Model-Based Iterative Reconstruction Technique for Ultralow-Dose Computed Tomography of the Lung A Pilot Study
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作者:
Yamada, Yoshitake
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机构:Keio Univ, Dept Diagnost Radiol, Sch Med, Shinjuku Ku, Tokyo 1608582, Japan
Yamada, Yoshitake
Jinzaki, Masahiro
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Keio Univ, Dept Diagnost Radiol, Sch Med, Shinjuku Ku, Tokyo 1608582, JapanKeio Univ, Dept Diagnost Radiol, Sch Med, Shinjuku Ku, Tokyo 1608582, Japan
Jinzaki, Masahiro
[1
]
Tanami, Yutaka
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机构:Keio Univ, Dept Diagnost Radiol, Sch Med, Shinjuku Ku, Tokyo 1608582, Japan
Tanami, Yutaka
Shiomi, Eisuke
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机构:
Natl Def Med Coll Hosp, Dept Radiol, Saitama, JapanKeio Univ, Dept Diagnost Radiol, Sch Med, Shinjuku Ku, Tokyo 1608582, Japan
Shiomi, Eisuke
[2
]
Sugiura, Hiroaki
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机构:Keio Univ, Dept Diagnost Radiol, Sch Med, Shinjuku Ku, Tokyo 1608582, Japan
Sugiura, Hiroaki
Abe, Takayuki
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Keio Univ, Clin Res Ctr, Sch Med, Tokyo 1608582, JapanKeio Univ, Dept Diagnost Radiol, Sch Med, Shinjuku Ku, Tokyo 1608582, Japan
Abe, Takayuki
[3
]
Kuribayashi, Sachio
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机构:Keio Univ, Dept Diagnost Radiol, Sch Med, Shinjuku Ku, Tokyo 1608582, Japan
Kuribayashi, Sachio
机构:
[1] Keio Univ, Dept Diagnost Radiol, Sch Med, Shinjuku Ku, Tokyo 1608582, Japan
[2] Natl Def Med Coll Hosp, Dept Radiol, Saitama, Japan
[3] Keio Univ, Clin Res Ctr, Sch Med, Tokyo 1608582, Japan
Objectives: The aim of this study was to assess the effectiveness of a model-based iterative reconstruction (MBIR) in improving image quality and diagnostic performance of ultralow-dose computed tomography (ULDCT) of the lung. Materials and Methods: The institutional review board approved this study, and all patients provided written informed consent. Fifty-two patients underwent low-dose computed tomography (LDCT) (screening-dose, 50 mAs) and ULDCT (4 mAs) of the lung simultaneously. The LDCT images were reconstructed with filtered back projection (LDCT-FBP images) and ULDCT images were reconstructed with both MBIR (ULDCT-MBIR images) and FBP (ULDCT-FBP images). On all the 156 image series, objective image noise was measured in the thoracic aorta, and 2 blinded radiologists independently assessed subjective image quality. Another 2 blinded radiologists independently evaluated the ULDCT-MBIR and ULDCT-FBP images for the presence of noncalcified and calcified pulmonary nodules; LDCT-FBP images served as the reference. Paired t test, Wilcoxon signed rank sum test, and free-response receiver-operating characteristic analysis were used for statistical analysis of the data. Results: Compared with LDCT-FBP and ULDCT-FBP, ULDCT-MBIR had significantly reduced objective noise (both P < 0.001). Subjective noise on the ULDCT-MBIR images was comparable with that on the LDCT-FBP images but lower than that on the ULDCT-FBP images (P < 0.001). Artifacts on ULDCT-MBIR images were more numerous than those on the LDCT-FBP images (P = 0.007) but fewer than those on the ULDCT-FBP images (P < 0.001). Compared with the LDCT-FBP images, ULDCT-MBIR and ULDCT-FBP images showed reduced image sharpness (both P < 0.001). All the ULDCT-MBIR images showed a blotchy pixelated appearance; however, the performance of ULDCT-MBIR was significantly superior to that of ULDCT-FBP for the detection of noncalcified pulmonary nodules (P = 0.002). The average true-positive fractions for significantly sized noncalcified nodules (>= 4 mm) and small noncalcified nodules (<4 mm) on the ULDCT-MBIR images were 0.944 and 0.884, respectively, when LDCT-FBP images were used as reference. All of the calcified nodules were detected by both the observers on both the ULDCT-MBIR and ULDCT-FBP images. Conclusion: As compared with FBP, MBIR enables significant reduction of the image noise and artifacts and also better detection of noncalcified pulmonary nodules on ULDCT of the lung. Compared with LDCT-FBP images, ULDCT-MBIR images showed significantly reduced objective noise and comparable subjective image noise. Almost all of the noncalcified nodules and all of the calcified nodules could be detected on the ULDCT-MBIR images, when LDCT-FBP images were used as the reference.
机构:
Massachusetts Gen Hosp, MGH Imaging, Boston, MA 02114 USAMassachusetts Gen Hosp, MGH Imaging, Boston, MA 02114 USA
Khawaja, Ranish Deedar Ali
Singh, Sarabjeet
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Massachusetts Gen Hosp, MGH Imaging, Boston, MA 02114 USAMassachusetts Gen Hosp, MGH Imaging, Boston, MA 02114 USA
Singh, Sarabjeet
Blake, Michael
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机构:
Massachusetts Gen Hosp, Div Abdominal Imaging, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, MGH Imaging, Boston, MA 02114 USA
Blake, Michael
Harisinghani, Mukesh
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机构:
Massachusetts Gen Hosp, Div Abdominal Imaging, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, MGH Imaging, Boston, MA 02114 USA
Harisinghani, Mukesh
Choy, Gary
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机构:
Massachusetts Gen Hosp, Div Abdominal Imaging, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, MGH Imaging, Boston, MA 02114 USA
Choy, Gary
Karosmanoglu, Ali
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机构:
Massachusetts Gen Hosp, Div Abdominal Imaging, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, MGH Imaging, Boston, MA 02114 USA
Karosmanoglu, Ali
Padole, Atul
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Massachusetts Gen Hosp, MGH Imaging, Boston, MA 02114 USAMassachusetts Gen Hosp, MGH Imaging, Boston, MA 02114 USA
Padole, Atul
Pourjabbar, Saravenaz
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Massachusetts Gen Hosp, MGH Imaging, Boston, MA 02114 USAMassachusetts Gen Hosp, MGH Imaging, Boston, MA 02114 USA
Pourjabbar, Saravenaz
Do, Synho
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Massachusetts Gen Hosp, MGH Imaging, Boston, MA 02114 USAMassachusetts Gen Hosp, MGH Imaging, Boston, MA 02114 USA
Do, Synho
Kalra, Mannudeep K.
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Massachusetts Gen Hosp, MGH Imaging, Boston, MA 02114 USAMassachusetts Gen Hosp, MGH Imaging, Boston, MA 02114 USA
机构:
Post Grad Inst Med Educ & Res PGIMER, Madhya Marg,Sect 12, Chandigarh 160012, IndiaPost Grad Inst Med Educ & Res PGIMER, Madhya Marg,Sect 12, Chandigarh 160012, India
Atri, Pardeep K.
Sodhi, Kushaljit S.
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Post Grad Inst Med Educ & Res PGIMER, Madhya Marg,Sect 12, Chandigarh 160012, IndiaPost Grad Inst Med Educ & Res PGIMER, Madhya Marg,Sect 12, Chandigarh 160012, India
Sodhi, Kushaljit S.
Bhatia, Anmol
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Post Grad Inst Med Educ & Res PGIMER, Madhya Marg,Sect 12, Chandigarh 160012, IndiaPost Grad Inst Med Educ & Res PGIMER, Madhya Marg,Sect 12, Chandigarh 160012, India
Bhatia, Anmol
Saxena, Akshay K.
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Post Grad Inst Med Educ & Res PGIMER, Madhya Marg,Sect 12, Chandigarh 160012, IndiaPost Grad Inst Med Educ & Res PGIMER, Madhya Marg,Sect 12, Chandigarh 160012, India
Saxena, Akshay K.
Khandelwal, Niranjan
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Post Grad Inst Med Educ & Res PGIMER, Madhya Marg,Sect 12, Chandigarh 160012, IndiaPost Grad Inst Med Educ & Res PGIMER, Madhya Marg,Sect 12, Chandigarh 160012, India
Khandelwal, Niranjan
Singhi, Pratibha
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Post Grad Inst Med Educ & Res PGIMER, Madhya Marg,Sect 12, Chandigarh 160012, IndiaPost Grad Inst Med Educ & Res PGIMER, Madhya Marg,Sect 12, Chandigarh 160012, India
机构:
St Annes Univ Hosp Brno, Dept Imaging Methods, Brno, Czech RepublicCharles Univ Prague, Fac Med 1, Dept Radiol, Prague, Czech Republic
Hruska, Lukas
Danes, Jan
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机构:
Charles Univ Prague, Fac Med 1, Dept Radiol, Prague, Czech Republic
Gen Univ Hosp Prague, Prague, Czech RepublicCharles Univ Prague, Fac Med 1, Dept Radiol, Prague, Czech Republic