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

I Cetin, Z Raisi-Estabragh, SE Petersen… - Frontiers in …, 2020 - frontiersin.org
Cardiovascular magnetic resonance (CMR) radiomics is a novel technique for advanced
cardiac image phenotyping by analyzing multiple quantifiers of shape and tissue texture. In …

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… - Frontiers in …, 2021 - frontiersin.org
Background: Cardiovascular magnetic resonance (CMR) radiomics analysis provides
multiple quantifiers of ventricular shape and myocardial texture, which may be used for …

New imaging signatures of cardiac alterations in ischaemic heart disease and cerebrovascular disease using CMR radiomics

E Rauseo, C Izquierdo Morcillo… - Frontiers in …, 2021 - frontiersin.org
Background: Ischaemic heart disease (IHD) and cerebrovascular disease are two closely
inter-related clinical entities. Cardiovascular magnetic resonance (CMR) radiomics may …

Cardiac magnetic resonance radiomics: basic principles and clinical perspectives

Z Raisi-Estabragh, C Izquierdo… - European Heart …, 2020 - academic.oup.com
Radiomics is a novel image analysis technique, whereby voxel-level information is extracted
from digital images and used to derive multiple numerical quantifiers of shape and tissue …

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

Z Raisi-Estabragh, P Gkontra, A Jaggi… - Frontiers in …, 2020 - frontiersin.org
Aims: To evaluate the repeatability of cardiac magnetic resonance (CMR) radiomics features
on test-retest scanning using a multi-centre multi-vendor dataset with a varied case-mix …

Quantitative CMR population imaging on 20,000 subjects of the UK Biobank imaging study: LV/RV quantification pipeline and its evaluation

R Attar, M Pereañez, A Gooya, X Albà, L Zhang… - Medical image …, 2019 - Elsevier
Population imaging studies generate data for developing and implementing personalised
health strategies to prevent, or more effectively treat disease. Large prospective …

Cardiac MR: from theory to practice

TF Ismail, W Strugnell, C Coletti… - Frontiers in …, 2022 - frontiersin.org
Cardiovascular disease (CVD) is the leading single cause of morbidity and mortality,
causing over 17. 9 million deaths worldwide per year with associated costs of over $800 …

Emerging MRI techniques for molecular and functional phenotyping of the diseased heart

HLM Cheng - Frontiers in Cardiovascular Medicine, 2022 - frontiersin.org
Recent advances in cardiac MRI (CMR) capabilities have truly transformed its potential for
deep phenotyping of the diseased heart. Long known for its unparalleled soft tissue contrast …

Prediction of incident cardiovascular events using machine learning and CMR radiomics

ER Pujadas, Z Raisi-Estabragh, L Szabo… - European …, 2023 - Springer
Objectives Evaluation of the feasibility of using cardiovascular magnetic resonance (CMR)
radiomics in the prediction of incident atrial fibrillation (AF), heart failure (HF), myocardial …

Reproducibility of segmentation-based myocardial radiomic features with cardiac MRI

J Jang, LH Ngo, J Mancio, S Kucukseymen… - Radiology …, 2020 - pubs.rsna.org
Purpose To investigate reproducibility of myocardial radiomic features with cardiac MRI.
Materials and Methods Test-retest studies were performed with a 3-T MRI system using …