Quad-Contrast Imaging: Simultaneous Acquisition of Four Contrast-Weighted Images (PD-Weighted, T2-Weighted, PD-FLAIR and T2-FLAIR Images) With Synthetic T1-Weighted Image, T1- and T2-Maps
被引:4
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作者:
Ji, Sooyeon
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机构:
Seoul Natl Univ, Dept Elect & Comp Engn, Seoul 08826, South KoreaSeoul Natl Univ, Dept Elect & Comp Engn, Seoul 08826, South Korea
Ji, Sooyeon
[1
]
Jeong, Jinhee
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机构:
Samsung Res, Seoul 06765, South KoreaSeoul Natl Univ, Dept Elect & Comp Engn, Seoul 08826, South Korea
Jeong, Jinhee
[2
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Oh, Se-Hong
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机构:
Hankuk Univ Foreign Studies, Dept Biomed Engn, Yongin 17035, South KoreaSeoul Natl Univ, Dept Elect & Comp Engn, Seoul 08826, South Korea
Oh, Se-Hong
[3
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Nam, Yoonho
[3
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Choi, Seung Hong
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机构:
Seoul Natl Univ Hosp, Dept Radiol, Seoul 03080, South KoreaSeoul Natl Univ, Dept Elect & Comp Engn, Seoul 08826, South Korea
Choi, Seung Hong
[4
]
Shin, Hyeong-Geol
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Seoul Natl Univ, Dept Elect & Comp Engn, Seoul 08826, South KoreaSeoul Natl Univ, Dept Elect & Comp Engn, Seoul 08826, South Korea
Shin, Hyeong-Geol
[1
]
Shin, Dongmyung
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机构:
Seoul Natl Univ, Dept Elect & Comp Engn, Seoul 08826, South KoreaSeoul Natl Univ, Dept Elect & Comp Engn, Seoul 08826, South Korea
Shin, Dongmyung
[1
]
Jung, Woojin
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Seoul Natl Univ, Dept Elect & Comp Engn, Seoul 08826, South Korea
AIRS Med, Seoul 08788, South KoreaSeoul Natl Univ, Dept Elect & Comp Engn, Seoul 08826, South Korea
Jung, Woojin
[1
,5
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Lee, Jongho
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机构:
Seoul Natl Univ, Dept Elect & Comp Engn, Seoul 08826, South KoreaSeoul Natl Univ, Dept Elect & Comp Engn, Seoul 08826, South Korea
Lee, Jongho
[1
]
机构:
[1] Seoul Natl Univ, Dept Elect & Comp Engn, Seoul 08826, South Korea
[2] Samsung Res, Seoul 06765, South Korea
[3] Hankuk Univ Foreign Studies, Dept Biomed Engn, Yongin 17035, South Korea
[4] Seoul Natl Univ Hosp, Dept Radiol, Seoul 03080, South Korea
Imaging;
Image reconstruction;
Magnetic resonance imaging;
Radio frequency;
Timing;
Specific absorption rate;
Encoding;
fast imaging;
deep learning;
multi-contrast imaging;
CONVOLUTIONAL NEURAL-NETWORKS;
MRI;
BRAIN;
RECONSTRUCTION;
SEGMENTATION;
D O I:
10.1109/TMI.2021.3093617
中图分类号:
TP39 [计算机的应用];
学科分类号:
081203 ;
0835 ;
摘要:
Magnetic resonance imaging (MRI) can provide multiple contrast-weighted images using different pulse sequences and protocols. However, a long acquisition time of the images is a major challenge. To address this limitation, a new pulse sequence referred to as quad-contrast imaging is presented. The quad-contrast sequence enables the simultaneous acquisition of four contrast-weighted images (proton density (PD)-weighted, T-2-weighted, PD-fluid attenuated inversion recovery (FLAIR), and T-2-FLAIR), and the synthesis of T-1-weighted images and T-1- and T-2-maps in a single scan. The scan time is less than 6 min and is further reduced to 2 min 50 s using a deep learning-based parallel imaging reconstruction. The natively acquired quad contrasts demonstrate high quality images, comparable to those from the conventional scans. The deep learning-based reconstruction successfully reconstructed highly accelerated data (acceleration factor 6), reporting smaller normalized root mean squared errors (NRMSEs) and higher structural similarities (SSIMs) than those from conventional generalized autocalibrating partially parallel acquisitions (GRAPPA)-reconstruction (mean NRMSE of 4.36% vs. 10.54% and mean SSIM of 0.990 vs. 0.953). In particular, the FLAIR contrast is natively acquired and does not suffer from lesion-like artifacts at the boundary of tissue and cerebrospinal fluid, differentiating the proposed method from synthetic imaging methods. The quad-contrast imaging method may have the potentials to be used in a clinical routine as a rapid diagnostic tool.
机构:
Univ Ljubljana, Inst Physiol, Fac Med, Ljubljana, Slovenia
Kranj Community Hlth Ctr, Gorenjska Basic Healthcare, Kranj, SloveniaUniv Ljubljana, Inst Physiol, Fac Med, Ljubljana, Slovenia
Velej, Vida
Cankar, Ksenija
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Univ Ljubljana, Inst Physiol, Fac Med, Ljubljana, Slovenia
Univ Ljubljana, Inst Physiol, Fac Med, Zaloska Cesta 4, SL-1000 Ljubljana, SloveniaUniv Ljubljana, Inst Physiol, Fac Med, Ljubljana, Slovenia
Cankar, Ksenija
Vidmar, Jernej
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机构:
Univ Ljubljana, Inst Physiol, Fac Med, Ljubljana, Slovenia
Univ Med Ctr, Inst Radiol, Ljubljana, SloveniaUniv Ljubljana, Inst Physiol, Fac Med, Ljubljana, Slovenia
机构:Capital Med Univ, Beijing Tiantan Hosp, Dept Neurosurg, Beijing, Peoples R China
Li, Hao
Zhao, Meng
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机构:Capital Med Univ, Beijing Tiantan Hosp, Dept Neurosurg, Beijing, Peoples R China
Zhao, Meng
Jiao, Yuming
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机构:Capital Med Univ, Beijing Tiantan Hosp, Dept Neurosurg, Beijing, Peoples R China
Jiao, Yuming
Ge, Peicong
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机构:Capital Med Univ, Beijing Tiantan Hosp, Dept Neurosurg, Beijing, Peoples R China
Ge, Peicong
Li, Zhicen
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机构:Capital Med Univ, Beijing Tiantan Hosp, Dept Neurosurg, Beijing, Peoples R China
Li, Zhicen
Ma, Ji
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机构:Capital Med Univ, Beijing Tiantan Hosp, Dept Neurosurg, Beijing, Peoples R China
Ma, Ji
Wang, Shuo
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机构:Capital Med Univ, Beijing Tiantan Hosp, Dept Neurosurg, Beijing, Peoples R China
Wang, Shuo
Cao, Yong
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机构:
Capital Med Univ, Beijing Tiantan Hosp, Dept Neurosurg, Beijing, Peoples R ChinaCapital Med Univ, Beijing Tiantan Hosp, Dept Neurosurg, Beijing, Peoples R China
Cao, Yong
Zhao, Jizong
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机构:
Capital Med Univ, Beijing Tiantan Hosp, Dept Neurosurg, Beijing, Peoples R ChinaCapital Med Univ, Beijing Tiantan Hosp, Dept Neurosurg, Beijing, Peoples R China