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 …

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 …

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 …

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 …

Estimation of biological heart age using cardiovascular magnetic resonance radiomics

Z Raisi-Estabragh, A Salih, P Gkontra, A Atehortúa… - Scientific Reports, 2022 - nature.com
We developed a novel interpretable biological heart age estimation model using
cardiovascular magnetic resonance radiomics measures of ventricular shape and …

Minimising multi-centre radiomics variability through image normalisation: a pilot study

VM Campello, C Martín-Isla, C Izquierdo, A Guala… - Scientific reports, 2022 - nature.com
Radiomics is an emerging technique for the quantification of imaging data that has recently
shown great promise for deeper phenotyping of cardiovascular disease. Thus far, the …

The impact of cardiovascular risk factors on cardiac structure and function: Insights from the UK Biobank imaging enhancement study

SE Petersen, MM Sanghvi, N Aung, JA Cooper… - PloS one, 2017 - journals.plos.org
Aims The UK Biobank is a large-scale population-based study utilising cardiovascular
magnetic resonance (CMR) to generate measurements of atrial and ventricular structure and …

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 …

Sex-specific structural and functional cardiac remodeling during healthy aging assessed by cardiovascular magnetic resonance

L Grassow, J Gröschel, H Saad, LD Krüger… - Clinical Research in …, 2024 - Springer
Background Aging as a major non-modifiable cardiac risk factor challenges future
cardiovascular medicine and economic demands, which requires further assessments …

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
Objectives The cardiac cycle might impair the reproducibility of radiomics features of cardiac
magnetic resonance (CMR) cine images, yet this issue has not been addressed in the …