Responsible radiomics research for faster clinical translation
M Vallières, A Zwanenburg, B Badic… - Journal of Nuclear …, 2018 - Soc Nuclear Med
It is now recognized that intratumoral heterogeneity is associated with more aggressive
tumor phenotypes leading to poor patient outcomes (1). Medical imaging plays a central role …
tumor phenotypes leading to poor patient outcomes (1). Medical imaging plays a central role …
[HTML][HTML] Challenges and promises of PET radiomics
GJR Cook, G Azad, K Owczarczyk, M Siddique… - International Journal of …, 2018 - Elsevier
Purpose Radiomics describes the extraction of multiple, otherwise invisible, features from
medical images that, with bioinformatic approaches, can be used to provide additional …
medical images that, with bioinformatic approaches, can be used to provide additional …
Introduction to radiomics
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 …
metrics—the so-called radiomic features—within medical images. Radiomic features capture …
Radiomics in nuclear medicine applied to radiation therapy: methods, pitfalls, and challenges
Radiomics is a recent area of research in precision medicine and is based on the extraction
of a large variety of features from medical images. In the field of radiation oncology …
of a large variety of features from medical images. In the field of radiation oncology …
[HTML][HTML] Radiomics analysis for clinical decision support in nuclear medicine
Radiomics–the high-throughput computation of quantitative image features extracted from
medical imaging modalities-can be used to aid clinical decision support systems in order to …
medical imaging modalities-can be used to aid clinical decision support systems in order to …
Radiomics: the bridge between medical imaging and personalized medicine
Radiomics, the high-throughput mining of quantitative image features from standard-of-care
medical imaging that enables data to be extracted and applied within clinical-decision …
medical imaging that enables data to be extracted and applied within clinical-decision …
LIFEx: a freeware for radiomic feature calculation in multimodality imaging to accelerate advances in the characterization of tumor heterogeneity
Textural and shape analysis is gaining considerable interest in medical imaging, particularly
to identify parameters characterizing tumor heterogeneity and to feed radiomic models …
to identify parameters characterizing tumor heterogeneity and to feed radiomic models …
Radiomics beyond the hype: a critical evaluation toward oncologic clinical use
Radiomics is a promising and fast-developing field within oncology that involves the mining
of quantitative high-dimensional data from medical images. Radiomics has the potential to …
of quantitative high-dimensional data from medical images. Radiomics has the potential to …
Machine and deep learning methods for radiomics
Radiomics is an emerging area in quantitative image analysis that aims to relate large‐scale
extracted imaging information to clinical and biological endpoints. The development of …
extracted imaging information to clinical and biological endpoints. The development of …
[图书][B] Radiomics and radiogenomics: technical basis and clinical applications
Radiomics and Radiogenomics: Technical Basis and Clinical Applications provides a first
summary of the overlapping fields of radiomics and radiogenomics, showcasing how they …
summary of the overlapping fields of radiomics and radiogenomics, showcasing how they …