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1.
IEEE J Biomed Health Inform ; 21(5): 1315-1326, 2017 09.
Artigo em Inglês | MEDLINE | ID: mdl-28880152

RESUMO

Cardiac magnetic resonance perfusion examinations enable noninvasive quantification of myocardial blood flow. However, motion between frames due to breathing must be corrected for quantitative analysis. Although several methods have been proposed, there is a lack of widely available benchmarks to compare different algorithms. We sought to compare many algorithms from several groups in an open benchmark challenge. Nine clinical studies from two different centers comprising normal and diseased myocardium at both rest and stress were made available for this study. The primary validation measure was regional myocardial blood flow based on the transfer coefficient (Ktrans), which was computed using a compartment model and the myocardial perfusion reserve (MPR) index. The ground truth was calculated using contours drawn manually on all frames by a single observer, and visually inspected by a second observer. Six groups participated and 19 different motion correction algorithms were compared. Each method used one of three different motion models: rigid, global affine, or local deformation. The similarity metric also varied with methods employing either sum-of-squared differences, mutual information, or cross correlation. There were no significant differences in Ktrans or MPR compared across different motion models or similarity metrics. Compared with the ground truth, only Ktrans for the sum-of-squared differences metric, and for local deformation motion models, had significant bias. In conclusion, the open benchmark enabled evaluation of clinical perfusion indices over a wide range of methods. In particular, there was no benefit of nonrigid registration techniques over the other methods evaluated in this study. The benchmark data and results are available from the Cardiac Atlas Project ( www.cardiacatlas.org).


Assuntos
Técnicas de Imagem Cardíaca , Coração/diagnóstico por imagem , Processamento de Imagem Assistida por Computador , Angiografia por Ressonância Magnética , Movimento/fisiologia , Algoritmos , Benchmarking , Técnicas de Imagem Cardíaca/métodos , Técnicas de Imagem Cardíaca/normas , Humanos , Processamento de Imagem Assistida por Computador/métodos , Processamento de Imagem Assistida por Computador/normas , Angiografia por Ressonância Magnética/métodos , Angiografia por Ressonância Magnética/normas
2.
Int J Cardiovasc Imaging ; 31(1): 83-94, 2015 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-25204261

RESUMO

We introduce a fast protocol for ultra-short echo time (UTE) Cine magnetic resonance imaging (MRI) of the beating murine heart. The sequence involves a self-gated UTE with golden-angle radial acquisition and compressed sensing reconstruction. The self-gated acquisition is performed asynchronously with the heartbeat, resulting in a randomly undersampled kt-space that facilitates compressed sensing reconstruction. The sequence was tested in 4 healthy rats and 4 rats with chronic myocardial infarction, approximately 2 months after surgery. As a control, a non-accelerated self-gated multi-slice FLASH sequence with an echo time (TE) of 2.76 ms, 4.5 signal averages, a matrix of 192 × 192, and an acquisition time of 2 min 34 s per slice was used to obtain Cine MRI with 15 frames per heartbeat. Non-accelerated UTE MRI was performed with TE = 0.29 ms, a reconstruction matrix of 192 × 192, and an acquisition time of 3 min 47 s per slice for 3.5 averages. Accelerated imaging with 2×, 4× and 5× undersampled kt-space data was performed with 1 min, 30 and 15 s acquisitions, respectively. UTE Cine images up to 5× undersampled kt-space data could be successfully reconstructed using a compressed sensing algorithm. In contrast to the FLASH Cine images, flow artifacts in the UTE images were nearly absent due to the short echo time, simplifying segmentation of the left ventricular (LV) lumen. LV functional parameters derived from the control and the accelerated Cine movies were statistically identical.


Assuntos
Técnicas de Imagem de Sincronização Cardíaca , Imagem Cinética por Ressonância Magnética/métodos , Infarto do Miocárdio/diagnóstico , Função Ventricular Esquerda , Animais , Artefatos , Doença Crônica , Modelos Animais de Doenças , Frequência Cardíaca , Interpretação de Imagem Assistida por Computador , Masculino , Infarto do Miocárdio/fisiopatologia , Valor Preditivo dos Testes , Ratos , Ratos Endogâmicos Lew , Reprodutibilidade dos Testes , Fatores de Tempo
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