Cardiac magnetic resonance radiomics: basic principles and clinical perspectives

Z Raisi-Estabragh, C Izquierdo… - … -Cardiovascular …, 2020 - academic.oup.com
… Stepwise depiction of the cardiac magnetic resonance radiomics workflow. Image
acquisition: Routinely acquired cardiac magnetic resonance images may be used for radiomics

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
… To evaluate the quality of radiomics studies using cardiac magnetic resonance imaging (CMR)
according to the radiomics quality score (RQS), Transparent Reporting of a multivariable …

Cardiac magnetic resonance radiomics for disease classification

X Zhang, C Cui, S Zhao, L Xie, Y Tian - European Radiology, 2023 - Springer
radiomics approach for automatically diagnosing cardiac diseases was proposed. A large
number of radiomics … subsets according to different areas of the cardiac at end-diastole (ED) …

[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
… Therefore, radiomic features are used in this work to potentially recognize changes in the
cardiac tissue after myocardial infarction, which is not possible by naked eyes [15,22,23,47]. …

Cardiac magnetic resonance radiomics reveal differential impact of sex, age, and vascular risk factors on cardiac structure and myocardial tissue

Z Raisi-Estabragh, A Jaggi, P Gkontra… - … in Cardiovascular …, 2021 - frontiersin.org
radiomics analysis as a tool for detailed cardiovascular phenotyping. We characterise
independent associations of sex, age, and key vascular risk factors with cardiovascular radiomics

Repeatability of cardiac magnetic resonance radiomics: a multi-centre multi-vendor test-retest study

Z Raisi-Estabragh, P Gkontra, A Jaggi… - … in Cardiovascular …, 2020 - frontiersin.org
… of radiomics analysis to cardiac magnetic resonanceradiomics models in distinguishing
important disease entities such as hypertensive heart disease and hypertrophic cardiomyopathy

Cardiac CT and MRI radiomics: systematic review of the literature and radiomics quality score assessment

A Ponsiglione, A Stanzione, R Cuocolo, R Ascione… - European …, 2022 - Springer
… ” AND “computed tomography” OR “magnetic resonance”; the detailed search string is
available in the supplementary materials. After removal of duplicates, abstracts were screened in …

Estimation of biological heart age using cardiovascular magnetic resonance radiomics

Z Raisi-Estabragh, A Salih, P Gkontra, A Atehortúa… - Scientific Reports, 2022 - nature.com
… used CMR radiomics features to develop a heart age estimation … We examined associations
of radiomics features with heart … model estimated heart age to calculate a “heart age delta”, …

Radiomics-based classification of left ventricular non-compaction, hypertrophic cardiomyopathy, and dilated cardiomyopathy in cardiovascular magnetic resonance

C Izquierdo, G Casas, C Martin-Isla… - … in Cardiovascular …, 2021 - frontiersin.org
… imaging data such as cardiovascular magnetic resonance (CMR), is … In this paper, we
propose a radiomics approach to … A comprehensive radiomics characterization was applied to …

[HTML][HTML] Prognostic prediction of left ventricular myocardial noncompaction using machine learning and cardiac magnetic resonance radiomics

PL Han, ZK Jiang, R Gu, S Huang, Y Jiang… - … Imaging in Medicine …, 2023 - ncbi.nlm.nih.gov
… of 105 cine cardiac magnetic resonance (CMR)-derived radiomics … The reproducibility of the
extracted radiomics features was … the radiomic features of the 2 different magnetic resonance