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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 …
to objectively and quantitatively describe tumour phenotypes. Radiomic features have …
Receiver operating characteristic (ROC) curves: review of methods with applications in diagnostic medicine
NA Obuchowski, JA Bullen - Physics in Medicine & Biology, 2018 - iopscience.iop.org
Receiver operating characteristic (ROC) analysis is a tool used to describe the
discrimination accuracy of a diagnostic test or prediction model. While sensitivity and …
discrimination accuracy of a diagnostic test or prediction model. While sensitivity and …
Radiomics in nuclear medicine: robustness, reproducibility, standardization, and how to avoid data analysis traps and replication crisis
A Zwanenburg - European journal of nuclear medicine and molecular …, 2019 - Springer
Radiomics in nuclear medicine is rapidly expanding. Reproducibility of radiomics studies in
multicentre settings is an important criterion for clinical translation. We therefore performed a …
multicentre settings is an important criterion for clinical translation. We therefore performed a …
Characterization of PET/CT images using texture analysis: the past, the present… any future?
After seminal papers over the period 2009–2011, the use of texture analysis of PET/CT
images for quantification of intratumour uptake heterogeneity has received increasing …
images for quantification of intratumour uptake heterogeneity has received increasing …
Survival outcome prediction in cervical cancer: Cox models vs deep-learning model
K Matsuo, S Purushotham, B Jiang… - American journal of …, 2019 - Elsevier
Background Historically, the Cox proportional hazard regression model has been the
mainstay for survival analyses in oncologic research. The Cox proportional hazard …
mainstay for survival analyses in oncologic research. The Cox proportional hazard …
[HTML][HTML] Prediction of cervical cancer recurrence using textural features extracted from 18F-FDG PET images acquired with different scanners
Objectives To identify an imaging signature predicting local recurrence for locally advanced
cervical cancer (LACC) treated by chemoradiation and brachytherapy from baseline 18 F …
cervical cancer (LACC) treated by chemoradiation and brachytherapy from baseline 18 F …
Radiomics in stratification of pancreatic cystic lesions: Machine learning in action
Pancreatic cystic lesions (PCLs) are well-known precursors of pancreatic cancer. Their
diagnosis can be challenging as their behavior varies from benign to malignant disease …
diagnosis can be challenging as their behavior varies from benign to malignant disease …
Reproducibility of F18‐FDG PET radiomic features for different cervical tumor segmentation methods, gray‐level discretization, and reconstruction algorithms
BA Altazi, GG Zhang, DC Fernandez… - Journal of applied …, 2017 - Wiley Online Library
Site‐specific investigations of the role of radiomics in cancer diagnosis and therapy are
emerging. We evaluated the reproducibility of radiomic features extracted from 18Flourine …
emerging. We evaluated the reproducibility of radiomic features extracted from 18Flourine …
Application of texture analysis based on apparent diffusion coefficient maps in discriminating different stages of rectal cancer
L Liu, Y Liu, L Xu, Z Li, H Lv, N Dong… - Journal of Magnetic …, 2017 - Wiley Online Library
Purpose To explore the potential of texture analysis based on apparent diffusion coefficient
(ADC) maps, as a predictor of local invasion depth (stage pT1‐2 versus pT3‐4) and nodal …
(ADC) maps, as a predictor of local invasion depth (stage pT1‐2 versus pT3‐4) and nodal …
Radiomics in oncological PET/CT: clinical applications
JW Lee, SM Lee - Nuclear medicine and molecular imaging, 2018 - Springer
Abstract 18 F–fluorodeoxyglucose (FDG) positron emission tomography/computed
tomography (PET/CT) is widely used for staging, evaluating treatment response, and …
tomography (PET/CT) is widely used for staging, evaluating treatment response, and …