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
|
作者
Ji, Sooyeon [1 ]
Jeong, Jinhee [2 ]
Oh, Se-Hong [3 ]
Nam, Yoonho [3 ]
Choi, Seung Hong [4 ]
Shin, Hyeong-Geol [1 ]
Shin, Dongmyung [1 ]
Jung, Woojin [1 ,5 ]
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
[5] AIRS Med, Seoul 08788, South Korea
基金
新加坡国家研究基金会;
关键词
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.
引用
收藏
页码:3617 / 3626
页数:10
相关论文
共 50 条
  • [1] Improved contrast for myeloma focal lesions with T2-weighted Dixon images compared to T1-weighted images
    Danner, A.
    Brumpt, E.
    Alilet, M.
    Tio, G.
    Omoumi, P.
    Aubry, S.
    DIAGNOSTIC AND INTERVENTIONAL IMAGING, 2019, 100 (09) : 513 - 519
  • [2] RANDOM FOREST FLAIR RECONSTRUCTION FROM T1, T2, AND PD-WEIGHTED MRI
    Jog, Amod
    Carass, Aaron
    Pham, Dzung L.
    Prince, Jerry L.
    2014 IEEE 11TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI), 2014, : 1079 - 1082
  • [3] T1- and T2-weighted imaging at 8 tesla
    Kangarlu, A
    Abduljalil, AM
    Robitaille, PML
    JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1999, 23 (06) : 875 - 878
  • [4] Prediction of High-Grade Pediatric Meningiomas: Magnetic Resonance Imaging Features Based on T1-Weighted, T2-Weighted, and Contrast-Enhanced T1-Weighted Images
    Li, Hao
    Zhao, Meng
    Jiao, Yuming
    Ge, Peicong
    Li, Zhicen
    Ma, Ji
    Wang, Shuo
    Cao, Yong
    Zhao, Jizong
    WORLD NEUROSURGERY, 2016, 91 : 89 - 95
  • [5] T1-weighted and T2-weighted Subtraction MR Images for Glioma Visualization and Grading
    Goryawala, Mohammed
    Roy, Bhaswati
    Gupta, Rakesh K.
    Maudsley, Andrew A.
    JOURNAL OF NEUROIMAGING, 2021, 31 (01) : 124 - 131
  • [6] Are T2-weighted images more useful than T1-weighted contrast-enhanced images in assessment of postoperative sella and parasellar region?
    Bladowska, Joanna
    Biel, Anna
    Zimny, Anna
    Lubkowska, Katarzyna
    Bednarek-Tupikowska, Grazyna
    Sozanski, Tomasz
    Zaleska-Dorobisz, Urszula
    Sasiadek, Marek
    MEDICAL SCIENCE MONITOR, 2011, 17 (10): : MT83 - MT90
  • [7] Contrast Enrichment of Spinal Cord MR Imaging Using a Ratio of T1-Weighted and T2-Weighted Signals
    Teraguchi, Masatoshi
    Yamada, Hiroshi
    Yoshida, Munehito
    Nakayama, Yoshiaki
    Kondo, Tomoyoshi
    Ito, Hidefumi
    Terada, Masaki
    Kaneoke, Yoshiki
    JOURNAL OF MAGNETIC RESONANCE IMAGING, 2014, 40 (05) : 1199 - 1207
  • [8] Comparison of contrast-enhanced T1-weighted FLAIR with BLADE, and spin-echo T1-weighted sequences in intracranial MRI
    Alkan, Oezlem
    Kizilkilic, Osman
    Yildirim, Tuelin
    Alibek, Sedat
    DIAGNOSTIC AND INTERVENTIONAL RADIOLOGY, 2009, 15 (02): : 75 - 80
  • [9] Differentiation of Pelvic Osteosarcoma and Ewing Sarcoma Using Radiomic Analysis Based on T2-Weighted Images and Contrast-Enhanced T1-Weighted Images
    Dai, Yi
    Yin, Ping
    Mao, Ning
    Sun, Chao
    Wu, Jiangfen
    Cheng, Guanxun
    Hong, Nan
    BIOMED RESEARCH INTERNATIONAL, 2020, 2020
  • [10] Comparison of T2-weighted imaging, diffusion-weighted imaging and contrast-enhanced T1-weighted MR imaging for evaluating perianal fistulas
    Baik, Jiyeon
    Kim, Seung Ho
    Lee, Yedaun
    Yoon, Jung-Hee
    CLINICAL IMAGING, 2017, 44 : 16 - 21