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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机构:
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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机构:
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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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
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
Ourednicek, Petr
Briza, Jan
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机构:
Gen Univ Hosp Prague, Prague, Czech Republic
Charles Univ Prague, Fac Med 1, Dept Surg 1, Prague, Czech RepublicCharles Univ Prague, Fac Med 1, Dept Radiol, Prague, Czech Republic
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
Jahoda, Jiri
Hruska, Lukas
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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
机构:
Yonsei Univ, Dept Radiol, Coll Med, Seoul, South KoreaYonsei Univ, Dept Radiol, Coll Med, Seoul, South Korea
Park, Mi-Suk
Choi, Jun Yong
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机构:
Yonsei Univ, Dept Internal Med, Coll Med, Seoul, South Korea
Yonsei Univ, AIDS Res Inst, Coll Med, Seoul, South KoreaYonsei Univ, Dept Radiol, Coll Med, Seoul, South Korea
Choi, Jun Yong
Yeom, Joon-Sup
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机构:
Yonsei Univ, Dept Internal Med, Coll Med, Seoul, South Korea
Yonsei Univ, AIDS Res Inst, Coll Med, Seoul, South KoreaYonsei Univ, Dept Radiol, Coll Med, Seoul, South Korea
Yeom, Joon-Sup
Kim, Myeong-Jin
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机构:
Yonsei Univ, Dept Radiol, Coll Med, Seoul, South KoreaYonsei Univ, Dept Radiol, Coll Med, Seoul, South Korea