[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
… and brain diseases using CMR radiomics analysis may provide new insight into the … In
this paper, we used CMR radiomics analysis to study whether there were specific cardiac

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
radiomics features of CMR cine images vary during the cardiac cycle and investigate the
reproducibility of radiomics … studies have demonstrated that pathological myocardial alterations

Prediction of incident cardiovascular events using machine learning and CMR radiomics

ER Pujadas, Z Raisi-Estabragh, L Szabo… - European …, 2023 - Springer
… ’s morphological and tissue level alterations [11]. … utility of CMR radiomics for the prediction
of four key incident CVDs: atrial fibrillation (AF), heart failure (HF), myocardial infarction (MI), …

[HTML][HTML] 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
… utility of CMR radiomics analysis as a tool for detailed cardiovascular … risk factors with
cardiovascular radiomics phenotypes and … alterations in CMR metrics. Exploration of age-related …

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

I Cetin, Z Raisi-Estabragh, SE Petersen… - … in Cardiovascular …, 2020 - frontiersin.org
… indices, we showed that radiomics enable improved quantification of alterations in both …
Our findings demonstrate the feasibility of CMR radiomics models to identify cardiac changes …

Radiomics in cardiovascular disease imaging: from pixels to the heart of the problem

G Spadarella, T Perillo, L Ugga, R Cuocolo - Current Cardiovascular …, 2022 - Springer
… the myocardium when CMR is not available. For example, Qin and colleagues used radiomics
to detect myocardial fibrosis in hypertrophic cardiomyopathy using CMR as reference [47]. …

Cardiac magnetic resonance radiomics: basic principles and clinical perspectives

Z Raisi-Estabragh, C Izquierdo… - … -Cardiovascular …, 2020 - academic.oup.com
… We will also review existing literature on CMR radiomics, … , radiomics analysis may have
value in reflecting alterations of … ability of radiomics analysis to detect alterations in myocardial

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. … allow the detection of myocardial tissue alterations in the HCM setting …

Atrial fibrillation prediction by combining ECG markers and CMR radiomics

ER Pujadas, Z Raisi-Estabragh, L Szabo, CI Morcillo… - Scientific Reports, 2022 - nature.com
cardiac diseases. Recently, the concept of radiomics has attracted significant attention in the
cardiac … AF, and these alterations can be picked up by radiomics features. Although further …

[HTML][HTML] Radiomics-based classification of left ventricular non-compaction, hypertrophic cardiomyopathy, and dilated cardiomyopathy in cardiovascular magnetic …

C Izquierdo, G Casas, C Martin-Isla… - … in Cardiovascular …, 2021 - frontiersin.org
… of cardiac health and disease, CMR radiomics features are easier to calculate as they only
require the segmentation of the myocardial … and evaluate a radiomics model for automatically …