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 …

Radiomics in predicting treatment response in non-small-cell lung cancer: current status, challenges and future perspectives

MR Chetan, FV Gleeson - European radiology, 2021 - Springer
Objectives Radiomics is the extraction of quantitative data from medical imaging, which has
the potential to characterise tumour phenotype. The radiomics approach has the capacity to …

Radiomics and radiogenomics in lung cancer: a review for the clinician

R Thawani, M McLane, N Beig, S Ghose, P Prasanna… - Lung cancer, 2018 - Elsevier
Lung cancer is responsible for a large proportion of cancer-related deaths across the globe,
with delayed detection being perhaps the most significant factor for its high mortality rate …

Intrinsic dependencies of CT radiomic features on voxel size and number of gray levels

M Shafiq‐ul‐Hassan, GG Zhang, K Latifi… - Medical …, 2017 - Wiley Online Library
Purpose Many radiomics features were originally developed for non‐medical imaging
applications and therefore original assumptions may need to be reexamined. In this study …

Machine learning methods for quantitative radiomic biomarkers

C Parmar, P Grossmann, J Bussink, P Lambin… - Scientific reports, 2015 - nature.com
Radiomics extracts and mines large number of medical imaging features quantifying tumor
phenotypic characteristics. Highly accurate and reliable machine-learning approaches can …

A radiomics model from joint FDG-PET and MRI texture features for the prediction of lung metastases in soft-tissue sarcomas of the extremities

M Vallières, CR Freeman, SR Skamene… - Physics in Medicine & …, 2015 - iopscience.iop.org
This study aims at develo** a joint FDG-PET and MRI texture-based model for the early
evaluation of lung metastasis risk in soft-tissue sarcomas (STSs). We investigate if the …

Defining the biological basis of radiomic phenotypes in lung cancer

P Grossmann, O Stringfield, N El-Hachem, MM Bui… - elife, 2017 - elifesciences.org
Medical imaging can visualize characteristics of human cancer noninvasively. Radiomics is
an emerging field that translates these medical images into quantitative data to enable …

Quantitative radiomics studies for tissue characterization: a review of technology and methodological procedures

RTHM Larue, G Defraene… - The British journal of …, 2017 - academic.oup.com
Quantitative analysis of tumour characteristics based on medical imaging is an emerging
field of research. In recent years, quantitative imaging features derived from CT, positron …

Radiomics: a new application from established techniques

V Parekh, MA Jacobs - Expert review of precision medicine and …, 2016 - Taylor & Francis
The increasing use of biomarkers in cancer have led to the concept of personalized
medicine for patients. Personalized medicine provides better diagnosis and treatment …

The effect of SUV discretization in quantitative FDG-PET Radiomics: the need for standardized methodology in tumor texture analysis

RTH Leijenaar, G Nalbantov, S Carvalho… - Scientific reports, 2015 - nature.com
FDG-PET-derived textural features describing intra-tumor heterogeneity are increasingly
investigated as imaging biomarkers. As part of the process of quantifying heterogeneity …