• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

多参数超声成像用于评估正常和脂肪变性的肝脏。

Multiparametric ultrasound imaging for the assessment of normal versus steatotic livers.

机构信息

Department of Bioengineering, University of Texas at Dallas, BSB 13.929, 800 W Campbell Rd, Richardson, TX, 75080, USA.

Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY, USA.

出版信息

Sci Rep. 2021 Jan 29;11(1):2655. doi: 10.1038/s41598-021-82153-z.

DOI:10.1038/s41598-021-82153-z
PMID:33514796
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7846566/
Abstract

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.

摘要

全球范围内,肝脏疾病的发病率正在不断上升。我们在此提出了一种多参数超声(mpUS)成像方法,用于评估非酒精性脂肪性肝病(NAFLD)。本研究使用了接受对照饮食或蛋氨酸和胆碱缺乏(MCD)饮食的大鼠(N=21)进行。然后在 0(基线)、2 和 6 周时进行包括 H 扫描超声(US)、剪切波弹性成像和对比增强 US 测量的 mpUS 成像方法。此后,对动物进行安乐死并切除肝脏进行组织学处理。支持向量机(SVM)用于找到一个决策平面,以分类正常和脂肪肝情况。来自接受对照和 MCD 饮食喂养的动物的体内 mpUS 结果表明,所有 mpUS 测量值在第 6 周时均存在差异(P<0.05)。主成分分析(PCA)表明,在 mpUS 测量中,H 扫描 US 数据对分类的贡献最大。SVM 对正常和高脂肪肝脏的分类准确率达到 100%,对正常、低脂肪和高脂肪肝脏的分类准确率达到 92%。组织学发现 MCD 饮食喂养的动物存在明显的脂肪变性。本研究表明,mpUS 检查有可能提供早期 NAFLD 主要成分的全面评估。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5144/7846566/968af5f12f2a/41598_2021_82153_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5144/7846566/4c9d0d223590/41598_2021_82153_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5144/7846566/6ee724f6d733/41598_2021_82153_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5144/7846566/1b0cf874dea9/41598_2021_82153_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5144/7846566/41d25e87d8a3/41598_2021_82153_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5144/7846566/9287ea330b0c/41598_2021_82153_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5144/7846566/510ef7d12b14/41598_2021_82153_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5144/7846566/968af5f12f2a/41598_2021_82153_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5144/7846566/4c9d0d223590/41598_2021_82153_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5144/7846566/6ee724f6d733/41598_2021_82153_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5144/7846566/1b0cf874dea9/41598_2021_82153_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5144/7846566/41d25e87d8a3/41598_2021_82153_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5144/7846566/9287ea330b0c/41598_2021_82153_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5144/7846566/510ef7d12b14/41598_2021_82153_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5144/7846566/968af5f12f2a/41598_2021_82153_Fig7_HTML.jpg

相似文献

1
Multiparametric ultrasound imaging for the assessment of normal versus steatotic livers.多参数超声成像用于评估正常和脂肪变性的肝脏。
Sci Rep. 2021 Jan 29;11(1):2655. doi: 10.1038/s41598-021-82153-z.
2
Multiparametric ultrasound imaging for early-stage steatosis: Comparison with magnetic resonance imaging-based proton density fat fraction.多参数超声成像在早期脂肪变性中的应用:与基于磁共振成像的质子密度脂肪分数的比较。
Med Phys. 2024 Feb;51(2):1313-1325. doi: 10.1002/mp.16648. Epub 2023 Jul 28.
3
Relationship between liver tissue stiffness and histopathological findings analyzed by shear wave elastography and compression testing in rats with non-alcoholic steatohepatitis.非酒精性脂肪性肝炎大鼠中通过剪切波弹性成像和压缩试验分析肝组织硬度与组织病理学结果之间的关系
J Med Ultrason (2001). 2016 Jul;43(3):355-60. doi: 10.1007/s10396-016-0698-9. Epub 2016 Jan 28.
4
Simultaneous imaging of ultrasonic relative backscatter and attenuation coefficients for quantitative liver steatosis assessment.超声相对背向散射和衰减系数的同步成像用于定量肝脂肪变性评估。
Sci Rep. 2023 Jun 1;13(1):8898. doi: 10.1038/s41598-023-33964-9.
5
Clusters of Ultrasound Scattering Parameters for the Classification of Steatotic and Normal Livers.簇状超声散射参数用于肝脂肪变性和正常肝脏的分类。
Ultrasound Med Biol. 2021 Oct;47(10):3014-3027. doi: 10.1016/j.ultrasmedbio.2021.06.010. Epub 2021 Jul 24.
6
Effects of Nonalcoholic Fatty Liver Disease on Hepatic CYP2B1 and in Vivo Bupropion Disposition in Rats Fed a High-Fat or Methionine/Choline-Deficient Diet.非酒精性脂肪性肝病对高脂或蛋氨酸/胆碱缺乏饮食喂养大鼠肝脏CYP2B1及体内安非他酮处置的影响。
J Agric Food Chem. 2016 Jul 13;64(27):5598-606. doi: 10.1021/acs.jafc.6b01663. Epub 2016 Jun 29.
7
Treatment with geraniol ameliorates methionine-choline-deficient diet-induced non-alcoholic steatohepatitis in rats.香叶醇治疗可改善蛋氨酸-胆碱缺乏饮食诱导的大鼠非酒精性脂肪性肝炎。
J Gastroenterol Hepatol. 2016 Jul;31(7):1357-65. doi: 10.1111/jgh.13272.
8
Quantitative ultrasound and machine learning for assessment of steatohepatitis in a rat model.定量超声与机器学习在大鼠模型中评估脂肪性肝炎。
Eur Radiol. 2019 May;29(5):2175-2184. doi: 10.1007/s00330-018-5915-z. Epub 2018 Dec 17.
9
Automated thermal imaging for the detection of fatty liver disease.自动化热成像技术用于检测脂肪肝疾病。
Sci Rep. 2020 Sep 23;10(1):15532. doi: 10.1038/s41598-020-72433-5.
10
Application of Ultrasound and Shear Wave Elastography Imaging in a Rat Model of NAFLD/NASH.超声及剪切波弹性成像在非酒精性脂肪性肝病/非酒精性脂肪性肝炎大鼠模型中的应用。
J Vis Exp. 2021 Apr 20(170). doi: 10.3791/62403.

引用本文的文献

1
Multiparametric ultrasound for non-invasive assessment of liver steatosis, fibrosis, and inflammation in metabolic dysfunction-associated steatotic liver disease.多参数超声用于代谢功能障碍相关脂肪性肝病中肝脂肪变性、纤维化和炎症的无创评估
World J Gastroenterol. 2025 Jul 7;31(25):105518. doi: 10.3748/wjg.v31.i25.105518.
2
Update of machine learning for ultrasound diagnosis of metabolic dysfunction-associated steatotic liver disease: a bright future for deep learning.用于代谢功能障碍相关脂肪性肝病超声诊断的机器学习进展:深度学习的光明未来。
PeerJ. 2025 Jun 30;13:e19645. doi: 10.7717/peerj.19645. eCollection 2025.
3

本文引用的文献

1
Scattering Signatures of Normal versus Abnormal Livers with Support Vector Machine Classification.支持向量机分类法分析正常肝脏与异常肝脏的散射特征。
Ultrasound Med Biol. 2020 Dec;46(12):3379-3392. doi: 10.1016/j.ultrasmedbio.2020.08.009. Epub 2020 Sep 8.
2
Reporting animal research: Explanation and elaboration for the ARRIVE guidelines 2.0.报告动物研究:ARRIVE 指南 2.0 的解释和说明。
PLoS Biol. 2020 Jul 14;18(7):e3000411. doi: 10.1371/journal.pbio.3000411. eCollection 2020 Jul.
3
Liver Shear Wave Speed and Other Quantitative Ultrasound Measures of Liver Parenchyma: Prospective Evaluation in Healthy Children and Adults.
Dual-modal Photoacoustic and Ultrasound Imaging: from preclinical to clinical applications.
双模态光声与超声成像:从临床前到临床应用
Front Photon. 2024;5. doi: 10.3389/fphot.2024.1359784. Epub 2024 Feb 26.
4
Post-contrast CT liver attenuation alone is superior to the liver-spleen difference for identifying moderate hepatic steatosis.单纯增强 CT 肝脏衰减值对于诊断中度肝脂肪变优于肝脾 CT 值差异。
Eur Radiol. 2024 Nov;34(11):7041-7052. doi: 10.1007/s00330-024-10816-2. Epub 2024 Jun 4.
5
Multiparametric ultrasound-based assessment of overt hyperthyroid diffuse thyroid disease.基于多参数超声的显性甲状腺功能亢进弥漫性甲状腺疾病评估。
Front Endocrinol (Lausanne). 2023 Dec 18;14:1300447. doi: 10.3389/fendo.2023.1300447. eCollection 2023.
6
H-Scan Discrimination for Tumor Microenvironmental Heterogeneity in Melanoma.用于黑色素瘤肿瘤微环境异质性的H扫描鉴别
Ultrasound Med Biol. 2024 Feb;50(2):268-276. doi: 10.1016/j.ultrasmedbio.2023.10.012. Epub 2023 Nov 22.
7
The Future Is Beyond Bright: The Evolving Role of Quantitative US for Fatty Liver Disease.未来一片光明:定量超声在脂肪性肝病中的作用不断演变。
Radiology. 2023 Nov;309(2):e223146. doi: 10.1148/radiol.223146.
8
Multiparametric ultrasound imaging for early-stage steatosis: Comparison with magnetic resonance imaging-based proton density fat fraction.多参数超声成像在早期脂肪变性中的应用:与基于磁共振成像的质子密度脂肪分数的比较。
Med Phys. 2024 Feb;51(2):1313-1325. doi: 10.1002/mp.16648. Epub 2023 Jul 28.
9
Simultaneous imaging of ultrasonic relative backscatter and attenuation coefficients for quantitative liver steatosis assessment.超声相对背向散射和衰减系数的同步成像用于定量肝脂肪变性评估。
Sci Rep. 2023 Jun 1;13(1):8898. doi: 10.1038/s41598-023-33964-9.
10
Improving breast cancer diagnosis by incorporating raw ultrasound parameters into machine learning.通过将原始超声参数纳入机器学习来改善乳腺癌诊断。
Mach Learn Sci Technol. 2022 Dec 1;3(4):045013. doi: 10.1088/2632-2153/ac9bcc. Epub 2022 Nov 7.
肝脏剪切波速度和其他肝脏实质定量超声测量:健康儿童和成人的前瞻性评估。
AJR Am J Roentgenol. 2020 Mar;214(3):557-565. doi: 10.2214/AJR.19.21796. Epub 2020 Jan 8.
4
The first order statistics of backscatter from the fractal branching vasculature.分形分支血管后向散射的一阶统计量。
J Acoust Soc Am. 2019 Nov;146(5):3318. doi: 10.1121/1.5132934.
5
Comparison of 2D Shear Wave Elastography, Transient Elastography, and MR Elastography for the Diagnosis of Fibrosis in Patients With Nonalcoholic Fatty Liver Disease.二维剪切波弹性成像、瞬时弹性成像和磁共振弹性成像在诊断非酒精性脂肪性肝病患者纤维化中的比较。
AJR Am J Roentgenol. 2020 Jan;214(1):W20-W26. doi: 10.2214/AJR.19.21267. Epub 2019 Nov 12.
6
Adaptive attenuation correction during H-scan ultrasound imaging using K-means clustering.基于 K-均值聚类的 H 扫描超声成像自适应衰减校正
Ultrasonics. 2020 Mar;102:105987. doi: 10.1016/j.ultras.2019.105987. Epub 2019 Aug 23.
7
Characterizing Fatty Liver in vivo in Rabbits, Using Quantitative Ultrasound.应用定量超声技术对兔体内脂肪肝进行特征分析。
Ultrasound Med Biol. 2019 Aug;45(8):2049-2062. doi: 10.1016/j.ultrasmedbio.2019.03.021. Epub 2019 May 8.
8
Quantitative Ultrasound in Ex Vivo Fibrotic Rabbit Livers.定量超声在离体纤维化兔肝中的应用。
Ultrasound Med Biol. 2019 Jul;45(7):1777-1786. doi: 10.1016/j.ultrasmedbio.2019.02.013. Epub 2019 Apr 22.
9
Attenuation of Shear Waves in Normal and Steatotic Livers.正常和脂肪变性肝脏中剪切波的衰减。
Ultrasound Med Biol. 2019 Apr;45(4):895-901. doi: 10.1016/j.ultrasmedbio.2018.12.002. Epub 2019 Jan 23.
10
Real-time H-scan ultrasound imaging using a Verasonics research scanner.使用Verasonics研究型扫描仪进行实时H扫描超声成像。
Ultrasonics. 2019 Apr;94:28-36. doi: 10.1016/j.ultras.2018.12.010. Epub 2018 Dec 20.