Cine MRI‐Derived Radiomics Features of the Cardiac Blood Pool: Periodicity, Specificity, and Reproducibility
K Lin, R Sarnari, JC Carr… - Journal of Magnetic …, 2023 - Wiley Online Library
… gaps in cardiac imaging. Therefore, we extracted radiomics features of the blood pool in the
LV, … that cine MRI-derived radiomics features of the cardiac blood pool are associated with …
LV, … that cine MRI-derived radiomics features of the cardiac blood pool are associated with …
Radiomics features of the cardiac blood pool to indicate hemodynamic changes in pulmonary hypertension (PH) due to heart failure with preserved ejection fraction …
K Lin, R Sarnari, DZ Gordon, M Markl… - … Journal of Cardiovascular …, 2024 - Springer
… radiomics features of the cardiac blood pool from regular cine MRI of PH-HFpEF patients and
healthy controls. Radiomics features … -derived radiomics features of the cardiac blood pool …
healthy controls. Radiomics features … -derived radiomics features of the cardiac blood pool …
[HTML][HTML] Radiomics signatures of cardiovascular risk factors in cardiac MRI: results from the UK biobank
… As expected, radiomics features from the LV blood pool and LV myocardium were the most
relevant regions, with the RV blood pool having a minor role for the risk factors studied in this …
relevant regions, with the RV blood pool having a minor role for the risk factors studied in this …
[HTML][HTML] Cardiac magnetic resonance radiomics reveal differential impact of sex, age, and vascular risk factors on cardiac structure and myocardial tissue
… as the cardiac phase at which the mid-ventricular LV intra-cavity blood pool appeared …
The LV papillary muscles were considered part of the blood pool (excluded from LV mass). The …
The LV papillary muscles were considered part of the blood pool (excluded from LV mass). The …
Cine MRI-derived radiomics features indicate hemodynamic changes in the pulmonary artery
K Lin, R Sarnari, DZ Gordon, M Markl… - … journal of cardiovascular …, 2024 - Springer
… -derived radiomics features in the cardiac blood pool have been used to represent cardiac
… -HFpEF, radiomics features of the blood pool in the left and right heart correlated with PCWP …
… -HFpEF, radiomics features of the blood pool in the left and right heart correlated with PCWP …
[HTML][HTML] Repeatability of cardiac magnetic resonance radiomics: a multi-centre multi-vendor test-retest study
… repeatability of CMR radiomics features. Test-retest CMR studies are segmented to define
three ROIs for radiomics analysis: LV blood pool, RV blood pool, and LV myocardium. Shape …
three ROIs for radiomics analysis: LV blood pool, RV blood pool, and LV myocardium. Shape …
Cardiac magnetic resonance radiomics: basic principles and clinical perspectives
Z Raisi-Estabragh, C Izquierdo… - … -Cardiovascular …, 2020 - academic.oup.com
… the final set of radiomics features through feature selection, we … (blue) and right (red)
ventricular blood pool regions, and the left … Radiomics feature extraction: Radiomics features are …
ventricular blood pool regions, and the left … Radiomics feature extraction: Radiomics features are …
[HTML][HTML] New imaging signatures of cardiac alterations in ischaemic heart disease and cerebrovascular disease using CMR radiomics
E Rauseo, C Izquierdo Morcillo… - … in Cardiovascular …, 2021 - frontiersin.org
… blood pool … blood pool intensities compared to controls. These prominent differences
in signal intensity patterns within the LV blood pool may reflect common alterations in intra-cardiac …
in signal intensity patterns within the LV blood pool may reflect common alterations in intra-cardiac …
The influence of cardiac motion on radiomics features: radiomics features of non-enhanced CMR cine images greatly vary through the cardiac cycle
… three consecutive short-axis cine images excluding the epicardial border, trabeculated
myocardial layer, papillary muscles, and blood pool to avoid partial volume effects. A total of 88 …
myocardial layer, papillary muscles, and blood pool to avoid partial volume effects. A total of 88 …
[HTML][HTML] Prediction of incident cardiovascular events using machine learning and CMR radiomics
… Radiomics features derived from the LV blood pool and myocardium dominated all prediction
models. Notably, when conventional CMR metrics and radiomics features were included …
models. Notably, when conventional CMR metrics and radiomics features were included …
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