Prediction of incident cardiovascular events using machine learning and CMR radiomics

ER Pujadas, Z Raisi-Estabragh, L Szabo… - European …, 2023 - Springer
… of CMR radiomicsCMR radiomics over existing approaches, we hierarchically built
supervised ML models incorporating traditional vascular risk factors (VRFs) and conventional CMR

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
… had previous ischaemic cerebrovascular events and cardiac events (IHD). … radiomics
features for each condition, called “radiomics signature.” Finally, we studied whether the radiomics-…

Prediction of incident cardiovascular events using machine learning and CMR radiomics

E Ruiz Pujadas, Z Raisi-Estabragh, L Szabo… - … Radiology, 2022, vol …, 2022 - diposit.ub.edu
… of CMR radiomicsCMR radiomics over existing approaches, we hierarchically built
supervised ML models incorporating traditional vascular risk factors (VRFs) and conventional CMR

Radiomics-based machine learning models in STEMI: a promising tool for the prediction of major adverse cardiac events

ES Durmaz, M Karabacak, BB Ozkara, OA Kargın… - European …, 2023 - Springer
… in the cardiovascular imaging section) evaluated all the CMR images by consensus. All
LV measurements and calculations were made using commercially available software (Argus, …

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 established cardiovascular diseases, CMR radiomics may … of cardiac alterations related
to cardiovascular risk factors at … of CMR radiomics models to identify cardiac changes related …

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 …

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
… those derived from cardiac magnetic resonance (CMR), in particular when using real-rime
3D technique (r = 0.93 vs. r = 0.74 for maximal LAV; r = 0.88 vs. r = 0.82 for minimal LAV) [24]. …

A radiomic nomogram for prediction of major adverse cardiac events in ST-segment elevation myocardial infarction

Q Ma, Y Ma, X Wang, S Li, T Yu, W Duan, J Wu… - European …, 2021 - Springer
… The utility of radiomics in CMR has recently been outlined in the context of MI, showing
the potential for texture analysis to detect small myocardial scars in cine images and to …

Radiomics in Cardiovascular Imaging

M Kolossváry, D Dey - Frontiers in Cardiovascular Medicine, 2022 - frontiersin.org
… of CMR images from healthy participants of the UK Biobank cohort study and found that
age, sex, and risk factors had an independent association with radiomic … by CMR radiomics. …

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. …