Automated Image Registration and Perfusion Sorting Algorithms for PREFUL MRI

被引:0
|
作者
Taran, Timofei V. [1 ]
Pavlova, Olga S. [1 ,2 ]
Gulyaev, Mikhail V. [2 ]
Dmitriev, Dmitry S. [3 ]
Pistrak, Aleksandr G. [3 ]
Ryabikov, Kirill N. [3 ]
Tarasov, Viktor P. [3 ,4 ]
Pirogov, Yury A. [1 ]
机构
[1] Lomonosov Moscow State Univ, Fac Phys, Moscow 119991, Russia
[2] Lomonosov Moscow State Univ, Fac Med, Moscow 119991, Russia
[3] SP HELPIC LTD, Moscow 117485, Russia
[4] Russian Acad Sci, Fed Res Ctr Problems Chem Phys & Med Chem, Chernogolovka 142432, Moscow, Russia
基金
俄罗斯科学基金会;
关键词
D O I
10.1007/s00723-024-01684-6
中图分类号
O64 [物理化学(理论化学)、化学物理学]; O56 [分子物理学、原子物理学];
学科分类号
070203 ; 070304 ; 081704 ; 1406 ;
摘要
Respiratory diseases are the leading cause of death and disabilities worldwide. Current clinical approaches are based on computed tomography and positron emission tomography which use harmful ionizing radiation and cannot be used often. Because of that, proton MRI is a promising tool for functional lung assessment. PREFUL MRI method was shown to yield promising results for future clinical use, however, no standard imaging protocols or computer programs which do not require human supervision exist. Therefore, the purpose of this study was to make a step toward automating and improving robustness of the PREFUL method. Several algorithms were designed including phase sorting for respiratory and heart cycles, image registration and lung segmentation. Ten healthy volunteers underwent PREFUL MRI study and maps of fractional ventilation (FV) and perfusion (Qquant) were calculated. The maps showed no sign of any pathology and among all healthy volunteers the mean values of FV and Qquant were 0.21 +/- 0.08 and 460 +/- 140 ml/min/100 ml, respectively. The obtained results are well agreed with known research data. Thus, our designed automated algorithms for PREFUL MRI can be implemented for assessing ventilation and perfusion of the lung.
引用
收藏
页码:741 / 752
页数:12
相关论文
共 50 条
  • [31] Automated Image Registration (AIR) of MTI imagery
    Pope, P
    Theiler, J
    ALGORITHMS AND TECHNOLOGIES FOR MULTISPECTRAL, HYPERSPECTRAL AND ULTRASPECTRAL IMAGERY IX, 2003, 5093 : 294 - 305
  • [32] Effect of automated image registration on radiologist interpretation
    Erickson, Bradley J.
    Mandrekar, Jayawant
    Wang, Liqin
    Patriarche, Julia W.
    Bartholmai, Brian J.
    Wood, Christropher P.
    Lindell, E. Paul
    Sykes, Anne-Marie
    Harms, Gordon F.
    Lindell, Rebecca M.
    Andirole, Katherine
    JOURNAL OF DIGITAL IMAGING, 2007, 20 (02) : 105 - 113
  • [33] Automated image registration for FDOPA PET studies
    Lin, KP
    Huang, SC
    Yu, DC
    Melega, W
    Barrio, JR
    Phelps, ME
    PHYSICS IN MEDICINE AND BIOLOGY, 1996, 41 (12): : 2775 - 2788
  • [34] Automated vector-to-raster image registration
    Kovalerchuk, Bons
    Doucette, Peter
    Seedahmed, Gamal
    Brigantic, Robert
    Kovalerchuk, Michael
    Graff, Brian
    ALGORITHMS AND TECHNOLOGIES FOR MULTISPECTRAL, HYPERSPECTRAL, AND ULTRASPECTRAL IMAGERY XIV, 2008, 6966
  • [35] AUTOMATED IMAGE REGISTRATION FOR DIGITAL SUBTRACTION ANGIOGRAPHY
    POTEL, MJ
    GUSTAFSON, DE
    MEDICAL PHYSICS, 1983, 10 (01) : 129 - 129
  • [36] Accelerator of the global automated image registration algorithm
    Li, Baofeng
    Tian, Baohua
    Zhang, Xiaoming
    Zheng, Mingling
    Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics, 2012, 24 (10): : 1363 - 1368
  • [37] Effect of Automated Image Registration on Radiologist Interpretation
    Bradley J. Erickson
    Jayawant Mandrekar
    Liqin Wang
    Julia W. Patriarche
    Brian J. Bartholmai
    Christropher P. Wood
    E. Paul Lindell
    Anne-Marie Sykes
    Gordon F. Harms
    Rebecca M. Lindell
    Katherine Andirole
    Journal of Digital Imaging, 2007, 20 : 105 - 113
  • [38] An Image Registration Approach using Genetic Algorithms
    Valsecchi, Andrea
    Damas, Sergio
    Santamaria, Jose
    2012 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2012,
  • [39] Software for image registration: Algorithms, accuracy, efficacy
    Hutton, BF
    Braun, M
    SEMINARS IN NUCLEAR MEDICINE, 2003, 33 (03) : 180 - 192
  • [40] Algorithms for radiological image registration and their clinical application
    Hawkes, DJ
    JOURNAL OF ANATOMY, 1998, 193 : 347 - 361