Respiratory motion compensation for simultaneous PET/MR based on highly undersampled MR data
被引:25
作者:
Rank, Christopher M.
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German Canc Res Ctr, Med Phys Radiol, Neuenheimer Feld 280, D-69120 Heidelberg, GermanyGerman Canc Res Ctr, Med Phys Radiol, Neuenheimer Feld 280, D-69120 Heidelberg, Germany
Rank, Christopher M.
[1
]
Heusser, Thorsten
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German Canc Res Ctr, Med Phys Radiol, Neuenheimer Feld 280, D-69120 Heidelberg, GermanyGerman Canc Res Ctr, Med Phys Radiol, Neuenheimer Feld 280, D-69120 Heidelberg, Germany
Heusser, Thorsten
[1
]
Wetscherek, Andreas
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机构:
German Canc Res Ctr, Med Phys Radiol, Neuenheimer Feld 280, D-69120 Heidelberg, Germany
Inst Canc Res, Joint Dept Phys, 123 Old Brompton Rd, London SW7 3RP, England
Royal Marsden NHS Fdn Trust, 123 Old Brompton Rd, London SW7 3RP, EnglandGerman Canc Res Ctr, Med Phys Radiol, Neuenheimer Feld 280, D-69120 Heidelberg, Germany
Wetscherek, Andreas
[1
,2
,3
]
Freitag, Martin T.
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German Canc Res Ctr, Radiol, Neuenheimer Feld 280, D-69120 Heidelberg, GermanyGerman Canc Res Ctr, Med Phys Radiol, Neuenheimer Feld 280, D-69120 Heidelberg, Germany
Freitag, Martin T.
[4
]
Sedlaczek, Oliver
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German Canc Res Ctr, Radiol, Neuenheimer Feld 280, D-69120 Heidelberg, GermanyGerman Canc Res Ctr, Med Phys Radiol, Neuenheimer Feld 280, D-69120 Heidelberg, Germany
Sedlaczek, Oliver
[4
]
Schlemmer, Heinz-Peter
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German Canc Res Ctr, Radiol, Neuenheimer Feld 280, D-69120 Heidelberg, GermanyGerman Canc Res Ctr, Med Phys Radiol, Neuenheimer Feld 280, D-69120 Heidelberg, Germany
Schlemmer, Heinz-Peter
[4
]
Kachelriess, Marc
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German Canc Res Ctr, Med Phys Radiol, Neuenheimer Feld 280, D-69120 Heidelberg, GermanyGerman Canc Res Ctr, Med Phys Radiol, Neuenheimer Feld 280, D-69120 Heidelberg, Germany
Kachelriess, Marc
[1
]
机构:
[1] German Canc Res Ctr, Med Phys Radiol, Neuenheimer Feld 280, D-69120 Heidelberg, Germany
[2] Inst Canc Res, Joint Dept Phys, 123 Old Brompton Rd, London SW7 3RP, England
[3] Royal Marsden NHS Fdn Trust, 123 Old Brompton Rd, London SW7 3RP, England
[4] German Canc Res Ctr, Radiol, Neuenheimer Feld 280, D-69120 Heidelberg, Germany
Purpose: Positron emission tomography (PET) of the thorax region is impaired by respiratory patient motion. To account for motion, the authors propose a new method for PET/magnetic resonance (MR) respiratory motion compensation (MoCo), which uses highly undersampled MR data with acquisition times as short as 1 min/bed. Methods: The proposed PET/MR MoCo method (4D jMoCo PET) uses radial MR data to estimate the respiratory patient motion employing MR joint motion estimation and image reconstruction with temporal median filtering. Resulting motion vector fields are incorporated into the system matrix of the PET reconstruction. The proposed approach is evaluated for the thorax region utilizing a PET/MR simulation with 1 min MR acquisition time and simultaneous PET/MR measurements of six patients with MR acquisition times of 1 and 5 min and radial undersampling factors of 11.2 and 2.2, respectively. Reconstruction results are compared to 3D PET, 4D gated PET and a standard MoCo method (4D sMoCo PET), which performs iterative image reconstruction and motion estimation sequentially. Quantitative analysis comprises the parameters SUVmean, SUVmax, full width at half-maximum/lesion volume, contrast and signal-to-noise ratio. Results: For simulated PET data, our quantitative analysis shows that the proposed 4D jMoCo PET approach with temporal filtering achieves the best quantification accuracy of all tested reconstruction methods with a mean absolute deviation of 2.3% when compared to the ground truth. For measured PET patient data, the mean absolute deviation of 4D jMoCo PET using a 1 min MR acquisition for motion estimation is 2.1% relative to the 5 min MR acquisition. This demonstrates a robust behavior even in case of strong undersampling at MR acquisition times as short as 1 min. In contrast, 4D sMoCo PET shows considerable reduction of quantification accuracy for the 1 min MR acquisition time. Relative to 3D PET, the proposed 4D jMoCo PET approach with temporal filtering yields an average increase of SUVmean, SUVmax, and contrast of 29.9% and 13.8% for simulated and measured PET data, respectively. Conclusions: Employing artifact-robust motion estimation enables PET/MR respiratory MoCo with MR acquisition times as short as 1 min/bed improving PET image quality and quantification accuracy. (C) 2016 American Association of Physicists in Medicine.
机构:
Kings Coll London, Div Imaging Sci & Biomed Engn, London SE1 7EH, EnglandKings Coll London, Div Imaging Sci & Biomed Engn, London SE1 7EH, England
Buerger, C.
Clough, R. E.
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机构:
Kings Coll London, Div Imaging Sci & Biomed Engn, London SE1 7EH, EnglandKings Coll London, Div Imaging Sci & Biomed Engn, London SE1 7EH, England
Clough, R. E.
King, A. P.
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机构:Kings Coll London, Div Imaging Sci & Biomed Engn, London SE1 7EH, England
King, A. P.
Schaeffter, T.
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h-index: 0
机构:
Kings Coll London, Div Imaging Sci & Biomed Engn, London SE1 7EH, EnglandKings Coll London, Div Imaging Sci & Biomed Engn, London SE1 7EH, England
Schaeffter, T.
Prieto, C.
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机构:
Kings Coll London, Div Imaging Sci & Biomed Engn, London SE1 7EH, England
Pontificia Univ Catolica Chile, Escuela Ingn, Santiago, ChileKings Coll London, Div Imaging Sci & Biomed Engn, London SE1 7EH, England
机构:
Massachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Harvard Univ, Sch Med, Charlestown, MA USAMassachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Catana, Ciprian
Benner, Thomas
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机构:
Massachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Harvard Univ, Sch Med, Charlestown, MA USAMassachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Benner, Thomas
van der Kouwe, Andre
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机构:
Massachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Harvard Univ, Sch Med, Charlestown, MA USAMassachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
van der Kouwe, Andre
Byars, Larry
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机构:Massachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Byars, Larry
Hamm, Michael
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机构:Massachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Hamm, Michael
Chonde, Daniel B.
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h-index: 0
机构:
Massachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Harvard Univ, Sch Med, Charlestown, MA USAMassachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Chonde, Daniel B.
Michel, Christian J.
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机构:Massachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Michel, Christian J.
El Fakhri, Georges
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机构:
Massachusetts Gen Hosp, Dept Radiol, Div Nucl Med & Mol Imaging, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
El Fakhri, Georges
Schmand, Matthias
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机构:Massachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Schmand, Matthias
Sorensen, Gregory
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机构:
Massachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Harvard Univ, Sch Med, Charlestown, MA USAMassachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
机构:
Massachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Chun, Se Young
Reese, Timothy G.
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机构:
Massachusetts Gen Hosp, Dept Radiol, AA Martinos Ctr, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Reese, Timothy G.
Ouyang, Jinsong
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机构:
Massachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Ouyang, Jinsong
Guerin, Bastien
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机构:
Massachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Guerin, Bastien
Catana, Ciprian
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机构:
Massachusetts Gen Hosp, Dept Radiol, AA Martinos Ctr, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Catana, Ciprian
Zhu, Xuping
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机构:
Massachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Zhu, Xuping
Alpert, Nathaniel M.
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机构:
Massachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Alpert, Nathaniel M.
El Fakhri, Georges
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机构:
Massachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
机构:
Kings Coll London, Div Imaging Sci & Biomed Engn, London SE1 7EH, EnglandKings Coll London, Div Imaging Sci & Biomed Engn, London SE1 7EH, England
Buerger, C.
Clough, R. E.
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h-index: 0
机构:
Kings Coll London, Div Imaging Sci & Biomed Engn, London SE1 7EH, EnglandKings Coll London, Div Imaging Sci & Biomed Engn, London SE1 7EH, England
Clough, R. E.
King, A. P.
论文数: 0引用数: 0
h-index: 0
机构:Kings Coll London, Div Imaging Sci & Biomed Engn, London SE1 7EH, England
King, A. P.
Schaeffter, T.
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h-index: 0
机构:
Kings Coll London, Div Imaging Sci & Biomed Engn, London SE1 7EH, EnglandKings Coll London, Div Imaging Sci & Biomed Engn, London SE1 7EH, England
Schaeffter, T.
Prieto, C.
论文数: 0引用数: 0
h-index: 0
机构:
Kings Coll London, Div Imaging Sci & Biomed Engn, London SE1 7EH, England
Pontificia Univ Catolica Chile, Escuela Ingn, Santiago, ChileKings Coll London, Div Imaging Sci & Biomed Engn, London SE1 7EH, England
机构:
Massachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Harvard Univ, Sch Med, Charlestown, MA USAMassachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Catana, Ciprian
Benner, Thomas
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机构:
Massachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Harvard Univ, Sch Med, Charlestown, MA USAMassachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Benner, Thomas
van der Kouwe, Andre
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h-index: 0
机构:
Massachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Harvard Univ, Sch Med, Charlestown, MA USAMassachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
van der Kouwe, Andre
Byars, Larry
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h-index: 0
机构:Massachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Byars, Larry
Hamm, Michael
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h-index: 0
机构:Massachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Hamm, Michael
Chonde, Daniel B.
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h-index: 0
机构:
Massachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Harvard Univ, Sch Med, Charlestown, MA USAMassachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Chonde, Daniel B.
Michel, Christian J.
论文数: 0引用数: 0
h-index: 0
机构:Massachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Michel, Christian J.
El Fakhri, Georges
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Dept Radiol, Div Nucl Med & Mol Imaging, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
El Fakhri, Georges
Schmand, Matthias
论文数: 0引用数: 0
h-index: 0
机构:Massachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Schmand, Matthias
Sorensen, Gregory
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
Harvard Univ, Sch Med, Charlestown, MA USAMassachusetts Gen Hosp, Dept Radiol, Athinoula A Marinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
机构:
Massachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Chun, Se Young
Reese, Timothy G.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Dept Radiol, AA Martinos Ctr, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Reese, Timothy G.
Ouyang, Jinsong
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Ouyang, Jinsong
Guerin, Bastien
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Guerin, Bastien
Catana, Ciprian
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Dept Radiol, AA Martinos Ctr, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Catana, Ciprian
Zhu, Xuping
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Zhu, Xuping
Alpert, Nathaniel M.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Alpert, Nathaniel M.
El Fakhri, Georges
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Radiol, Ctr Adv Radiol Sci Nucl Med & Mol Imaging, Boston, MA 02114 USA