A reconstruction approach for proton computed tomography by modeling the integral depth dose of the scanning proton pencil beam
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作者:
Chen, Xinyuan
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Washington Univ, Dept Biomed Engn, St Louis, MO 63110 USAWashington Univ, Dept Biomed Engn, St Louis, MO 63110 USA
Chen, Xinyuan
[1
]
Medrano, Maria
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Washington Univ, Dept Elect & Syst Engn, St Louis, MO 63110 USAWashington Univ, Dept Biomed Engn, St Louis, MO 63110 USA
Medrano, Maria
[2
]
Sun, Baozhou
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Washington Univ, Sch Med St Louis, Dept Radiat Oncol, 4921 Parkview Pl, St Louis, MO 63110 USAWashington Univ, Dept Biomed Engn, St Louis, MO 63110 USA
Sun, Baozhou
[3
]
Hao, Yao
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Washington Univ, Sch Med St Louis, Dept Radiat Oncol, 4921 Parkview Pl, St Louis, MO 63110 USAWashington Univ, Dept Biomed Engn, St Louis, MO 63110 USA
Hao, Yao
[3
]
Reynoso, Francisco J.
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Washington Univ, Sch Med St Louis, Dept Radiat Oncol, 4921 Parkview Pl, St Louis, MO 63110 USAWashington Univ, Dept Biomed Engn, St Louis, MO 63110 USA
Reynoso, Francisco J.
[3
]
Darafsheh, Arash
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Washington Univ, Sch Med St Louis, Dept Radiat Oncol, 4921 Parkview Pl, St Louis, MO 63110 USAWashington Univ, Dept Biomed Engn, St Louis, MO 63110 USA
Darafsheh, Arash
[3
]
Yang, Deshan
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Washington Univ, Sch Med St Louis, Dept Radiat Oncol, 4921 Parkview Pl, St Louis, MO 63110 USAWashington Univ, Dept Biomed Engn, St Louis, MO 63110 USA
Yang, Deshan
[3
]
Zhang, Tiezhi
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Washington Univ, Sch Med St Louis, Dept Radiat Oncol, 4921 Parkview Pl, St Louis, MO 63110 USAWashington Univ, Dept Biomed Engn, St Louis, MO 63110 USA
Zhang, Tiezhi
[3
]
Zhao, Tianyu
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Washington Univ, Sch Med St Louis, Dept Radiat Oncol, 4921 Parkview Pl, St Louis, MO 63110 USAWashington Univ, Dept Biomed Engn, St Louis, MO 63110 USA
Zhao, Tianyu
[3
]
机构:
[1] Washington Univ, Dept Biomed Engn, St Louis, MO 63110 USA
[2] Washington Univ, Dept Elect & Syst Engn, St Louis, MO 63110 USA
[3] Washington Univ, Sch Med St Louis, Dept Radiat Oncol, 4921 Parkview Pl, St Louis, MO 63110 USA
model-based reconstruction;
Monte Carlo simulation;
proton computed tomography;
stopping power ratio;
NONLINEAR MINIMIZATION SUBJECT;
RANGE UNCERTAINTIES;
THERAPY;
PERFORMANCE;
CALIBRATION;
SIMULATION;
SYSTEM;
TOPAS;
D O I:
10.1002/mp.15482
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:
Purpose To present a proton computed tomography (pCT) reconstruction approach that models the integral depth dose (IDD) of the clinical scanning proton beam into beamlets. Using a multilayer ionization chamber (MLIC) as the imager, the proposed pCT system and the reconstruction approach can minimize extra ambient neutron dose and simplify the beamline design by eliminating an additional collimator to confine the proton beam. Methods Monte Carlo simulation was applied to digitally simulate the IDDs of the exiting proton beams detected by the MLIC. A forward model was developed to model each IDD into a weighted sum of percentage depth doses of the constituent beamlets separated laterally by 1 mm. The water equivalent path lengths (WEPLs) of the beamlets were determined by iteratively minimizing the squared L2-norm between the forward projected and simulated IDDs. The final WEPL values were reconstructed to pCT images, that is, proton stopping power ratio (SPR) maps, through simultaneous algebraic reconstruction technique with total variation regularization. The reconstruction process was tested with a digital cylindrical water-based phantom and an ICRP adult reference computational phantom. The mean of SPR within regions of interest (ROIs) and the WEPL along a 4 mm-wide beam (WEPL4mm${\rm{WEP}}{{\rm{L}}_{4{\rm{mm}}}}$) were compared with the reference values. The spatial resolution was analyzed at the edge of a cortical insert of the cylindrical phantom. Results The percentage deviations from reference SPR were within +/- 1% in all selected ROIs. The mean absolute error of the reconstructed SPR was 0.33%, 0.19%, and 0.27% for the cylindrical phantom, the adult phantom at the head and lung region, respectively. The corresponding percentage deviations from reference WEPL4mm${\rm{WEP}}{{\rm{L}}_{4{\rm{mm}}}}$ were 0.48 +/- 0.64%, 0.28 +/- 0.48%, and 0.22 +/- 0.49%. The full width at half maximum of the line spread function (LSF) derived from the radial edge spread function (ESF) of a cortical insert was 0.13 cm. The frequency at 10% of the modulation transfer function (MTF) was 6.38 cm(-1). The mean signal-to-noise ratio (SNR) of all the inserts was 2.45. The mean imaging dose was 0.29 and 0.25 cGy at the head and lung region of the adult phantom, respectively. Conclusion A new pCT reconstruction approach was developed by modeling the IDDs of the uncollimated scanning proton beams in the pencil beam geometry. SPR accuracy within +/- 1%, spatial resolution of better than 2 mm at 10% MTF, and imaging dose at the magnitude of mGy were achieved. Potential side effects caused by neutron dose were eliminated by removing the extra beam collimator.
机构:
Lincoln Univ, Sch Comp Sci, Lab Vis Engn, Brayford Pool, Lincoln, EnglandUniv Surrey, Fac Engn & Phys Sci, Ctr Vis Speech & Signal Proc, Guildford GU2 5XH, Surrey, England
Allinson, N. M.
;
Evans, P. M.
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Univ Surrey, Fac Engn & Phys Sci, Ctr Vis Speech & Signal Proc, Guildford GU2 5XH, Surrey, EnglandUniv Surrey, Fac Engn & Phys Sci, Ctr Vis Speech & Signal Proc, Guildford GU2 5XH, Surrey, England
机构:
Duke Univ, Dept Radiol, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USADuke Univ, Dept Radiol, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USA
Richard, Samuel
;
Husarik, Daniela B.
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机构:
Duke Univ, Dept Radiol, Med Ctr, Durham, NC 27705 USADuke Univ, Dept Radiol, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USA
Husarik, Daniela B.
;
Yadava, Girijesh
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机构:
GE Healthcare, Waukesha, WI 53188 USADuke Univ, Dept Radiol, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USA
Yadava, Girijesh
;
Murphy, Simon N.
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机构:
Duke Univ, Dept Radiol, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USADuke Univ, Dept Radiol, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USA
Murphy, Simon N.
;
Samei, Ehsan
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机构:
Duke Univ, Dept Radiol, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USADuke Univ, Dept Radiol, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USA
机构:
Loma Linda Univ, Med Ctr, Dept Radiat Med, Loma Linda, CA 92354 USALoma Linda Univ, Med Ctr, Dept Radiat Med, Loma Linda, CA 92354 USA
Schulte, R. W.
;
Penfold, S. N.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wollongong, Ctr Med Radiat Phys, Wollongong, NSW 2522, AustraliaLoma Linda Univ, Med Ctr, Dept Radiat Med, Loma Linda, CA 92354 USA
Penfold, S. N.
;
Tafas, J. T.
论文数: 0引用数: 0
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机构:
Calif State Univ San Bernardino, Dept Comp Sci & Engn, San Bernardino, CA 92407 USALoma Linda Univ, Med Ctr, Dept Radiat Med, Loma Linda, CA 92354 USA
Tafas, J. T.
;
Schubert, K. E.
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机构:
Calif State Univ San Bernardino, Dept Comp Sci & Engn, San Bernardino, CA 92407 USALoma Linda Univ, Med Ctr, Dept Radiat Med, Loma Linda, CA 92354 USA
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USAHarvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USA
Zhang, Rongxiao
;
Jee, Kyung-Wook
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机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USAHarvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USA
Jee, Kyung-Wook
;
Cascio, Ethan
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机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USAHarvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USA
Cascio, Ethan
;
Sharp, Gregory C.
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机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USAHarvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USA
Sharp, Gregory C.
;
Flanz, Jacob B.
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机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USAHarvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USA
Flanz, Jacob B.
;
Lu, Hsiao-Ming
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USAHarvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USA
机构:
Lincoln Univ, Sch Comp Sci, Lab Vis Engn, Brayford Pool, Lincoln, EnglandUniv Surrey, Fac Engn & Phys Sci, Ctr Vis Speech & Signal Proc, Guildford GU2 5XH, Surrey, England
Allinson, N. M.
;
Evans, P. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Surrey, Fac Engn & Phys Sci, Ctr Vis Speech & Signal Proc, Guildford GU2 5XH, Surrey, EnglandUniv Surrey, Fac Engn & Phys Sci, Ctr Vis Speech & Signal Proc, Guildford GU2 5XH, Surrey, England
机构:
Duke Univ, Dept Radiol, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USADuke Univ, Dept Radiol, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USA
Richard, Samuel
;
Husarik, Daniela B.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Dept Radiol, Med Ctr, Durham, NC 27705 USADuke Univ, Dept Radiol, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USA
Husarik, Daniela B.
;
Yadava, Girijesh
论文数: 0引用数: 0
h-index: 0
机构:
GE Healthcare, Waukesha, WI 53188 USADuke Univ, Dept Radiol, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USA
Yadava, Girijesh
;
Murphy, Simon N.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Dept Radiol, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USADuke Univ, Dept Radiol, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USA
Murphy, Simon N.
;
Samei, Ehsan
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Dept Radiol, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USADuke Univ, Dept Radiol, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USA
机构:
Loma Linda Univ, Med Ctr, Dept Radiat Med, Loma Linda, CA 92354 USALoma Linda Univ, Med Ctr, Dept Radiat Med, Loma Linda, CA 92354 USA
Schulte, R. W.
;
Penfold, S. N.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wollongong, Ctr Med Radiat Phys, Wollongong, NSW 2522, AustraliaLoma Linda Univ, Med Ctr, Dept Radiat Med, Loma Linda, CA 92354 USA
Penfold, S. N.
;
Tafas, J. T.
论文数: 0引用数: 0
h-index: 0
机构:
Calif State Univ San Bernardino, Dept Comp Sci & Engn, San Bernardino, CA 92407 USALoma Linda Univ, Med Ctr, Dept Radiat Med, Loma Linda, CA 92354 USA
Tafas, J. T.
;
Schubert, K. E.
论文数: 0引用数: 0
h-index: 0
机构:
Calif State Univ San Bernardino, Dept Comp Sci & Engn, San Bernardino, CA 92407 USALoma Linda Univ, Med Ctr, Dept Radiat Med, Loma Linda, CA 92354 USA
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USAHarvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USA
Zhang, Rongxiao
;
Jee, Kyung-Wook
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USAHarvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USA
Jee, Kyung-Wook
;
Cascio, Ethan
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USAHarvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USA
Cascio, Ethan
;
Sharp, Gregory C.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USAHarvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USA
Sharp, Gregory C.
;
Flanz, Jacob B.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USAHarvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USA
Flanz, Jacob B.
;
Lu, Hsiao-Ming
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USAHarvard Med Sch, Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02115 USA