[HTML][HTML] New imaging signatures of cardiac alterations in ischaemic heart disease and cerebrovascular disease using CMR radiomics
E Rauseo, C Izquierdo Morcillo… - Frontiers in …, 2021 - frontiersin.org
… CMR radiomics analysis may provide new insight into the relationship between these two
systems and their underlying mechanisms. These additional imaging … we used CMR radiomics …
systems and their underlying mechanisms. These additional imaging … we used CMR radiomics …
[HTML][HTML] Radiomics applications in cardiac imaging: a comprehensive review
… The application of radiomics principles to CMR may help to … is to review the current radiomics
applications in CMR. … [75] aimed at investigating CMR radiomic signature in the detection of …
applications in CMR. … [75] aimed at investigating CMR radiomic signature in the detection of …
[HTML][HTML] Radiomics signatures of cardiovascular risk factors in cardiac MRI: results from the UK biobank
… This study confirms the feasibility and potential of CMR radiomics for deeper image
phenotyping of cardiovascular health and disease. We demonstrate such analysis may have utility …
phenotyping of cardiovascular health and disease. We demonstrate such analysis may have utility …
The influence of cardiac motion on radiomics features: radiomics features of non-enhanced CMR cine images greatly vary through the cardiac cycle
… whether radiomics features of non-enhanced CMR cine images differ … radiomics of CMR
cine images, then it might not be possible to apply radiomics signature derived from cine images …
cine images, then it might not be possible to apply radiomics signature derived from cine images …
[HTML][HTML] Prediction of incident cardiovascular events using machine learning and CMR radiomics
… The identified radiomics signatures for each incident outcome are depicted in Table 2.
Overall, ventricular shape and myocardial texture feature dominated all models and there was …
Overall, ventricular shape and myocardial texture feature dominated all models and there was …
Cardiac magnetic resonance radiomics: basic principles and clinical perspectives
Z Raisi-Estabragh, C Izquierdo… - … Imaging, 2020 - academic.oup.com
… We will also review existing literature on CMR radiomics, discuss challenges, and consider
… modelling is to define unique SI patterns (radiomics signatures) for important cardiac …
… modelling is to define unique SI patterns (radiomics signatures) for important cardiac …
[HTML][HTML] Association between cine CMR-based radiomics signature and microvascular obstruction in patients with ST-segment elevation myocardial infarction
Y Peng, K Wu, YXJ Wang, J Gong - Journal of Thoracic Disease, 2022 - ncbi.nlm.nih.gov
… Radiomic features were extracted from cine CMR images and … radiomic signatures
construction. Binary logistic regression was used to assess association between radiomic signatures …
construction. Binary logistic regression was used to assess association between radiomic signatures …
[HTML][HTML] Non-contrast Cine Cardiac Magnetic Resonance image radiomics features and machine learning algorithms for myocardial infarction detection
E Avard, I Shiri, G Hajianfar, H Abdollahi… - Computers in Biology …, 2022 - Elsevier
… This study demonstrated that using radiomics analysis on non-contrast Cine-CMR images
enables to accurately detect MI, which could potentially be used as an alternative diagnostic …
enables to accurately detect MI, which could potentially be used as an alternative diagnostic …
[HTML][HTML] Exploring the utility of cardiovascular magnetic resonance radiomic feature extraction for evaluation of cardiac sarcoidosis
… performance using logistic regression during feature selection for signature A, it was not among
the … This study explored the use of radiomic analysis of LGE-CMR images in patients with …
the … This study explored the use of radiomic analysis of LGE-CMR images in patients with …
Cardiac magnetic resonance radiomics for disease classification
X Zhang, C Cui, S Zhao, L Xie, Y Tian - European Radiology, 2023 - Springer
… phenotypes on imaging with higher precision [32], radiomics studies of CMR images in …
Although our results showed the potential usefulness of the radiomics signature in differentiating …
Although our results showed the potential usefulness of the radiomics signature in differentiating …
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