Reducing 4D CT imaging artifacts at the source: first experimental results from the respiratory adaptive computed tomography (REACT) system

被引:7
|
作者
Morton, Natasha [1 ]
Sykes, Jonathan [2 ,3 ]
Barber, Jeffrey [2 ,3 ]
Hofmann, Christian [4 ]
Keall, Paul [1 ]
O'Brien, Ricky [1 ]
机构
[1] Univ Sydney, Fac Med & Hlth, ACRF Image X Inst, Sydney, NSW, Australia
[2] Blacktown Hosp, Blacktown Canc & Haematol Ctr, Sydney West Canc Network, Blacktown, NSW, Australia
[3] Univ Sydney, Sch Phys, Inst Med Phys, Sydney, NSW, Australia
[4] Siemens AG, Imaging & Radiotherapy, Forchheim, Germany
来源
PHYSICS IN MEDICINE AND BIOLOGY | 2020年 / 65卷 / 07期
基金
澳大利亚国家健康与医学研究理事会;
关键词
prospective gating; motion artifacts; 4D CT; RADIATION-THERAPY; MOTION; ACQUISITION; REDUCTION; IMPACT; RADIOTHERAPY; DATASET; IMAGES; 4D-CT;
D O I
10.1088/1361-6560/ab7abe
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Breathing variations during 4D CT imaging often manifest as geometric irregularities known as respiratory-induced image artifacts and ultimately effect radiotherapy treatment efficacy. To reduce such image artifacts we developed Respiratory Adaptive Computed Tomography (REACT) to trigger CT acquisition during periods of regular breathing. For the first time, we integrate REACT with clinical hardware and hypothesize that REACT will reduce respiratory-induced image artifacts >= 4 mm compared to conventional 4D CT. 4D image sets were acquired using REACT and conventional 4D CT on a Siemens Somatom scanner. Scans were taken for 13 respiratory traces (12 patients) that were reproduced on a lung-motion phantom. Motion was observed by the Varian RPM system and sent to the REACT software where breathing irregularity was evaluated in real-time and used to trigger the imaging beam. REACT and conventional 4D CT images were compared to a ground truth static-phantom image and compared for absolute geometric differences within the region-of-interest. Breathing irregularity during imaging was retrospectively assessed using the root-mean-square error of the RPM measured respiratory signal during beam on (RMSE_Beam_on) for each phase of the respiratory cycle. REACT significantly reduced the average frequency of respiratory-induced image artifacts >= 4 mm by 70% for the tumor (p = 0.003) and 76% for the lung (p = 0.0002) compared to conventional 4D CT. Volume reductions of 10% to 6% of the tumor and 2% to 1% of the lung compared to conventional 4D CT were seen. Breathing irregularity during imaging (RMSE_Beam_on) was significantly reduced by 27% (p = 0.013) using the REACT method. For the first time, REACT was successfully integrated with clinical hardware. Our findings support the hypothesis that REACT significantly reduced respiratory-induced image artifacts compared to conventional 4D CT. These experimental results provide compelling evidence for further REACT investigation, potentially providing clearer images for clinical use.
引用
收藏
页数:12
相关论文
共 23 条
  • [1] Respiratory Adaptive Computed Tomography (REACT) Reduces 4DCT Imaging Artifacts Through Prospective Gating: First Experimental Results
    Morton, N.
    Sykes, J.
    Barber, J.
    Hofmann, C.
    Keall, P.
    O'Brien, R.
    MEDICAL PHYSICS, 2019, 46 (06) : E505 - E505
  • [2] Respiratory Adaptive Computed Tomography (REACT) Helical Imaging for Reducing Artifacts in 4DCT Scans
    Mathias, E.
    O'Brien, R.
    MEDICAL PHYSICS, 2022, 49 (06) : E490 - E491
  • [3] System requirements to improve adaptive 4-dimensional computed tomography (4D CT) imaging
    Morton, Natasha
    O'Brien, Ricky
    Keall, Paul
    Reynolds, Tess
    BIOMEDICAL PHYSICS & ENGINEERING EXPRESS, 2022, 8 (06):
  • [4] System requirements to improve adaptive 4-dimensional computed tomography (4D CT) imaging
    Morton, Natasha
    O’Brien, Ricky
    Keall, Paul
    Reynolds, Tess
    Biomedical Physics and Engineering Express, 2022, 8 (06):
  • [5] Respiratory Adaptive Computed Tomography (REACT) to Reduce Artifacts in Helical 4DCT Scans
    Mathias, E.
    Morton, N.
    O'Brien, R.
    MEDICAL PHYSICS, 2021, 48 (06)
  • [6] Modeling respiratory motion for reducing motion artifacts in 4D CT images
    Zhang, Yongbin
    Yang, Jinzhong
    Zhang, Lifei
    Court, Laurence E.
    Balter, Peter A.
    Dong, Lei
    MEDICAL PHYSICS, 2013, 40 (04)
  • [7] First Clinical Implementation of Respiratory Adaptive 4D-CT (REACT)
    Morton, N.
    Barbour, I.
    Sykes, J.
    Kipritidis, J.
    Hofmann, C.
    Keall, P.
    O'Brien, R.
    MEDICAL PHYSICS, 2018, 45 (06) : E165 - E165
  • [8] Resolving Variable Respiratory Motion From Unsorted 4D Computed Tomography
    Huang, Yuliang
    Eiben, Bjoern
    Thielemans, Kris
    McClelland, Jamie R.
    MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2024, PT I, 2024, 15001 : 588 - 597
  • [9] Modeling respiratory motion for reducing motion artifacts in 4D CT images (vol 40, 041716, 2013)
    Zhang, Yongbin
    Yang, Jinzhong
    Zhang, Lifei
    Court, Laurence E.
    Baiter, Peter A.
    Dong, Lei
    MEDICAL PHYSICS, 2015, 42 (11) : 6768 - 6768
  • [10] Linac-integrated 4D cone beam CT:: first experimental results
    Dietrich, Lars
    Jetter, Siri
    Tuecking, Thomas
    Nill, Simeon
    Oelfke, Uwe
    PHYSICS IN MEDICINE AND BIOLOGY, 2006, 51 (11): : 2939 - 2952