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Evaluation of accuracy of automatic out-of-plane respiratory gating for DCEUS-based quantification using principal component analysis

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单位: [1]The Key Laboratory of Biomedical Information Engineering of Ministry of Education, Department of Biomedical Engineering, School of Life Science and Technology, Xi’ an Jiaotong University, Xi’an, PR China [2]Laboratory of Biorheology and Medical Ultrasonics, University of Montreal Hospital Research Center, Montreal, QC, Canada [3]Department of Oncology, Beijing Friendship Hospital, Capital Medical University, Beijing, PR China [4]Cancer Hospital, Chinese Academy of Medical Sciences, Beijing, PR China
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关键词: Contrast-enhanced ultrasound Quantification Respiratory kinetics Principal component analysis

摘要:
The accuracy of abdominal multi-parametric quantification based on dynamic contrast-enhanced ultrasound (DCEUS) is limited by out-of-plane severe distortion induced by respiratory motion. This study developed a fully automatic respiratory gating scheme by using principal component analysis to remove distortions and disturbances in free-breathing DCEUS-based quantification. Taking the known in-vitro perfusions as ground truths, we further evaluated the respiratory gating accuracy from multiple perspectives in a controllable rotary distortion flow model with out-of-plane severe distortion induced by respiratory motion. Compared with those without respiratory gating, the signal-to-clutter ratio and correlation coefficients of perfusion parameters with respiratory gating improved by 3.99 +/- 1.71 dB (p < 0.01) and 0.39 +/- 0.17 (p < 0.01), respectively. The corresponding mean square error decreased by 1893.9 +/- 763.16 (p < 0.001). Results with respiratory gating were significantly consistent with the ground truths without respiratory motion disturbances. Quantitative results demonstrated the effective removal of out-of-plane serious distortion and other disturbances induced by the respiratory kinetics on DCEUS-based quantification. The accuracy and robustness of DCEUS-based quantification were significantly improved by the proposed respiratory gating strategy, which not only benefits physicians in identifying transient hemodynamic characteristics in tumor angiogenesis, but also provides accurate diagnoses for abdominal tumors. (C) 2018 Elsevier Ltd. All rights reserved.

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出版当年[2017]版:
大类 | 4 区 医学
小类 | 4 区 工程:生物医学 4 区 核医学
最新[2025]版:
大类 | 2 区 医学
小类 | 2 区 工程:生物医学 2 区 核医学
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出版当年[2016]版:
Q3 ENGINEERING, BIOMEDICAL Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
最新[2023]版:
Q1 ENGINEERING, BIOMEDICAL Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING

影响因子: 最新[2023版] 最新五年平均[2021-2025] 出版当年[2016版] 出版当年五年平均[2012-2016] 出版前一年[2015版] 出版后一年[2017版]

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第一作者单位: [1]The Key Laboratory of Biomedical Information Engineering of Ministry of Education, Department of Biomedical Engineering, School of Life Science and Technology, Xi’ an Jiaotong University, Xi’an, PR China [2]Laboratory of Biorheology and Medical Ultrasonics, University of Montreal Hospital Research Center, Montreal, QC, Canada
通讯作者:
通讯机构: [1]The Key Laboratory of Biomedical Information Engineering of Ministry of Education, Department of Biomedical Engineering, School of Life Science and Technology, Xi’ an Jiaotong University, Xi’an, PR China [*1]Department of Biomedical Engineering, School of LifeScience and Technology, Xi’an Jiaotong University, Xi’an 710049, PR China
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