Radiomics: the process and the challenges

V Kumar, Y Gu, S Basu, A Berglund, SA Eschrich… - Magnetic resonance …, 2012 - Elsevier
“Radiomics” refers to the extraction and analysis of large amounts of advanced quantitative
imaging features with high throughput from medical images obtained with computed …

Imaging biomarker roadmap for cancer studies

JPB O'connor, EO Aboagye, JE Adams… - Nature reviews Clinical …, 2017 - nature.com
Imaging biomarkers (IBs) are integral to the routine management of patients with cancer. IBs
used daily in oncology include clinical TNM stage, objective response and left ventricular …

PI-RADS prostate imaging–reporting and data system: 2015, version 2

JC Weinreb, JO Barentsz, PL Choyke, F Cornud… - European urology, 2016 - Elsevier
Abstract The Prostate Imaging–Reporting and Data System Version 2 (PI-RADS™ v2) is the
product of an international collaboration of the American College of Radiology (ACR) …

Consensus recommendations for a standardized Brain Tumor Imaging Protocol in clinical trials

BM Ellingson, M Bendszus, J Boxerman… - Neuro …, 2015 - academic.oup.com
A recent joint meeting was held on January 30, 2014, with the US Food and Drug
Administration (FDA), National Cancer Institute (NCI), clinical scientists, imaging experts …

Synopsis of the PI-RADS v2 guidelines for multiparametric prostate magnetic resonance imaging and recommendations for use

JO Barentsz, JC Weinreb, S Verma… - European …, 2015 - pmc.ncbi.nlm.nih.gov
Rapid technical advances have enabled multiparametric magnetic resonance imaging
(mpMRI) combined with magnetic resonance (MR)–targeted biopsy to become valuable …

Quantitative imaging biomarkers alliance (QIBA) recommendations for improved precision of DWI and DCE‐MRI derived biomarkers in multicenter oncology trials

A Shukla‐Dave, NA Obuchowski… - Journal of Magnetic …, 2019 - Wiley Online Library
Physiological properties of tumors can be measured both in vivo and noninvasively by
diffusion‐weighted imaging and dynamic contrast‐enhanced magnetic resonance imaging …

Clinical intravoxel incoherent motion and diffusion MR imaging: past, present, and future

M Iima, D Le Bihan - Radiology, 2016 - pubs.rsna.org
The concept of diffusion magnetic resonance (MR) imaging emerged in the mid-1980s,
together with the first images of water diffusion in the human brain, as a way to probe tissue …

Diffusion-weighted MR imaging of the liver

B Taouli, DM Koh - Radiology, 2010 - pubs.rsna.org
Magnetic resonance (MR) imaging plays an increasingly important role in the evaluation of
patients with liver disease because of its high contrast resolution, lack of ionizing radiation …

Improving tumour heterogeneity MRI assessment with histograms

N Just - British journal of cancer, 2014 - nature.com
By definition, tumours are heterogeneous. They are defined by marked differences in cells,
microenvironmental factors (oxygenation levels, pH, VEGF, VPF and TGF-α) metabolism …

Radiomics in brain tumor: image assessment, quantitative feature descriptors, and machine-learning approaches

M Zhou, J Scott, B Chaudhury, L Hall… - American Journal …, 2018 - Am Soc Neuroradiology
Radiomics describes a broad set of computational methods that extract quantitative features
from radiographic images. The resulting features can be used to inform imaging diagnosis …