[PDF][PDF] Validation of a method to compensate multicenter effects affecting CT radiomic features

F Orlhac, F Frouin, C Nioche, N Ayache, I Buvat - Radiology, 2018 - hal.science
Purpose: We investigated whether a compensation method could correct for the variations of
radiomic feature values caused by the use of different CT protocols. Materials and Methods …

Validation of a method to compensate multicenter effects affecting CT radiomics

F Orlhac, F Frouin, C Nioche, N Ayache, I Buvat - Radiology, 2019 - pubs.rsna.org
Background Radiomics extracts features from medical images more precisely and more
accurately than visual assessment. However, radiomics features are affected by CT scanner …

TU‐C‐103‐08: determination of CT texture variability among several CT scanners

E Christensen, L Hunter, F Stingo… - Medical …, 2013 - Wiley Online Library
Purpose: Radiomics is an emerging field with the potential to use CT textures to predict
clinical outcomes for cancer patients. The effect of different scanner use on CT texture …

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 …

[HTML][HTML] Influence of feature calculating parameters on the reproducibility of CT radiomic features: a thoracic phantom study

Y Li, G Tan, M Vangel, J Hall, W Cai - Quantitative Imaging in …, 2020 - ncbi.nlm.nih.gov
Background Existing studies have demonstrated that imaging parameters may affect
radiomic features. However, the influence of feature calculating parameters has been …

Time stability of delta‐radiomics features and the impact on patient analysis in longitudinal CT images

TE Plautz, C Zheng, G Noid, XA Li - Medical physics, 2019 - Wiley Online Library
Purpose This study first aims to show that the values of texture features extracted from
phantoms are stable over clinical timescales. Second, that changes in patients' feature …

Enhancing the stability of CT radiomics across different volume of interest sizes using parametric feature maps: a phantom study

LJ Jensen, D Kim, T Elgeti, IG Steffen… - European Radiology …, 2022 - Springer
Background In radiomics studies, differences in the volume of interest (VOI) are often
inevitable and may confound the extracted features. We aimed to correct this confounding …

Reliability of CT‐based texture features: Phantom study

BA Varghese, D Hwang, SY Cen, J Levy… - Journal of applied …, 2019 - Wiley Online Library
Objective To determine the intra‐, inter‐and test‐retest variability of CT‐based texture
analysis (CTTA) metrics. Materials and methods In this study, we conducted a series of CT …

Harmonizing the pixel size in retrospective computed tomography radiomics studies

D Mackin, X Fave, L Zhang, J Yang, AK Jones, CS Ng… - PloS one, 2017 - journals.plos.org
Consistent pixel sizes are of fundamental importance for assessing texture features that
relate intensity and spatial information in radiomics studies. To correct for the effects of …

Reproducibility of CT radiomic features within the same patient: influence of radiation dose and CT reconstruction settings

M Meyer, J Ronald, F Vernuccio, RC Nelson… - Radiology, 2019 - pubs.rsna.org
Background Results of recent phantom studies show that variation in CT acquisition
parameters and reconstruction techniques may make radiomic features largely …