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1.
Sci Rep ; 11(1): 18722, 2021 09 28.
Artículo en Inglés | MEDLINE | ID: mdl-34580343

RESUMEN

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.


Asunto(s)
Cardiomiopatías/diagnóstico por imagen , Cicatriz/patología , Taquicardia Ventricular/diagnóstico por imagen , Anciano , Animales , Arritmias Cardíacas/patología , Cardiomiopatías/metabolismo , Cicatriz/diagnóstico por imagen , Biología Computacional/métodos , Medios de Contraste , Femenino , Gadolinio/farmacología , Ventrículos Cardíacos/fisiopatología , Humanos , Procesamiento de Imagen Asistido por Computador/métodos , Imagenología Tridimensional/métodos , Imagen por Resonancia Magnética/métodos , Masculino , Persona de Mediana Edad , Infarto del Miocardio/diagnóstico por imagen , Infarto del Miocardio/fisiopatología , Isquemia Miocárdica/patología , Miocardio/patología , Recurrencia , Porcinos , Taquicardia Ventricular/fisiopatología
2.
Magn Reson Imaging ; 53: 123-133, 2018 11.
Artículo en Inglés | MEDLINE | ID: mdl-30036654

RESUMEN

PURPOSE: In this work, we have proposed a methodology for the estimation of the apparent diffusion coefficient in the body from multiple breath hold diffusion weighted images, which is robust to two preeminent confounding factors: noise and motion during acquisition. METHODS: We have extended a method for the joint groupwise multimodal registration and apparent diffusion coefficient estimation, previously proposed by the authors, in order to correct the bias that arises from the non-Gaussianity of the data and the registration procedure. RESULTS: Results show that the proposed methodology provides a statistically significant improvement both in robustness for displacement fields calculation and in terms of accuracy for the apparent diffusion coefficient estimation as compared with traditional sequential approaches. Reproducibility has also been measured on real data in terms of the distribution of apparent diffusion coefficient differences obtained from different b-values subsets. CONCLUSIONS: Our proposal has shown to be able to effectively correct the estimation bias by introducing additional computationally light procedures to the original method, thus providing robust apparent diffusion coefficient maps in the liver and allowing an accurate and reproducible analysis of the tissue.


Asunto(s)
Contencion de la Respiración , Imagen de Difusión por Resonancia Magnética , Procesamiento de Imagen Asistido por Computador/métodos , Algoritmos , Humanos , Hígado , Movimiento , Distribución Normal , Reproducibilidad de los Resultados , Relación Señal-Ruido , Distribución Tisular
3.
Med Image Anal ; 47: 191-202, 2018 07.
Artículo en Inglés | MEDLINE | ID: mdl-29753999

RESUMEN

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.


Asunto(s)
Cardiomiopatía Hipertrófica/diagnóstico por imagen , Cardiomiopatía Hipertrófica/fisiopatología , Interpretación de Imagen Asistida por Computador/métodos , Imagen por Resonancia Cinemagnética , Adulto , Anciano , Anciano de 80 o más Años , Algoritmos , Diagnóstico Diferencial , Ecocardiografía , Humanos , Persona de Mediana Edad , Estudios Retrospectivos , Rotación
4.
Magn Reson Imaging ; 46: 1-9, 2018 02.
Artículo en Inglés | MEDLINE | ID: mdl-29038047

RESUMEN

PURPOSE: The purpose of this work is to develop a groupwise elastic multimodal registration algorithm for robust ADC estimation in the liver on multiple breath hold diffusion weighted images. METHODS: We introduce a joint formulation to simultaneously solve both the registration and the estimation problems. In order to avoid non-reliable transformations and undesirable noise amplification, we have included appropriate smoothness constraints for both problems. Our metric incorporates the ADC estimation residuals, which are inversely weighted according to the signal content in each diffusion weighted image. RESULTS: Results show that the joint formulation provides a statistically significant improvement in the accuracy of the ADC estimates. Reproducibility has also been measured on real data in terms of the distribution of ADC differences obtained from different b-values subsets. CONCLUSIONS: The proposed algorithm is able to effectively deal with both the presence of motion and the geometric distortions, increasing accuracy and reproducibility in diffusion parameters estimation.


Asunto(s)
Contencion de la Respiración , Imagen de Difusión por Resonancia Magnética , Interpretación de Imagen Asistida por Computador , Hígado/diagnóstico por imagen , Adulto , Algoritmos , Área Bajo la Curva , Femenino , Humanos , Procesamiento de Imagen Asistido por Computador , Masculino , Persona de Mediana Edad , Modelos Estadísticos , Movimiento (Física) , Distribución Normal , Probabilidad , Reproducibilidad de los Resultados , Sensibilidad y Especificidad , Relación Señal-Ruido
5.
Med Image Anal ; 29: 1-11, 2016 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-26745763

RESUMEN

The purpose of this paper is to develop a method for direct estimation of the cardiac strain tensor by extending the harmonic phase reconstruction on tagged magnetic resonance images to obtain more precise and robust measurements. The extension relies on the reconstruction of the local phase of the image by means of the windowed Fourier transform and the acquisition of an overdetermined set of stripe orientations in order to avoid the phase interferences from structures outside the myocardium and the instabilities arising from the application of a gradient operator. Results have shown that increasing the number of acquired orientations provides a significant improvement in the reproducibility of the strain measurements and that the acquisition of an extended set of orientations also improves the reproducibility when compared with acquiring repeated samples from a smaller set of orientations. Additionally, biases in local phase estimation when using the original harmonic phase formulation are greatly diminished by the one here proposed. The ideas here presented allow the design of new methods for motion sensitive magnetic resonance imaging, which could simultaneously improve the resolution, robustness and accuracy of motion estimates.


Asunto(s)
Algoritmos , Diagnóstico por Imagen de Elasticidad/métodos , Corazón/anatomía & histología , Corazón/fisiología , Interpretación de Imagen Asistida por Computador/métodos , Técnica de Sustracción , Módulo de Elasticidad/fisiología , Humanos , Aumento de la Imagen/métodos , Reproducibilidad de los Resultados , Sensibilidad y Especificidad , Procesamiento de Señales Asistido por Computador , Estrés Mecánico
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