[HTML][HTML] Promises and challenges for the implementation of computational medical imaging (radiomics) in oncology

EJ Limkin, R Sun, L Dercle, EI Zacharaki, C Robert… - Annals of …, 2017 - Elsevier
Medical image processing and analysis (also known as Radiomics) is a rapidly growing
discipline that maps digital medical images into quantitative data, with the end goal of …

Oncologic imaging and radiomics: a walkthrough review of methodological challenges

A Stanzione, R Cuocolo, L Ugga, F Verde, V Romeo… - Cancers, 2022 - mdpi.com
Simple Summary Radiomics could increase the value of medical images for oncologic
patients, allowing for the identification of novel imaging biomarkers and building prediction …

[HTML][HTML] Introduction to radiomics for a clinical audience

C McCague, S Ramlee, M Reinius, I Selby, D Hulse… - Clinical Radiology, 2023 - Elsevier
Radiomics is a rapidly developing field of research focused on the extraction of quantitative
features from medical images, thus converting these digital images into minable, high …

Radiomics: the bridge between medical imaging and personalized medicine

P Lambin, RTH Leijenaar, TM Deist… - Nature reviews Clinical …, 2017 - nature.com
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 …

The rise of radiomics and implications for oncologic management

V Verma, CB Simone, S Krishnan, SH Lin… - JNCI: Journal of the …, 2017 - academic.oup.com
Clinical medicine, particularly oncology, is progressing toward personalized care. Whereas
the terms genomics, proteomics, transcriptomics, and metabolomics have dominated …

Radiomics in oncology, part 1: technical principles and gastrointestinal application in CT and MRI

D Caruso, M Polici, M Zerunian, F Pucciarelli, G Guido… - Cancers, 2021 - mdpi.com
Simple Summary Part I is an overview aimed to investigate some technical principles and
the main fields of radiomic application in gastrointestinal oncologic imaging (CT and MRI) …

Beyond imaging: the promise of radiomics

M Avanzo, J Stancanello, I El Naqa - Physica Medica, 2017 - Elsevier
The domain of investigation of radiomics consists of large-scale radiological image analysis
and association with biological or clinical endpoints. The purpose of the present study is to …

Radiomics in oncology: a practical guide

JD Shur, SJ Doran, S Kumar, D Ap Dafydd… - Radiographics, 2021 - pubs.rsna.org
Radiomics refers to the extraction of mineable data from medical imaging and has been
applied within oncology to improve diagnosis, prognostication, and clinical decision support …

[HTML][HTML] Radiomics analysis for clinical decision support in nuclear medicine

A Ibrahim, M Vallieres, H Woodruff, S Primakov… - Seminars in nuclear …, 2019 - Elsevier
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 …

Combining molecular and imaging metrics in cancer: radiogenomics

R Lo Gullo, I Daimiel, EA Morris, K Pinker - Insights into imaging, 2020 - Springer
Background Radiogenomics is the extension of radiomics through the combination of
genetic and radiomic data. Because genetic testing remains expensive, invasive, and time …