The biological meaning of radiomic features

MR Tomaszewski, RJ Gillies - Radiology, 2021 - pubs.rsna.org
Radiomic analysis offers a powerful tool for the extraction of clinically relevant information
from radiologic imaging. Radiomics can be used to predict patient outcome through …

The applications of radiomics in precision diagnosis and treatment of oncology: opportunities and challenges

Z Liu, S Wang, D Dong, J Wei, C Fang, X Zhou… - …, 2019 - pmc.ncbi.nlm.nih.gov
Medical imaging can assess the tumor and its environment in their entirety, which makes it
suitable for monitoring the temporal and spatial characteristics of the tumor. Progress in …

Mechanisms and implications of metabolic heterogeneity in cancer

J Kim, RJ DeBerardinis - Cell metabolism, 2019 - cell.com
Tumors display reprogrammed metabolic activities that promote cancer progression. We
currently possess a limited understanding of the processes governing tumor metabolism in …

[HTML][HTML] Repeatability and reproducibility of radiomic features: a systematic review

A Traverso, L Wee, A Dekker, R Gillies - International Journal of Radiation …, 2018 - Elsevier
Purpose An ever-growing number of predictive models used to inform clinical decision
making have included quantitative, computer-extracted imaging biomarkers, or “radiomic …

Radiomics of CT features may be nonreproducible and redundant: influence of CT acquisition parameters

R Berenguer, MDR Pastor-Juan, J Canales-Vázquez… - Radiology, 2018 - pubs.rsna.org
Purpose To identify the reproducible and nonredundant radiomics features (RFs) for
computed tomography (CT). Materials and Methods Two phantoms were used to test RF …

Applications and limitations of radiomics

SSF Yip, HJWL Aerts - Physics in Medicine & Biology, 2016 - iopscience.iop.org
Radiomics is an emerging field in quantitative imaging that uses advanced imaging features
to objectively and quantitatively describe tumour phenotypes. Radiomic features have …

Enhancing NSCLC recurrence prediction with PET/CT habitat imaging, ctDNA, and integrative radiogenomics-blood insights

SJ Sujit, M Aminu, TV Karpinets, P Chen… - Nature …, 2024 - nature.com
While we recognize the prognostic importance of clinicopathological measures and
circulating tumor DNA (ctDNA), the independent contribution of quantitative image markers …

[HTML][HTML] Radiomics for precision medicine: Current challenges, future prospects, and the proposal of a new framework

A Ibrahim, S Primakov, M Beuque, HC Woodruff… - Methods, 2021 - Elsevier
The advancement of artificial intelligence concurrent with the development of medical
imaging techniques provided a unique opportunity to turn medical imaging from mostly …

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 …

[PDF][PDF] Classifying the evolutionary and ecological features of neoplasms

CC Maley, A Aktipis, TA Graham, A Sottoriva… - Nature Reviews …, 2017 - nature.com
Neoplasms change over time through a process of cell-level evolution, driven by genetic
and epigenetic alterations. However, the ecology of the microenvironment of a neoplastic …