Automatic Classification of Lymph Node Metastasis in Non-Small-Cell Lung Cancer (NSCLC) Patient on F-18-FDG PET/CT

Tsu Chi Cheng, Nan Tsing Chiu, Yu Hua Fang

研究成果: Conference contribution

摘要

Lung Cancer is a leading cause of death worldwide, and about 85% of lung cancer is non-small cell lung cancer (NSCLC). The staging of lymph nodes in NSCLC patients is extremely important because respective stages require different treatments. FDG-PET/CT is a gold standard for lymph node metastasis staging of NSCLC. However, the results of discriminating lymph node staging on 18F-2-fluoro-2-deoxy-d-glucose (FDG) positron emission tomography (PET)/computed tomography (CT) still needs improvement. In addition to the traditional image parameters of FDG-PET/CT such as standardized uptake value (SUV), there are many other parameters available from FDG-PET/CT images, for example, the lymphatic drainage pathway. For the purpose of a better accuracy on lymph node metastasis diagnosis on NSCLC patient in FDG-PET/CT, this research developed a computer-aided diagnosis (CAD) system to improve the diagnostic efficiency, which achieved an accuracy of 85%, a sensitivity of 82% and a specificity of 85%.

原文English
主出版物標題Future Trends in Biomedical and Health Informatics and Cybersecurity in Medical Devices - Proceedings of the International Conference on Biomedical and Health Informatics, ICBHI 2019
編輯Kang-Ping Lin, Ratko Magjarevic, Paulo de Carvalho
發行者Springer
頁面138-142
頁數5
ISBN(列印)9783030306359
DOIs
出版狀態Published - 2020 一月 1
事件4th International Conference on Biomedical and Health Informatics, ICBHI 2019 - Taipei, Taiwan
持續時間: 2019 四月 172019 四月 20

出版系列

名字IFMBE Proceedings
74
ISSN(列印)1680-0737
ISSN(電子)1433-9277

Conference

Conference4th International Conference on Biomedical and Health Informatics, ICBHI 2019
國家Taiwan
城市Taipei
期間19-04-1719-04-20

    指紋

All Science Journal Classification (ASJC) codes

  • Bioengineering
  • Biomedical Engineering

引用此

Cheng, T. C., Chiu, N. T., & Fang, Y. H. (2020). Automatic Classification of Lymph Node Metastasis in Non-Small-Cell Lung Cancer (NSCLC) Patient on F-18-FDG PET/CT. 於 K-P. Lin, R. Magjarevic, & P. de Carvalho (編輯), Future Trends in Biomedical and Health Informatics and Cybersecurity in Medical Devices - Proceedings of the International Conference on Biomedical and Health Informatics, ICBHI 2019 (頁 138-142). (IFMBE Proceedings; 卷 74). Springer. https://doi.org/10.1007/978-3-030-30636-6_20