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Image quality improvement using model-based iterative reconstruction in low dose chest CT for children with necrotizing pneumonia

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机构: [1]Capital Med Univ, Beijing Childrens Hosp, Imaging Ctr, 56 Nanlishi Rd, Beijing 100045, Peoples R China; [2]Capital Med Univ, Beijing Childrens Hosp, Dept Resp, Beijing 100045, Peoples R China
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关键词: Computed tomography (CT) Model-based iterative reconstruction Filtered back-projection Necrotizing pneumonia Child

摘要:
Background: Model-based iterative reconstruction (MBIR) is a promising reconstruction method which could improve CT image quality with low radiation dose. The purpose of this study was to demonstrate the advantage of using MBIR for noise reduction and image quality improvement in low dose chest CT for children with necrotizing pneumonia, over the adaptive statistical iterative reconstruction (ASIR) and conventional filtered back-projection (FBP) technique. Methods: Twenty-six children with necrotizing pneumonia (aged 2 months to 11 years) who underwent standard of care low dose CT scans were included. Thinner-slice (0.625 mm) images were retrospectively reconstructed using MBIR, ASIR and conventional FBP techniques. Image noise and signal-to-noise ratio (SNR) for these thin-slice images were measured and statistically analyzed using ANOVA. Two radiologists independently analyzed the image quality for detecting necrotic lesions, and results were compared using a Friedman's test. Results: Radiation dose for the overall patient population was 0.59 mSv. There was a significant improvement in the high-density and low-contrast resolution of the MBIR reconstruction resulting in more detection and better identification of necrotic lesions (38 lesions in 0.625 mm MBIR images vs. 29 lesions in 0.625 mm FBP images). The subjective display scores mean +/- standard deviation) for the detection of necrotic lesions were 5.0 +/- 0.0, 2.8 +/- 0.4 and 2.5 +/- 0.5 with MBIR, ASIR and FBP reconstruction, respectively, and the respective objective image noise was 13. 9 +/- 4.0HU, 24.9 +/- 6.6HU and 33.8 +/- 8.7HU. The image noise decreased by 58.9 and 26.3% in MBIR images as compared to FBP and ASIR images. Additionally, the SNR of MBIR images was significantly higher than FBP images and ASIR images. Conclusions: The quality of chest CT images obtained by MBIR in children with necrotizing pneumonia was significantly improved by the MBIR technique as compared to the ASIR and FBP reconstruction, to provide a more confident and accurate diagnosis for necrotizing pneumonia.

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出版当年[2016]版:
大类 | 4 区 医学
小类 | 4 区 核医学
最新[2023]版:
大类 | 3 区 医学
小类 | 3 区 核医学
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出版当年[2015]版:
Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
最新[2023]版:
Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING

影响因子: 最新[2023版] 最新五年平均 出版当年[2015版] 出版当年五年平均 出版前一年[2014版] 出版后一年[2016版]

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第一作者机构: [1]Capital Med Univ, Beijing Childrens Hosp, Imaging Ctr, 56 Nanlishi Rd, Beijing 100045, Peoples R China;
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通讯机构: [1]Capital Med Univ, Beijing Childrens Hosp, Imaging Ctr, 56 Nanlishi Rd, Beijing 100045, Peoples R China;
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