Prediction of pathologic stage in non-small cell lung cancer using machine learning algorithm based on CT image feature analysis

被引：0
|
作者：
Lingming Yu
Guangyu Tao
Lei Zhu
Gang Wang
Ziming Li
Jianding Ye
Qunhui Chen
机构：
[1] Shanghai Chest Hospital,Department of Radiology
[2] The Affiliated Chest Hospital of Shanghai Jiaotong University,Department of Pathology
[3] Shanghai Chest Hospital,Center for Statistics
[4] The Affiliated Chest Hospital of Shanghai Jiaotong University,Center for Lung Tumor Clinical Medical
[5] Shanghai Chest Hospital,undefined
[6] The Affiliated Chest Hospital of Shanghai Jiaotong University,undefined
[7] Shanghai Chest Hospital,undefined
[8] The Affiliated Chest Hospital of Shanghai Jiaotong University,undefined
来源：
BMC Cancer | / 19卷
关键词：
Non-small cell lung cancer (NSCLC); Computed tomography (CT); Radiomics; Machine learning algorithm;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
引用
收藏
相关论文
共 50 条
  • [31] A prediction model for lymph node metastases using pathologic features in patients intraoperatively diagnosed as stage I non-small cell lung cancer
    Fei Zhao
    Yue Zhou
    Peng-Fei Ge
    Chen-Jun Huang
    Yue Yu
    Jun Li
    Yun-Gang Sun
    Yang-Chun Meng
    Jian-Xia Xu
    Ting Jiang
    Zhi-Xuan Zhang
    Jin-Peng Sun
    Wei Wang
    BMC Cancer, 17
  • [32] Prediction of EGFR Mutation Status in Non-Small Cell Lung Cancer Based on Ensemble Learning
    Feng, Youdan
    Song, Fan
    Zhang, Peng
    Fan, Guangda
    Zhang, Tianyi
    Zhao, Xiangyu
    Ma, Chenbin
    Sun, Yangyang
    Song, Xiao
    Pu, Huangsheng
    Liu, Fei
    Zhang, Guanglei
    FRONTIERS IN PHARMACOLOGY, 2022, 13
  • [33] Stage III Non-small Cell Lung Cancer
    Rusch, Valerie W.
    SEMINARS IN RESPIRATORY AND CRITICAL CARE MEDICINE, 2016, 37 (05) : 727 - 735
  • [34] Clinical Prediction of Pathologic Complete Response in Superior Sulcus Non-Small Cell Lung Cancer
    Antonoff, Mara B.
    Hofstetter, Wayne L.
    Correa, Arlene M.
    Bell, Jennifer M.
    Sepesi, Boris
    Rice, David C.
    Vaporciyan, Ara A.
    Walsh, Garrett L.
    Mehran, Reza J.
    Swisher, Stephen G.
    Meyers, Bryan F.
    ANNALS OF THORACIC SURGERY, 2016, 101 (01): : 211 - 217
  • [35] Computed tomography (CT) predicts accurately the pathologic tumor size in stage I non-small cell lung cancer (NSCLC)
    Cedres Perez, Susana
    Martinez, Pablo
    Quispe, Isela
    Serrano, Cesar
    Brana, Irene
    Munoz, Eva
    Rodriguez, Victor
    Deu, Maria
    Felip, Enriqueta
    JOURNAL OF THORACIC ONCOLOGY, 2009, 4 (09) : S783 - S783
  • [36] COMPUTED TOMOGRAPHY (CT) PREDICTS ACCURATELY THE PATHOLOGIC TUMOR SIZE IN STAGE I NON-SMALL CELL LUNG CANCER (NSCLC)
    Cedres Perez, S. M.
    Quispe, I.
    Serrano, C.
    Martinez, P.
    Brana, I.
    Rodriguez, V.
    Deu, M.
    Felip, E.
    LUNG CANCER, 2009, 64 : S47 - S47
  • [37] Machine learning-based exceptional response prediction of nivolumab monotherapy with circulating microRNAs in non-small cell lung cancer
    Zhang, Yifan
    Goto, Yasushi
    Yagishita, Shigehiro
    Shinno, Yuki
    Mizuno, Kazue
    Watanabe, Naoaki
    Yamamoto, Yusuke
    Ota, Nobuyuki
    Ochiya, Takahiro
    Fujita, Yu
    LUNG CANCER, 2022, 173 : 107 - 115
  • [38] Individualized Prediction of Early Post-Treatment Mortality Risk in Stage I Non-Small Cell Lung Cancer: A Machine Learning-Based Approach
    Li, R.
    Shinde, A.
    Liu, A.
    Amini, A.
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2019, 105 (01): : E135 - E136
  • [39] Non-small cell lung cancer tumor regression during CT based image guided radiotherapy
    Allison, R. R.
    Jenkins, T.
    Kiriyama, F.
    Taylor, Q. Q.
    Dicck, G. T.
    Gay, H. A.
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2007, 69 (03): : S500 - S501
  • [40] Image Guidance in Non-Small Cell Lung Cancer
    Cho, B. C. John
    Bezjak, Andrea
    Dawson, Laura A.
    SEMINARS IN RADIATION ONCOLOGY, 2010, 20 (03) : 164 - 170
12345