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Radiomics/Evidence
Method evidence record

Radiomics

Radiomics is a computational methodology that extracts large numbers of quantitative features from medical images (CT, MRI, PET) using automated image analysis and machine learning to discover imaging biomarkers associated with disease phenotype, prognosis, and treatment response. Developed by Lambin, Gillies, and colleagues in 2012, radiomics aims to decode the biology underlying visible imaging patterns, enabling personalized medicine through image-based phenotyping. It has emerged as a powerful tool in oncology for tumor characterization, prognosis prediction, and therapy response assessment.

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Quantitative Radiomics
Taxonomic method record · process-pipeline / medical-imaging
  • Lambin, P., Rios-Velazquez, E., Leijenaar, R., et al. (2012). Radiomics: extracting more information from medical images using advanced feature analysis. Nature Reviews Clinical Oncology, 9(12), 676-684. · DOI 10.1016/j.ejca.2011.11.036
  • Gillies, R. J., Kinahan, P. E., Hricak, H. (2016). Radiomics: images are data. Radiology, 278(2), 563-577. · URL
  • Kumar, V., Gu, Y., Basu, S., et al. (2012). Radiomics: the process and the challenges. Magnetic Resonance Imaging, 30(9), 1234-1248. · DOI 10.1016/j.mri.2012.06.010
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Related methods

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Same method familyCT Iterative Reconstructionmachine-suggested · Relational suggestion, not evidence.Same method familyDEXAmachine-suggested · Relational suggestion, not evidence.Same method familyOCT Angiographymachine-suggested · Relational suggestion, not evidence.Same method familyPET Kinetic Modelingmachine-suggested · Relational suggestion, not evidence.Same method familyQuantitative Susceptibility Mappingmachine-suggested · Relational suggestion, not evidence.

Evidence status

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Bibliographic sources are present. Claim-level evidence review has not been performed.

Sources

3 recorded citations, copied from the method source record.

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