1. NCTN Assessment on Current Applications of Radiomics in Oncology
- Author
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Ceferino Obcemea, Issam El Naqa, Timothy D. Solberg, Yong Fan, J. Wu, Michael V. Knopp, Ping Xia, Ke Nie, Jason W. Sohn, James I. Monroe, Ying Xiao, Christina I. Tsien, Jeff M. Michalski, Hania A. Al-Hallaq, Stanley H Benedict, Mi Huang, Jean M. Moran, and X. Allen Li
- Subjects
Oncology ,Cancer Research ,Image Processing ,Treatment outcome ,Decision Support Systems ,Phantoms ,Imaging ,030218 nuclear medicine & medical imaging ,Machine Learning ,Computer-Assisted ,0302 clinical medicine ,Radiomics ,X ray computed ,Neoplasms ,Image Processing, Computer-Assisted ,Tomography ,Cancer ,screening and diagnosis ,Radiation ,Phantoms, Imaging ,Genomics ,Magnetic Resonance Imaging ,X-Ray Computed ,Other Physical Sciences ,Detection ,Treatment Outcome ,Phenotype ,030220 oncology & carcinogenesis ,medicine.medical_specialty ,Clinical Trials and Supportive Activities ,Clinical Sciences ,Oncology and Carcinogenesis ,MEDLINE ,Article ,Medical physicist ,Clinical ,03 medical and health sciences ,Clinical Research ,Internal medicine ,medicine ,Humans ,Pharmacokinetics ,Radiology, Nuclear Medicine and imaging ,Oncology & Carcinogenesis ,Interventional treatment ,business.industry ,Reproducibility of Results ,Decision Support Systems, Clinical ,4.1 Discovery and preclinical testing of markers and technologies ,Clinical trial ,Logistic Models ,Good Health and Well Being ,Positron-Emission Tomography ,Potential biomarkers ,Radiation Oncology ,Tomography, X-Ray Computed ,business - Abstract
Radiomics is a fast-growing research area based on converting standard-of-care imaging into quantitative minable data and building subsequent predictive models to personalize treatment. Radiomics has been proposed as a study objective in clinical trial concepts and a potential biomarker for stratifying patients across interventional treatment arms. In recognizing the growing importance of radiomics in oncology, a group of medical physicists and clinicians from NRG Oncology reviewed the current status of the field and identified critical issues, providing a general assessment and early recommendations for incorporation in oncology studies.
- Published
- 2019
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