Comparison of Deep Learning and Radiomic Features to Differentiate Non-Ischemic and Ischemic Cardiomyopathy Using Cardiac MRI Cine Imaging

M Nakashima, D Chen, R Basnet, M Benovoy… - Circulation, 2021 - Am Heart Assoc
Radiomics has been shown to classify diseaseradiomic approaches to differentiate ischemic
vs non-ischemic cardiomyopathy (ICM vs NICM), using cardiac magnetic resonance (CMR) …

Radiomics side experiments and DAFIT approach in identifying pulmonary hypertension using Cardiac MRI derived radiomics based machine learning models

S Priya, T Aggarwal, C Ward, G Bathla, M Jacob… - Scientific reports, 2021 - nature.com
… in the research studies and other prior radiomics CMR studies have also used mid-ventricle …
work-up for a family history of cardiovascular disease. All patients in the control group had a …

Radiomics analysis derived from LGE-MRI predict sudden cardiac death in participants with hypertrophic cardiomyopathy

J Wang, L Bravo, J Zhang, W Liu, K Wan… - … in cardiovascular …, 2021 - frontiersin.org
radiomic features of 379 sequential participants with HCM who underwent cardiovascular
… the selected radiomics features, LBP (19) and Moment (1), to predict SCD events (P < 0.05). …

A coronary CT angiography-derived myocardial radiomics model for predicting adverse outcomes in chronic myocardial infarction

Y Chen, N Zhang, Y Gao, Z Zhou, X Gao, J Liu… - International Journal of …, 2024 - Elsevier
… CCTA-based radiomics model of LV myocardium in predicting major adverse cardiovascular
… performance of this radiomics model with that of conventional clinical and CMR parameters. …

[HTML][HTML] Prognostic prediction of left ventricular myocardial noncompaction using machine learning and cardiac magnetic resonance radiomics

PL Han, ZK Jiang, R Gu, S Huang, Y Jiang… - … Imaging in Medicine …, 2023 - ncbi.nlm.nih.gov
… to risk-stratify patients with LVNC, and our results showed that the radiomics model using
nonenhanced cine CMR images had good discriminative capacity comparable to that of the …

[HTML][HTML] Non-contrast cine cardiac magnetic resonance derived-radiomics for the prediction of left ventricular adverse remodeling in patients with ST-segment …

A Xin, M Liu, T Chen, F Chen, G Qian… - Korean Journal of …, 2023 - ncbi.nlm.nih.gov
… Accordingly, this study aimed to identify the radiomics features of cine CMR images predictive
of LVAR post-revascularization after acute STEMI and to use this information to establish a …

[HTML][HTML] Cardiac Radiomics Are Associated With Dyspnea

S Kumar, S Al-Kindi, MHE Makhlouf, S Sivakumar… - JACC: Advances, 2024 - jacc.org
… overt hypertension or prior cardiovascular disease with dyspnea (… a combination of CMR
shape and texture radiomics can explain 61… Our study suggests that novel radiomic markers of …

[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… - … of Cardiovascular …, 2024 - journalofcmr.com
disease (HHD)) who consecutively underwent CMR were enrolled. Regions of interest
for TA were segmented by two observers independently on mid-level slice of native T1-mapping …

Coronary computed tomography angiography radiomics: A potential noninvasive tool for detecting myocardial fibrosis

R Wang, L Xu - International Journal of …, 2021 - internationaljournalofcardiology.com
… Late gadolinium enhancement (LGE) derived from cardiac magnetic resonance (CMR) …
when CMR is unavailable. Hence, we aimed to investigate the ability of radiomic features derived …

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
… for radiomic features extracted from CMRCardiovascular disease (CVD) prevalence
increases with age and causes structural and functional complications [1, 2]. Cardiovascular