Robustness versus disease differentiation when varying parameter settings in radiomics features: application to nasopharyngeal PET/CT
- 8 March 2018
- journal article
- research article
- Published by Springer Nature in European Radiology
- Vol. 28 (8) , 3245-3254
Abstract
To investigate the impact of parameter settings as used for the generation of radiomics features on their robustness and disease differentiation (nasopharyngeal carcinoma (NPC) versus chronic nasopharyngitis (CN) in FDG PET/CT imaging).Keywords
Funding Information
- National Natural Science Foundation of China (61628105, 81501541)
- Natioanl key research and development program (2016YFC0104003)
- Natural Science Foundation of Guangdong Province (2016A030313577)
- Program of Pearl River Young Talents of Science and Technology in Guangzhou (201610010011)
This publication has 52 references indexed in Scilit:
- Intratumor Heterogeneity and Branched Evolution Revealed by Multiregion SequencingNew England Journal of Medicine, 2012
- Radiomics: Extracting more information from medical images using advanced feature analysisEuropean Journal of Cancer, 2012
- Preliminary Study of 11C-Choline PET/CT for T Staging of Locally Advanced Nasopharyngeal Carcinoma: Comparison with 18F-FDG PET/CTJournal of Nuclear Medicine, 2011
- Variability of textural features in FDG PET images due to different acquisition modes and reconstruction parametersActa Oncologica, 2010
- Exploring feature-based approaches in PET images for predicting cancer treatment outcomesPattern Recognition, 2009
- PET scanning and Gamma Knife® radiosurgery in the early diagnosis and salvage “cure” of locally recurrent nasopharyngeal carcinomaBritish Journal of Radiology, 2008
- 18F-FDG PET Can Replace Conventional Work-up in Primary M Staging of Nonkeratinizing Nasopharyngeal CarcinomaJournal of Nuclear Medicine, 2007
- Increasing the discrimination power of the co-occurrence matrix-based featuresPattern Recognition, 2007
- Texture analysis of SAR sea ice imagery using gray level co-occurrence matricesIEEE Transactions on Geoscience and Remote Sensing, 1999
- Fluorine-18 deoxyglucose and false-positive results: a major problem in the diagnostics of oncological patientsEuropean Journal of Nuclear Medicine and Molecular Imaging, 1996