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 …

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 …

Cardiac magnetic resonance radiomics for disease classification

X Zhang, C Cui, S Zhao, L Xie, Y Tian - European Radiology, 2023 - Springer
Objectives This study investigated the discriminability of quantitative radiomics features
extracted from cardiac magnetic resonance (CMR) images for hypertrophic cardiomyopathy …

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 …

A radiomics approach to computer-aided diagnosis with cardiac cine-MRI

I Cetin, G Sanroma, SE Petersen, S Napel… - Statistical Atlases and …, 2018 - Springer
Computer-aided diagnosis of cardiovascular diseases (CVDs) with cine-MRI is an important
research topic to enable improved stratification of CVD patients. However, current …

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 …

Radiomics applications in cardiac imaging: a comprehensive review

T Polidori, D De Santis, C Rucci, G Tremamunno… - La radiologia …, 2023 - Springer
Radiomics is a new emerging field that includes extraction of metrics and quantification of so-
called radiomic features from medical images. The growing importance of radiomics applied …

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 …

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 …