Introduction to Radiomics
Marius E. Mayerhoefer
1, 2
,
Andrzej Materka
3
,
Georg Langs
1
,
Ida Häggström
4
,
Piotr Szczypiński
3
,
Peter Gibbs
5
,
Gary J.R. Cook
6, 7, 8
7
and.
Publication type: Journal Article
Publication date: 2020-02-14
scimago Q1
SJR: 2.224
CiteScore: 12.6
Impact factor: —
ISSN: 01615505, 2159662X
PubMed ID:
32060219
Radiology, Nuclear Medicine and imaging
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 survival will be discussed. Current limitations of radiomics, such as sensitivity to acquisition parameter variations, and common pitfalls will also be covered.
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GOST
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Mayerhoefer M. E. et al. Introduction to Radiomics // Journal of Nuclear Medicine. 2020. Vol. 61. No. 4. pp. 488-495.
GOST all authors (up to 50)
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Mayerhoefer M. E., Materka A., Langs G., Häggström I., Szczypiński P., Gibbs P., Cook G. J. Introduction to Radiomics // Journal of Nuclear Medicine. 2020. Vol. 61. No. 4. pp. 488-495.
Cite this
RIS
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TY - JOUR
DO - 10.2967/jnumed.118.222893
UR - https://doi.org/10.2967/jnumed.118.222893
TI - Introduction to Radiomics
T2 - Journal of Nuclear Medicine
AU - Mayerhoefer, Marius E.
AU - Materka, Andrzej
AU - Langs, Georg
AU - Häggström, Ida
AU - Szczypiński, Piotr
AU - Gibbs, Peter
AU - Cook, Gary J.R.
PY - 2020
DA - 2020/02/14
PB - Society of Nuclear Medicine
SP - 488-495
IS - 4
VL - 61
PMID - 32060219
SN - 0161-5505
SN - 2159-662X
ER -
Cite this
BibTex (up to 50 authors)
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@article{2020_Mayerhoefer,
author = {Marius E. Mayerhoefer and Andrzej Materka and Georg Langs and Ida Häggström and Piotr Szczypiński and Peter Gibbs and Gary J.R. Cook},
title = {Introduction to Radiomics},
journal = {Journal of Nuclear Medicine},
year = {2020},
volume = {61},
publisher = {Society of Nuclear Medicine},
month = {feb},
url = {https://doi.org/10.2967/jnumed.118.222893},
number = {4},
pages = {488--495},
doi = {10.2967/jnumed.118.222893}
}
Cite this
MLA
Copy
Mayerhoefer, Marius E., et al. “Introduction to Radiomics.” Journal of Nuclear Medicine, vol. 61, no. 4, Feb. 2020, pp. 488-495. https://doi.org/10.2967/jnumed.118.222893.
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