Radiomics in nuclear medicine applied to radiation therapy: methods, pitfalls, and challenges

S Reuzé, A Schernberg, F Orlhac, R Sun… - International Journal of …, 2018 - Elsevier
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 …

[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 …

Introduction to radiomics

ME Mayerhoefer, A Materka, G Langs… - Journal of Nuclear …, 2020 - Soc Nuclear Med
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 …

Radiomics in PET: principles and applications

GJR Cook, M Siddique, BP Taylor, C Yip… - Clinical and …, 2014 - Springer
Radiomics is an evolving field in which the extraction of large amounts of features from
diagnostic medical images may be used to predict underlying molecular and genetic …

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 …

IBSI: an international community radiomics standardization initiative

M Hatt, M Vallieres, D Visvikis, A Zwanenburg - 2018 - Soc Nuclear Med
287 Objectives: Radiomics is the high-throughput analysis of medical images for treatment
individualization. It conventionally involves the quantification of different characteristics of a …

Radiomics in oncological PET/CT: a methodological overview

S Ha, H Choi, JC Paeng, GJ Cheon - Nuclear medicine and molecular …, 2019 - Springer
Radiomics is a medical imaging analysis approach based on computer-vision. Metabolic
radiomics in particular analyses the spatial distribution patterns of molecular metabolism on …

[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 …

The role of imaging in radiation therapy planning: past, present, and future

GC Pereira, M Traughber… - BioMed research …, 2014 - Wiley Online Library
The use of ionizing radiation for cancer treatment has undergone extraordinary development
during the past hundred years. The advancement of medical imaging has been critical in …

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 …