Differentiating between cardiac amyloidosis and hypertrophic cardiomyopathy on non-contrast cine-magnetic resonance images using machine learning-based radiomics

Differentiating between cardiac amyloidosis and hypertrophic cardiomyopathy on non-contrast cine-magnetic resonance images using machine learning-based radiomics

ObjectivesThis study aimed to determine whether texture analysis (TA) and machine learning-based classifications can be applied in differential diagnosis of cardiac amyloidosis (CA) and hypertrophic cardiomyopathy (HCM) using non-contrast cine cardiac magnetic resonance (CMR) images.MethodsIn this i...

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Bibliographic Details
Main Authors: Shu Jiang, Lianlian Zhang, Jia Wang, Xia Li, Su Hu, Yigang Fu, Xin Wang, Shaowei Hao, Chunhong Hu
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-10-01
Series:Frontiers in Cardiovascular Medicine
Subjects:
machine learning
texture analysis
cardiac amyloidosis
cardiac magnetic resonance
hypertrophic cardiomyopathy
non-contrast
Online Access:https://www.frontiersin.org/articles/10.3389/fcvm.2022.1001269/full

Internet

https://www.frontiersin.org/articles/10.3389/fcvm.2022.1001269/full

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