Introduction to Radiomics
Medical University of Vienna · Memorial Sloan Kettering Cancer Center · +3 more institutions
Abstract
Radiomics is a rapidly evolving field of research concerned with the extraction of quantitative metrics-the so-called radiomic features-within medical images. Radiomic features capture tissue and lesion characteristics such as heterogeneity and shape and may, alone or in combination with demographic, histologic, genomic, or proteomic data, be used for clinical problem solving. The goal of this continuing education article is to provide an introduction to the field, covering the basic radiomics workflow: feature calculation and selection, dimensionality reduction, and data processing. Potential clinical applications in nuclear medicine that include PET radiomics-based prediction of treatment response and…
Citation impact
- FWCI
- 76.81
- Percentile
- 100%
- References
- 58
Authors
7Topics & keywords
- Radiomics
- Workflow
- Computer science
- Artificial intelligence
- Field (mathematics)
- Dimensionality reduction
- Feature selection
- Medical physics
- Quality Education