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
… In this paper, we used CMR radiomics analysis to study … who had previous ischaemic
cerebrovascular events and cardiac events … radiomics features for each condition, called “radiomics

Prediction of incident cardiovascular events using machine learning and CMR radiomics

ER Pujadas, Z Raisi-Estabragh, L Szabo… - European …, 2023 - Springer
… Seven integrative models were built for each incident cardiovascular disease (CVD) as
an outcome. Each model was built with VRF, CMR indices, and radiomics features and a …

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
… of CMR radiomics for deeper image phenotyping of cardiovascular health and disease.
We … phenotyping of established cardiovascular diseases, CMR radiomics may also provide …

Radiomics applications in cardiac imaging: a comprehensive review

T Polidori, D De Santis, C Rucci, G Tremamunno… - La radiologia …, 2023 - Springer
… heart disease (HHD), and many other cardiovascular diseases. … MRI in the evaluation of
cardiovascular diseases, such as readers… is to review the current radiomics applications in CMR. …

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
CMR radiomics analysis as a tool for detailed cardiovascular … , and key vascular risk factors
with cardiovascular radiomics … participants without cardiovascular disease or vascular risk …

Estimation of biological heart age using cardiovascular magnetic resonance radiomics

Z Raisi-Estabragh, A Salih, P Gkontra, A Atehortúa… - Scientific Reports, 2022 - nature.com
… In the present study, we used CMR radiomics features to develop a heart age estimation …
cardiovascular disease, we developed a novel heart age estimation tool using CMR radiomics

Atrial fibrillation prediction by combining ECG markers and CMR radiomics

ER Pujadas, Z Raisi-Estabragh, L Szabo, CI Morcillo… - Scientific Reports, 2022 - nature.com
CMR radiomics combined with ECG increased the model performance in women. Especially
CMR derived radiomics … role of atrial remodeling in the disease mechanism of AF. The main …

Radiomics analysis enhances the diagnostic performance of CMR stress perfusion: a proof-of-concept study using the Dan-NICAD dataset

Z Raisi-Estabragh, C Martin-Isla, L Nissen… - … in cardiovascular …, 2023 - frontiersin.org
Cardiovascular risk stratification of subjects with suspected cardiovascular disease is of …
The management of this cohort is mostly informed by the assessment of traditional vascular

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]. …

Prediction of Incident Atrial Fibrillation in Population with Ischemic Heart Disease Using Machine Learning with Radiomics and ECG Markers

E Ruiz Pujadas, N Aung, L Szabo… - Annual Conference on …, 2024 - Springer
… Our findings demonstrate the potential of combining CMR radiomics with ML to …
cardiovascular disease patterns. Recently, a study explored the combination of ECG with radiomics