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Multiparametric ultrasound imaging for the assessment of normal versus steatotic livers
Liver disease is increasing in prevalence across the globe. We present here a multiparametric ultrasound (mpUS) imaging approach for assessing nonalcoholic fatty liver disease (NALFD). This study was performed using rats (N = 21) that were fed either a control or methionine and choline deficient (MC...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7846566/ https://www.ncbi.nlm.nih.gov/pubmed/33514796 http://dx.doi.org/10.1038/s41598-021-82153-z |
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author | Basavarajappa, Lokesh Baek, Jihye Reddy, Shreya Song, Jane Tai, Haowei Rijal, Girdhari Parker, Kevin J. Hoyt, Kenneth |
author_facet | Basavarajappa, Lokesh Baek, Jihye Reddy, Shreya Song, Jane Tai, Haowei Rijal, Girdhari Parker, Kevin J. Hoyt, Kenneth |
author_sort | Basavarajappa, Lokesh |
collection | PubMed |
description | Liver disease is increasing in prevalence across the globe. We present here a multiparametric ultrasound (mpUS) imaging approach for assessing nonalcoholic fatty liver disease (NALFD). This study was performed using rats (N = 21) that were fed either a control or methionine and choline deficient (MCD) diet. A mpUS imaging approach that includes H-scan ultrasound (US), shear wave elastography, and contrast-enhanced US measurements were then performed at 0 (baseline), 2, and 6 weeks. Thereafter, animals were euthanized and livers excised for histological processing. A support vector machine (SVM) was used to find a decision plane that classifies normal and fatty liver conditions. In vivo mpUS results from control and MCD diet fed animals reveal that all mpUS measures were different at week 6 (P < 0.05). Principal component analysis (PCA) showed that the H-scan US data contributed the highest percentage to the classification among the mpUS measurements. The SVM resulted in 100% accuracy for classification of normal and high fat livers and 92% accuracy for classification of normal, low fat, and high fat livers. Histology findings found considerable steatosis in the MCD diet fed animals. This study suggests that mpUS examinations have the potential to provide a comprehensive estimation of the main components of early stage NAFLD. |
format | Online Article Text |
id | pubmed-7846566 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-78465662021-02-01 Multiparametric ultrasound imaging for the assessment of normal versus steatotic livers Basavarajappa, Lokesh Baek, Jihye Reddy, Shreya Song, Jane Tai, Haowei Rijal, Girdhari Parker, Kevin J. Hoyt, Kenneth Sci Rep Article Liver disease is increasing in prevalence across the globe. We present here a multiparametric ultrasound (mpUS) imaging approach for assessing nonalcoholic fatty liver disease (NALFD). This study was performed using rats (N = 21) that were fed either a control or methionine and choline deficient (MCD) diet. A mpUS imaging approach that includes H-scan ultrasound (US), shear wave elastography, and contrast-enhanced US measurements were then performed at 0 (baseline), 2, and 6 weeks. Thereafter, animals were euthanized and livers excised for histological processing. A support vector machine (SVM) was used to find a decision plane that classifies normal and fatty liver conditions. In vivo mpUS results from control and MCD diet fed animals reveal that all mpUS measures were different at week 6 (P < 0.05). Principal component analysis (PCA) showed that the H-scan US data contributed the highest percentage to the classification among the mpUS measurements. The SVM resulted in 100% accuracy for classification of normal and high fat livers and 92% accuracy for classification of normal, low fat, and high fat livers. Histology findings found considerable steatosis in the MCD diet fed animals. This study suggests that mpUS examinations have the potential to provide a comprehensive estimation of the main components of early stage NAFLD. Nature Publishing Group UK 2021-01-29 /pmc/articles/PMC7846566/ /pubmed/33514796 http://dx.doi.org/10.1038/s41598-021-82153-z Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Basavarajappa, Lokesh Baek, Jihye Reddy, Shreya Song, Jane Tai, Haowei Rijal, Girdhari Parker, Kevin J. Hoyt, Kenneth Multiparametric ultrasound imaging for the assessment of normal versus steatotic livers |
title | Multiparametric ultrasound imaging for the assessment of normal versus steatotic livers |
title_full | Multiparametric ultrasound imaging for the assessment of normal versus steatotic livers |
title_fullStr | Multiparametric ultrasound imaging for the assessment of normal versus steatotic livers |
title_full_unstemmed | Multiparametric ultrasound imaging for the assessment of normal versus steatotic livers |
title_short | Multiparametric ultrasound imaging for the assessment of normal versus steatotic livers |
title_sort | multiparametric ultrasound imaging for the assessment of normal versus steatotic livers |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7846566/ https://www.ncbi.nlm.nih.gov/pubmed/33514796 http://dx.doi.org/10.1038/s41598-021-82153-z |
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