Hepatic Steatosis Assessment Using Quantitative Ultrasound Parametric Imaging Based on Backscatter Envelope Statistics
Hepatic steatosis is a key manifestation of non-alcoholic fatty liver disease (NAFLD). Early detection of hepatic steatosis is of critical importance. Currently, liver biopsy is the clinical golden standard for hepatic steatosis assessment. However, liver biopsy is invasive and associated with sampl...
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doaj-5bcc0e5f561049e2980084c72b623e0b2020-11-24T22:09:56ZengMDPI AGApplied Sciences2076-34172019-02-019466110.3390/app9040661app9040661Hepatic Steatosis Assessment Using Quantitative Ultrasound Parametric Imaging Based on Backscatter Envelope StatisticsZhuhuang Zhou0Qiyu Zhang1Weiwei Wu2Shuicai Wu3Po-Hsiang Tsui4College of Life Science and Bioengineering, Beijing University of Technology, Beijing 100124, ChinaCollege of Life Science and Bioengineering, Beijing University of Technology, Beijing 100124, ChinaCollege of Biomedical Engineering, Capital Medical University, Beijing 100054, ChinaCollege of Life Science and Bioengineering, Beijing University of Technology, Beijing 100124, ChinaDepartment of Medical Imaging and Radiological Sciences, College of Medicine, Chang Gung University, Taoyuan 33302, TaiwanHepatic steatosis is a key manifestation of non-alcoholic fatty liver disease (NAFLD). Early detection of hepatic steatosis is of critical importance. Currently, liver biopsy is the clinical golden standard for hepatic steatosis assessment. However, liver biopsy is invasive and associated with sampling errors. Ultrasound has been recommended as a first-line diagnostic test for the management of NAFLD. However, B-mode ultrasound is qualitative and can be affected by factors including image post-processing parameters. Quantitative ultrasound (QUS) aims to extract quantified acoustic parameters from the ultrasound backscattered signals for ultrasound tissue characterization and can be a complement to conventional B-mode ultrasound. QUS envelope statistics techniques, both statistical model-based and non-model-based, have shown potential for hepatic steatosis characterization. However, a state-of-the-art review of hepatic steatosis assessment using envelope statistics techniques is still lacking. In this paper, envelope statistics-based QUS parametric imaging techniques for characterizing hepatic steatosis are reviewed and discussed. The reviewed ultrasound envelope statistics parametric imaging techniques include acoustic structure quantification imaging, ultrasound Nakagami imaging, homodyned-K imaging, kurtosis imaging, and entropy imaging. Future developments are suggested.https://www.mdpi.com/2076-3417/9/4/661hepatic steatosisnoninvasive assessmentquantitative ultrasoundparametric imagingenvelope statisticsultrasound tissue characterization |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Zhuhuang Zhou Qiyu Zhang Weiwei Wu Shuicai Wu Po-Hsiang Tsui |
spellingShingle |
Zhuhuang Zhou Qiyu Zhang Weiwei Wu Shuicai Wu Po-Hsiang Tsui Hepatic Steatosis Assessment Using Quantitative Ultrasound Parametric Imaging Based on Backscatter Envelope Statistics Applied Sciences hepatic steatosis noninvasive assessment quantitative ultrasound parametric imaging envelope statistics ultrasound tissue characterization |
author_facet |
Zhuhuang Zhou Qiyu Zhang Weiwei Wu Shuicai Wu Po-Hsiang Tsui |
author_sort |
Zhuhuang Zhou |
title |
Hepatic Steatosis Assessment Using Quantitative Ultrasound Parametric Imaging Based on Backscatter Envelope Statistics |
title_short |
Hepatic Steatosis Assessment Using Quantitative Ultrasound Parametric Imaging Based on Backscatter Envelope Statistics |
title_full |
Hepatic Steatosis Assessment Using Quantitative Ultrasound Parametric Imaging Based on Backscatter Envelope Statistics |
title_fullStr |
Hepatic Steatosis Assessment Using Quantitative Ultrasound Parametric Imaging Based on Backscatter Envelope Statistics |
title_full_unstemmed |
Hepatic Steatosis Assessment Using Quantitative Ultrasound Parametric Imaging Based on Backscatter Envelope Statistics |
title_sort |
hepatic steatosis assessment using quantitative ultrasound parametric imaging based on backscatter envelope statistics |
publisher |
MDPI AG |
series |
Applied Sciences |
issn |
2076-3417 |
publishDate |
2019-02-01 |
description |
Hepatic steatosis is a key manifestation of non-alcoholic fatty liver disease (NAFLD). Early detection of hepatic steatosis is of critical importance. Currently, liver biopsy is the clinical golden standard for hepatic steatosis assessment. However, liver biopsy is invasive and associated with sampling errors. Ultrasound has been recommended as a first-line diagnostic test for the management of NAFLD. However, B-mode ultrasound is qualitative and can be affected by factors including image post-processing parameters. Quantitative ultrasound (QUS) aims to extract quantified acoustic parameters from the ultrasound backscattered signals for ultrasound tissue characterization and can be a complement to conventional B-mode ultrasound. QUS envelope statistics techniques, both statistical model-based and non-model-based, have shown potential for hepatic steatosis characterization. However, a state-of-the-art review of hepatic steatosis assessment using envelope statistics techniques is still lacking. In this paper, envelope statistics-based QUS parametric imaging techniques for characterizing hepatic steatosis are reviewed and discussed. The reviewed ultrasound envelope statistics parametric imaging techniques include acoustic structure quantification imaging, ultrasound Nakagami imaging, homodyned-K imaging, kurtosis imaging, and entropy imaging. Future developments are suggested. |
topic |
hepatic steatosis noninvasive assessment quantitative ultrasound parametric imaging envelope statistics ultrasound tissue characterization |
url |
https://www.mdpi.com/2076-3417/9/4/661 |
work_keys_str_mv |
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