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