Applications and limitations of radiomics
- PMID: 27269645
- PMCID: PMC4927328
- DOI: 10.1088/0031-9155/61/13/R150
Applications and limitations of radiomics
Abstract
Radiomics is an emerging field in quantitative imaging that uses advanced imaging features to objectively and quantitatively describe tumour phenotypes. Radiomic features have recently drawn considerable interest due to its potential predictive power for treatment outcomes and cancer genetics, which may have important applications in personalized medicine. In this technical review, we describe applications and challenges of the radiomic field. We will review radiomic application areas and technical issues, as well as proper practices for the designs of radiomic studies.
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References
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- Aerts HJWL, Velazquez ER, Leijenaar RTH, Parmar C, Grossmann P, Carvalho S, Bussink J, Monshouwer R, Haibe-Kains B, Rietveld D, Hoebers F, Rietbergen MM, Leemans CR, Dekker A, Quackenbush J, Gillies RJ, Lambin P. Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach. Nat Commun. 2014;5:4006. - PMC - PubMed
-
- Altman DG, Lausen B, Sauerbrei W, Schumacher M. Dangers of Using “Optimal” Cutpoints in the Evaluation of Prognostic Factors. Journal of the National Cancer Institute. 1994;86:829–835. - PubMed
-
- Amadasun M, King R. Textural features corresponding to textural properties. Systems, Man and Cybernetics, IEEE Transactions on. 1989;19:1264–1274.
-
- Aristophanous M, Yong Y, Yap JT, Killoran JH, Allen AM, Berbeco RI, Chen AB. Evaluating FDG uptake changes between pre and post therapy respiratory gated PET scans. Radiotherapy and Oncology. 2012;102:377–382. - PubMed
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