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1.
Sci Rep ; 11(1): 18722, 2021 09 28.
Artigo em Inglês | MEDLINE | ID: mdl-34580343

RESUMO

Delayed gadolinium-enhanced cardiac magnetic resonance (LGE-CMR) imaging requires novel and time-efficient approaches to characterize the myocardial substrate associated with ventricular arrhythmia in patients with ischemic cardiomyopathy. Using a translational approach in pigs and patients with established myocardial infarction, we tested and validated a novel 3D methodology to assess ventricular scar using custom transmural criteria and a semiautomatic approach to obtain transmural scar maps in ventricular models reconstructed from both 3D-acquired and 3D-upsampled-2D-acquired LGE-CMR images. The results showed that 3D-upsampled models from 2D LGE-CMR images provided a time-efficient alternative to 3D-acquired sequences to assess the myocardial substrate associated with ischemic cardiomyopathy. Scar assessment from 2D-LGE-CMR sequences using 3D-upsampled models was superior to conventional 2D assessment to identify scar sizes associated with the cycle length of spontaneous ventricular tachycardia episodes and long-term ventricular tachycardia recurrences after catheter ablation. This novel methodology may represent an efficient approach in clinical practice after manual or automatic segmentation of myocardial borders in a small number of conventional 2D LGE-CMR slices and automatic scar detection.


Assuntos
Cardiomiopatias/diagnóstico por imagem , Cicatriz/patologia , Taquicardia Ventricular/diagnóstico por imagem , Idoso , Animais , Arritmias Cardíacas/patologia , Cardiomiopatias/metabolismo , Cicatriz/diagnóstico por imagem , Biologia Computacional/métodos , Meios de Contraste , Feminino , Gadolínio/farmacologia , Ventrículos do Coração/fisiopatologia , Humanos , Processamento de Imagem Assistida por Computador/métodos , Imageamento Tridimensional/métodos , Imageamento por Ressonância Magnética/métodos , Masculino , Pessoa de Meia-Idade , Infarto do Miocárdio/diagnóstico por imagem , Infarto do Miocárdio/fisiopatologia , Isquemia Miocárdica/patologia , Miocárdio/patologia , Recidiva , Suínos , Taquicardia Ventricular/fisiopatologia
2.
Artigo em Inglês | MEDLINE | ID: mdl-30418903

RESUMO

The Fast Marching method is widely employed in several fields of image processing. Some years ago a Multi-Stencil version (MSFM) was introduced to improve its accuracy by solving the equation for a set of stencils and choosing the best solution at each considered node. The following work proposes a modified numerical scheme for MSFM to take into account the variation of the local cost, which has proven to be second order. The influence of the stencil set choice on the algorithm outcome with respect to stencil orthogonality and axis swapping is also explored, where stencils are taken from neighborhoods of varying radius. The experimental results show that the proposed schemes improve the accuracy of their original counterparts, and that the use of permutation-invariant stencil sets provides robustness against shifted vector coordinates in the stencil set.

3.
Med Image Anal ; 47: 191-202, 2018 07.
Artigo em Inglês | MEDLINE | ID: mdl-29753999

RESUMO

Left ventricular rotational motion is a feature of normal and diseased cardiac function. However, classical torsion and twist measures rely on the definition of a rotational axis which may not exist. This paper reviews global and local rotation descriptors of myocardial motion and introduces new curl-based (vortical) features built from tensorial magnitudes, intended to provide better comprehension about fibrotic tissue characteristics mechanical properties. Fifty-six cardiomyopathy patients and twenty-two healthy volunteers have been studied using tagged magnetic resonance by means of harmonic phase analysis. Rotation descriptors are built, with no assumption about a regular geometrical model, from different approaches. The extracted vortical features have been tested by means of a sequential cardiomyopathy classification procedure; they have proven useful for the regional characterization of the left ventricular function by showing great separability not only between pathologic and healthy patients but also, and specifically, between heterogeneous phenotypes within cardiomyopathies.


Assuntos
Cardiomiopatia Hipertrófica/diagnóstico por imagem , Cardiomiopatia Hipertrófica/fisiopatologia , Interpretação de Imagem Assistida por Computador/métodos , Imagem Cinética por Ressonância Magnética , Adulto , Idoso , Idoso de 80 Anos ou mais , Algoritmos , Diagnóstico Diferencial , Ecocardiografia , Humanos , Pessoa de Meia-Idade , Estudos Retrospectivos , Rotação
4.
Conf Proc IEEE Eng Med Biol Soc ; 2006: 928-31, 2006.
Artigo em Inglês | MEDLINE | ID: mdl-17946010

RESUMO

A segmentation application prototype of the volume of the left ventricle for Magnetic Resonance Imaging is being developed. The foundation for this work is given by modeling possible radial deformations of the epicardium and endocardium contours by means of a Markov Random Field over which the most probable configuration is estimated. The field makes use of a Bayesian approach based on a priori terms which impose smoothness along the coupled contours and likelihood terms which gather information provided by the images about the areas where the contours are supposed to be. The parameters of the field are estimated on a supervised basis.


Assuntos
Algoritmos , Endocárdio/anatomia & histologia , Imageamento Tridimensional/métodos , Imageamento por Ressonância Magnética/métodos , Modelos Cardiovasculares , Reconhecimento Automatizado de Padrão/métodos , Pericárdio/anatomia & histologia , Inteligência Artificial , Simulação por Computador , Humanos , Aumento da Imagem/métodos , Interpretação de Imagem Assistida por Computador/métodos , Cadeias de Markov , Modelos Estatísticos , Reprodutibilidade dos Testes , Sensibilidade e Especificidade
5.
Med Image Anal ; 9(1): 1-23, 2005 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-15581809

RESUMO

In this paper, a novel method for the boundary detection of human kidneys from three dimensional (3D) ultrasound (US) is proposed. The inherent difficulty of interpretation of such images, even by a trained expert, makes the problem unsuitable for classical methods. The method here proposed finds the kidney contours in each slice. It is a probabilistic Bayesian method. The prior defines a Markov field of deformations and imposes the restriction of contour smoothness. The likelihood function imposes a probabilistic behavior to the data, conditioned to the contour position. This second function, which is also Markov, uses an empirical model of distribution of the echographical data and a function of the gradient of the data. The model finally includes, as a volumetric extension of the prior, a term that forces smoothness along the depth coordinate. The experiments that have been carried out on echographies from real patients validate the model here proposed. A sensitivity analysis of the model parameters has also been carried out.


Assuntos
Rim/anatomia & histologia , Imageamento por Ressonância Magnética/métodos , Teorema de Bayes , Humanos , Cadeias de Markov , Modelos Teóricos , Distribuição Aleatória , Sensibilidade e Especificidade
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