Preliminary study of cine-MRI compression in MR-guided radiotherapy

被引：0
|
作者：
Shang, Jiawen [1 ]
Huang, Peng [1 ]
Zhang, Ke [1 ]
Hu, Zhihui [1 ]
Yan, Hui [1 ]
机构：
[1] Chinese Acad Med Sci & Peking Union Med Coll, Canc Hosp, Natl Clin Res Ctr Canc, Dept Radiat Oncol,Natl Canc Ctr, Beijing 100021, Peoples R China
来源：
QUANTITATIVE IMAGING IN MEDICINE AND SURGERY | 2023年 / 13卷 / 12期
基金：
中国国家自然科学基金;
关键词：
Cine-magnetic resonance imaging (cine-MRI); magnetic resonance-guided radiotherapy (MR-guided radiotherapy); data storage; compression; video encoder; IMAGE COMPRESSION; RADIATION-THERAPY; EXPERIENCE;
D O I：
10.21037/qims-23-690
中图分类号：
R8 [特种医学]; R445 [影像诊断学];
学科分类号：
1002 ; 100207 ; 1009 ;
摘要：
Background: Cine-magnetic resonance imaging (MRI) is currently used in real-time tumor tracking during magnetic resonance (MR)-guided radiotherapy. As a type of MRI specified for motion tracking, a few minutes' acquisition results in thousands of 2-dimensional (2D) images. For MR-guided radiotherapy consisting of multiple treatment fractions, the large number of cine-MRI images would be disproportionate to the tight clinical data storage available. To alleviate this issue, the feasibility of compression of cine-MRI via video encoders was investigated in this study. Methods: The cine-MRI images were first sorted into 3 sequences according to their plane orientations. Then, each sequence was reordered according to their acquisition times [time-based (TB)] or content similarities [similarity-based (SB)]. As a result, 3 sequences were obtained for 3 plan orientations. Next, the obtained sequences were processed by a video encoder and the corresponding 3 video files were achieved. We employed 3 popular video encoders: Motion JPEG (M-JPEG), Advanced Video Coding (AVC), and High Efficiency Video Coding (HEVC). The performances of the sequence reordering methods and video encoders were evaluated based on a total of 150 image sets. Results: The mean correlation quantities for SB sequences were higher than those for TB sequences by 3% (sagittal), 2% (coronal), and 1% (transverse), respectively. The average compression ratio (CR) yielded by the SB sequences was higher than that achieved by the TB sequences. Comparing with M-JPEG, the CRs obtained by AVC and HEVC were increased by 58% and 62% (sagittal), 16% and 23% (coronal), and 48% and 56% (transverse), respectively. Among the 3 video encoders, the highest CRs and restoration accuracy were achieved by HEVC. Conclusions: HEVC with inter-frame coding is more effective in reducing the redundant information in consecutive images. It is feasible to implement the video encoder for high-performance cine-MRI compression.
引用
收藏
页码：8009 / +
页数：12
相关论文
共 50 条
  • [41] The impact of rectal spacers in MR-guided adaptive radiotherapy
    Batumalai, Vikneswary
    Crawford, David
    Picton, Maddison
    Tran, Charles
    Jelen, Urszula
    Carr, Madeline
    Jameson, Michael
    de Leon, Jeremy
    CLINICAL AND TRANSLATIONAL RADIATION ONCOLOGY, 2024, 49
  • [42] Real-time 3D MRI reconstruction from cine-MRI using unsupervised network in MRI-guided radiotherapy for liver cancer
    Wei, Ran
    Chen, Jiayun
    Liang, Bin
    Chen, Xinyuan
    Men, Kuo
    Dai, Jianrong
    MEDICAL PHYSICS, 2023, 50 (06) : 3584 - 3596
  • [43] A Feasibility Study to Standardize Prostate Planning Using An MR-Guided Radiotherapy Platform
    Zatwarnicki, C.
    Zawisza, I.
    Zhang, H.
    Kota, C.
    MEDICAL PHYSICS, 2020, 47 (06) : E681 - E681
  • [44] MR-guided stereotactic radiotherapy for pancreatic cancer: Results of a prospective registry study
    Shouman, M.
    Gaasch, A.
    Boyaci, S.
    Rottler, M. C.
    Fuchs, F.
    Eze, C.
    Marschner, S.
    Westphalen, C. B.
    Andrade, D.
    Beyer, G.
    Niyazi, M.
    Belka, C.
    Corradini, S. D.
    Rogowski, P.
    ANNALS OF ONCOLOGY, 2024, 35 : S145 - S145
  • [45] MR-Guided Stereotactic Radiotherapy for Advanced Pancreatic Cancer: Prospective Registry Study
    Shouman, Mohemed
    Gaasch, Aurelie
    Boyaci, Sandra
    Fuchs, Frederik
    Rottler, Maya
    Walter, Franziska
    Marschner, Sebastian
    Eze, Chukwuka
    Niyazi, Maximilian
    Belka, Claus
    Corradini, Stefanie
    Rogowski, Paul
    RADIOTHERAPY AND ONCOLOGY, 2024, 194 : S2198 - S2201
  • [46] Determining intra-fraction motion in breast radiotherapy using supine cine-MRI
    Van Heijst, T. C. F.
    Philippens, M. E. P.
    Den Hartogh, M. D.
    Lagendijk, J. J. W.
    Van den Bongard, H. J. G. D.
    Van Asselen, B.
    RADIOTHERAPY AND ONCOLOGY, 2015, 115 : S479 - S480
  • [47] A pilot study of MRI radiomics for high-risk prostate cancer stratification in 1.5 T MR-guided radiotherapy
    Zhou, Yihang
    Yuan, Jing
    Xue, Cindy
    Poon, Darren M. C.
    Yang, Bin
    Yu, Siu Ki
    Cheung, Kin Yin
    MAGNETIC RESONANCE IN MEDICINE, 2023, 89 (05) : 2088 - 2099
  • [48] A pilot study of highly accelerated 3D MRI in the head and neck position verification for MR-guided radiotherapy
    Zhou, Yihang
    Wong, Oi Lei
    Cheung, Kin Lin
    Yu, Siu Ki
    Yuan, Jing
    QUANTITATIVE IMAGING IN MEDICINE AND SURGERY, 2019, 9 (07) : 1255 - 1269
  • [49] Respiratory Motion Management Using Compression Belt for MR-Guided Stereotactic Body Radiotherapy of Kidney Cancer
    Zhao, Y.
    Yang, J.
    Perles, L. A.
    Reiazi, R.
    Chen, X.
    Prajapati, S.
    Subashi, E.
    Mohammedsaid, M.
    Yu, Z. H.
    Brock, K. K.
    Wang, J.
    Mohamad, O.
    Hassanzadeh, C.
    Choi, S.
    Mok, H.
    Tang, C.
    Ding, Y.
    MEDICAL PHYSICS, 2024, 51 (10) : 7908 - 7908
  • [50] MRI Sequence Optimization for Cardiac Chamber Segmentation in MR-Guided Online Adaptive Radiotherapy for Lung Cancer
    Chen, X.
    Weng, J. K.
    Mohammedsaid, M.
    Zhao, Y.
    Zhang, X.
    Niedzielski, J. S.
    Court, L. E.
    Liao, Z.
    Wang, J.
    Subashi, E. D.
    Lee, P.
    Yang, J.
    Ding, Y.
    MEDICAL PHYSICS, 2024, 51 (09) : 6606 - 6607
12345