng Zhang
- Department of Diagnostic and Therapeutic Ultrasonography, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Yi Pan
- Department of Pathology, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Lin Sun
- Department of Pathology, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Jianxin Li
- Department of Ultrasonography, Weihai Municipal Hospital, Cheeloo College of Medicine
- Yu Qiao
- Department of Interventional Therapy, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Jing Zhao
- Department of Diagnostic and Therapeutic Ultrasonography, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Xiaoqing Wang
- Department of Diagnostic and Therapeutic Ultrasonography, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Yixing Feng
- Department of Diagnostic and Therapeutic Ultrasonography, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Yanhui Zhao
- Department of Ultrasonography, Affiliated Hospital of Chifeng University
- Zhiming Zheng
- Department of Ultrasonography, Integrated Traditional Chinese and Western Medicine Hospital of Jilin City Jilin Province
- Xiangming Yang
- Department of Ultrasonography, Dezhou Municipal Hospital
- Lixia Liu
- Department of Ultrasound Room of Functions Branch, Affiliated Hospital of Hebei University
- Chunxin Qin
- Department of Thyroid and Breast Surgery, Weihai Municipal Hospital, Cheeloo College of Medicine
- Ke Zhao
- Department of General Surgery, Tianjin Medical University General Hospital
- Xiaonan Liu
- Department of Thyroid and Breast Surgery, Tianjin 4th Centre Hospital
- Caixia Li
- Department of Thyroid and Breast Surgery, Tianjin 4th Centre Hospital
- Liuyang Zhang
- Department of Thyroid Surgery, Affiliated Hospital of Chengde Medical University
- Chunrui Yang
- Department of Pathology, The Second Hospital of Tianjin Medical University
- Na Zhuo
- Department of Ultrasonography, The Second Hospital of Tianjin Medical University
- Hong Zhang
- Department of Thyroid, The Second Hospital of Jilin University
- Jie Liu
- Department of Head and Neck Thyroid Surgery, Cangzhou Hospital of Integrated Traditional Chinese and Western Medicine of Hebei Province
- Jinglei Gao
- Department of Surgery of Glands, People’s Hospital of Dingzhou
- Xiaoling Di
- Department of Surgery of Glands, People’s Hospital of Dingzhou
- Fanbo Meng
- Department of Thyroid and Breast Surgery, Affiliated Hospital of Shaoxing University
- Linlei Zhang
- Department of General Surgery, The Second Hospital of Hebei Medical University
- Yuxuan Wang
- Department of Maxillofacial and Otorhinolaryngology Oncology, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Yuansheng Duan
- Department of Maxillofacial and Otorhinolaryngology Oncology, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Hongru Shen
- Tianjin Cancer Institute, Tianjin’s Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Yang Li
- Tianjin Cancer Institute, Tianjin’s Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Meng Yang
- Tianjin Cancer Institute, Tianjin’s Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Yichen Yang
- Tianjin Cancer Institute, Tianjin’s Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Xiaojie Xin
- Department of Diagnostic and Therapeutic Ultrasonography, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Xi Wei
- Department of Diagnostic and Therapeutic Ultrasonography, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Xuan Zhou
- Department of Maxillofacial and Otorhinolaryngology Oncology, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Rui Jin
- Department of Maxillofacial and Otorhinolaryngology Oncology, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Lun Zhang
- Department of Maxillofacial and Otorhinolaryngology Oncology, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Xudong Wang
- Department of Maxillofacial and Otorhinolaryngology Oncology, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Fengju Song
- Department of Epidemiology and Biostatistics, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Xiangqian Zheng
- Department of Thyroid and Neck Cancer, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Ming Gao
- Department of Thyroid and Neck Cancer, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Kexin Chen
- Department of Epidemiology and Biostatistics, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Tianjin’s Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- Xiangchun Li
- Tianjin Cancer Institute, Tianjin’s Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University
- DOI
- https://doi.org/10.1038/s41467-022-31449-3
- Journal volume & issue
-
Vol. 13,
no. 1
pp. 1 – 8
Abstract
Hashimoto’s thyroiditis (HT) is the main cause of hypothyroidism. Here the authors develop a deep learning model for diagnosis of HT on a large multi-site dataset including image and video data.
