Measure Partial Liver Volumetric Variations from Paired Inspiratory-expiratory Chest CT Scans

被引:0
|
作者
Luo, Can [1 ]
Terry, James G. [2 ]
Tang, Yucheng [8 ]
Xu, Kaiwen [8 ]
Massion, Pierre P. [3 ]
Landman, Bennett A. [2 ,4 ,6 ,7 ]
Carr, J. Jeffrey [2 ,5 ,7 ,8 ]
Huo, Yuankai [1 ,8 ]
机构
[1] Vanderbilt Univ, Data Sci Inst, 221 Kirkland Hall, Nashville, TN 37235 USA
[2] Vanderbilt Univ, Med Ctr, Dept Radiol & Radiol Sci, 221 Kirkland Hall, Nashville, TN 37235 USA
[3] Vanderbilt Univ, Med Ctr, Vanderbilt Ingram Canc Ctr, Dept Med,Div Pulm & Crit Care Med, 221 Kirkland Hall, Nashville, TN 37235 USA
[4] Vanderbilt Univ, Med Ctr, Dept Biomed Informat, 221 Kirkland Hall, Nashville, TN 37235 USA
[5] Vanderbilt Univ, Med Ctr, Dept Cardiovasc Med, 221 Kirkland Hall, Nashville, TN 37235 USA
[6] Vanderbilt Univ, Dept Biomed Engn, 221 Kirkland Hall, Nashville, TN 37235 USA
[7] Vanderbilt Univ, Inst Imaging Sci, 221 Kirkland Hall, Nashville, TN 37235 USA
[8] Vanderbilt Univ, Dept Elect Engn & Comp Sci, 221 Kirkland Hall, Nashville, TN 37235 USA
来源
关键词
liver volumetric variation; liver segmentation; liver registration; cirrhosis diagnosis; FIBROSIS;
D O I
10.1117/12.2581077
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Liver stiffness is an essential clinical biomarker for diagnosing liver fibrosis and cirrhosis. In current clinical practice, elastography techniques are standard non-invasive diagnosis tools to assess stiffness of liver, using either Ultrasound (US) or magnetic resonance imaging (MRI). However, the US elastography yields approximate to 10 % failure rate and degraded performance on obese patients, while the MR elastography is costlier and less available. Compared with US and MRI, the computerized tomography (CT) imaging has not been widely used in measuring liver stiffness. In this paper, we performed a pilot study to assess if volumetric variations of liver can be captured from paired inspiratory-expiratory chest (PIEC) CT scans. To enable the assessment, we propose a Hierarchical IntraPatient Organ-specific (HIPO) registration pipeline to quantify the partial liver volumetric variations with lung pressure from a respiratory cycle. The PIEC protocol is employed since it naturally provides two paired CT scans with liver deformation from regulated respiratory motions. For the subjects whose registration results passed both an automatic quantitative quality assurance (QA) and another visual qualitative QA, 6.0% average volumetric variations of liver were measured, from inspiratory phase to expiratory phase. Future clinical validations will be required to validate the findings in this pilot study.
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页数:8
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