Multi-parametric assessment of cardiac magnetic resonance images to distinguish myocardial infarctions: A tensor-based radiomics feature

D Wang, H Jasim Taher, M Al-Fatlawi… - Journal of X-Ray …, 2024 - content.iospress.com
AIM: This study assessed the myocardial infarction (MI) using a novel fusion approach (multi-
flavored or tensor-based) of multi-parametric cardiac magnetic resonance imaging (CMRI) at …

[HTML][HTML] Non-contrast Cine Cardiac Magnetic Resonance image radiomics features and machine learning algorithms for myocardial infarction detection

E Avard, I Shiri, G Hajianfar, H Abdollahi… - Computers in Biology …, 2022 - Elsevier
Objective Robust differentiation between infarcted and normal tissue is important for clinical
diagnosis and precision medicine. The aim of this work is to investigate the radiomic …

[HTML][HTML] Clinical Utility for Radiomics Features of Cardiac MR Images for the Diagnosis of Myocardial Diseases

JK Choi, J Yoon, IC Hwang, HM Choi… - Journal of …, 2024 - journalofcmr.com
Background: To evaluate whether the use of texture analysis (TA) applied to native-T1 and
T2 maps obtained on non-enhanced cardiac MR images increase the diagnostic ability for …

[HTML][HTML] Progress in radiomics of common heart disease based on cardiac magnetic resonance imaging

JL Fei, CL Pu, FY Xu, Y Wu, HJ Hu - Journal of Molecular and Clinical …, 2021 - imrpress.com
As an innovative imaging processing mode, radiomics can extract microscopic information
from images for quantitative analysis. The selected features and machine learning model …

Radiomics-based detection of acute myocardial infarction on noncontrast enhanced midventricular short-axis cine CMR images

B Vande Berg, F De Keyzer, A Cernicanu… - … International Journal of …, 2024 - Springer
Cardiac magnetic resonance cine images are primarily used to evaluate functional
consequences, whereas limited information is extracted from the noncontrast pixel-wise …

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 …

[HTML][HTML] 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 …

Classification of lesion specific myocardial ischemia using cardiac computed tomography radiomics

X He, BJ Guo, T Wang, Y Lei, T Liu… - Medical Imaging …, 2020 - spiedigitallibrary.org
Lesion-specific myocardial ischemia is a common heart disorder and a significant cause of
cardiovascular morbidity and mortality. It alters left ventricular myocardial thickness …

Myocardial function prediction after coronary artery bypass grafting using mri radiomic features and machine learning algorithms

F Arian, M Amini, S Mostafaei, K Rezaei Kalantari… - Journal of digital …, 2022 - Springer
The main aim of the present study was to predict myocardial function improvement in cardiac
MR (LGE-CMR) images in patients after coronary artery bypass grafting (CABG) using …

[HTML][HTML] Automated Diagnosis of Ischemic Cardiomyopathy Using Radiomic Features

N Mashayekhi, M Benovoy, MG Friedrich… - Journal of …, 2024 - journalofcmr.com
Background: Oxygenation-sensitive cardiovascular magnetic resonance (OS-CMR) is a
contrast-free method that enables the evaluation of myocardial oxygenation in a non …