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

Radiomics signatures of cardiovascular risk factors in cardiac MRI: results from the UK biobank

I Cetin, Z Raisi-Estabragh, SE Petersen… - Frontiers in …, 2020 - frontiersin.org
… 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 …

The influence of cardiac motion on radiomics features: radiomics features of non-enhanced CMR cine images greatly vary through the cardiac cycle

D Alis, M Yergin, O Asmakutlu, C Topel… - European Radiology, 2021 - Springer
… 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

Prediction of incident cardiovascular events using machine learning and CMR radiomics

ER Pujadas, Z Raisi-Estabragh, L Szabo… - … radiology, 2023 - Springer
… 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 …

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 …

[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

[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 …

Radiomics applications in cardiac imaging: a comprehensive review

T Polidori, D De Santis, C Rucci, G Tremamunno… - La radiologia …, 2023 - Springer
… 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 …

Exploring the utility of cardiovascular magnetic resonance radiomic feature extraction for evaluation of cardiac sarcoidosis

NA Mushari, G Soultanidis, L Duff, MG Trivieri… - Diagnostics, 2023 - mdpi.com
… 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 …

Quality of science and reporting for radiomics in cardiac magnetic resonance imaging studies: a systematic review

S Chang, K Han, YJ Suh, BW Choi - European Radiology, 2022 - Springer
radiomic studies [32]. To the best of our knowledge, no previous study has comprehensively
evaluated CMR radiomics … to assess the quality of radiomics studies using CMR with RQS, …