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Real-time, single breath-hold, multi-slice, 2D cine radial MR image reconstruction using sc-GROG k-t ESPIRiT.
Aslam, Ibtisam; Crowe, Lindsey A; Kassai, Miklos; Qazi, Sohaib Ayaz; Omer, Hammad; Vallée, Jean-Paul.
Afiliação
  • Aslam I; Service of Radiology, Geneva University Hospitals and Faculty of Medicine, University of Geneva, Switzerland.
  • Crowe LA; Medical Image Processing Research Group (MIPRG), Dept. of Electrical & Computer Engineering, COMSATS University Islamabad, Pakistan.
  • Kassai M; Service of Radiology, Geneva University Hospitals and Faculty of Medicine, University of Geneva, Switzerland.
  • Qazi SA; Service of Radiology, Geneva University Hospitals and Faculty of Medicine, University of Geneva, Switzerland.
  • Omer H; Service of Radiology, Geneva University Hospitals and Faculty of Medicine, University of Geneva, Switzerland.
  • Vallée JP; Medical Image Processing Research Group (MIPRG), Dept. of Electrical & Computer Engineering, COMSATS University Islamabad, Pakistan.
Biomed Phys Eng Express ; 8(6)2022 Nov 11.
Article em En | MEDLINE | ID: mdl-36322961
ABSTRACT

Background:

Multi-slice, multiple breath-hold ECG-gated 2D cine MRI is a standard technique for evaluating heart function and restricted to one or two images per breath-hold. Therefore, the standard cine MRI requires long scan time and can result in slice-misalignments because of various breath-hold locations in the multiple acquisitions.

Methods:

This work proposes the sc-GROG based k-t ESPIRiT with Total Variation (TV) constraint (sc-GROG k-t ESPIRiT) to reconstruct unaliased cardiac real-time cine MR images from highly accelerated whole heart multi-slice, single breath-hold, real-time 2D cine radial data acquired using the balanced steady-state free precession (trueFISP) sequence in 8 patients. The proposed method quality is assessed via Artifact Power (AP), Root-Mean Square Error (RMSE), Structure Similarity Index (SSIM), Peak Signal-to-Noise Ratio (PSNR), blood-pool to myocardial Contrast-to-Noise-Ratio (CNR), Signal-to-Noise-Ratio (SNR) and spatial-temporal intensity plots through the blood-myocardium boundary. The proposed method quantitative results are compared with the NUFFT based k-t ESPIRiT with Total Variation (TV) constraint (NUFFT k-t ESPIRiT) approach. Furthermore, clinical analysis and function quantification are assessed by Bland-Altman (BA) analyses.

Results:

As supported by the visual assessment and evaluation parameters, the reconstruction results of the sc-GROG k-t ESPIRiT approach provide an average 21%, 12%, 1% and 47% improvement in AP, RMSE, SSIM and PSNR, respectively in comparison to the NUFFT k-t ESPIRiT approach. Furthermore, the proposed method gives on average 45% and 58% improved blood-pool to myocardial CNR and SNR than the NUFFT k-t ESPIRiT approach. Also, from the BA plot, the proposed method gives better left ventricular and right ventricular function measurements as compared to the NUFFT k-t ESPIRiT scheme.

Conclusions:

The sc-GROG k-t ESPIRiT (Proposed Method) improves the spatio-temporal quality of the whole heart multi-slice, single breath-hold, real-time 2D cine radial MR and semi-automated analysis using standard clinical software, as compared to the NUFFT k-t ESPIRiT approach.
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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Imagem Cinética por Ressonância Magnética / Suspensão da Respiração Limite: Humans Idioma: En Revista: Biomed Phys Eng Express Ano de publicação: 2022 Tipo de documento: Article País de afiliação: Suíça

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Imagem Cinética por Ressonância Magnética / Suspensão da Respiração Limite: Humans Idioma: En Revista: Biomed Phys Eng Express Ano de publicação: 2022 Tipo de documento: Article País de afiliação: Suíça