Comparison of machine learning methods for classifying mediastinal lymph node metastasis of non-small cell lung cancer from 18F-FDG PET/CT images

被引:0
作者
Hongkai Wang
Zongwei Zhou
Yingci Li
Zhonghua Chen
Peiou Lu
Wenzhi Wang
Wanyu Liu
Lijuan Yu
机构
[1] Dalian University of Technology,Department of Biomedical Engineering, Faculty of Electronic Information and Electrical Engineering
[2] Arizona State University,Department of Biomedical Informatics and the College of Health Solutions
[3] The Affiliated Tumor Hospital of Harbin Medical University,Center of PET/CT
[4] HIT–INSA Sino French Research Centre for Biomedical Imaging,undefined
[5] Harbin Institute of Technology,undefined
来源
EJNMMI Research | / 7卷
关键词
Computer-aided diagnosis; Non-small cell lung cancer; Positron-emission tomography; Machine learning; Deep learning;
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 147 条
  • [1] McField D(2011)A review of noninvasive staging of the mediastinum for non-small cell lung carcinoma Surg Oncol Clin N Am 20 681-90
  • [2] Bauer T(2007)Noninvasive staging of non-small cell lung cancer: ACCP evidenced-based clinical practice guidelines (2nd edition) Chest 132 178S-201S
  • [3] Silvestri GA(2012)PET staging of mediastinal lymph nodes in thoracic oncology Thorac Surg Clin 22 161-6
  • [4] Gould MK(2007)Accuracy of PET/CT in characterization of solitary pulmonary lesions J Nucl Med 48 214-20
  • [5] Margolis ML(2012)Mediastinal lymph nodes staging by 18F-FDG PET/CT for early stage non-small cell lung cancer: a multicenter study Radiother Oncol 102 246-50
  • [6] Tanoue LT(2014)PET-CT for assessing mediastinal lymph node involvement in patients with suspected resectable non-small cell lung cancer Cochrane Database Syst Rev 11 CD009519-12
  • [7] McCrory D(1997)Role of cervical mediastinoscopy in staging of non-small cell lung cancer without enlarged mediastinal lymph nodes on CT scan Eur J Cardiothorac Surg 12 706-20
  • [8] Toloza E(2014)FDG-PET/CT imaging for tumor staging and definition of tumor volumes in radiation treatment planning in non-small cell lung cancer Oncol Lett 7 1015-7
  • [9] Broderick SR(2012)Serial assessment of FDG-PET FDG uptake and functional volume during radiotherapy (RT) in patients with non-small cell lung cancer (NSCLC) Radiother Oncol 102 251-9
  • [10] Meyers BF(2012)Negative predictive value of positron emission tomography and computed tomography for stage T1-2N0 non-small-cell lung cancer: a meta-analysis Clin Lung Cancer 13 81-23