Liver microvascular flow evaluation by texture analysis and quantitative contrast-enhanced ultrasound in pediatric chronic liver disease.

Laith R Sultan, Shyam S B Venkatakrishna, Trudy A Morgan, Morgan L Gabbert, Priscilla Machado, Corinne Wessner, Hailee Mayer, Flemming Forsberg, Sudha Anupindi
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Abstract

The liver's intricate vascular network is pivotal to its function, requiring a comprehensive understanding for improved diagnostic and treatment strategies in liver diseases. In this pilot study we explore the efficacy of contrast-enhanced ultrasound in identifying microvascular flow in pediatric chronic liver disease (CLD), highlighting the need for objective tools to gain deeper insights. We focused on two novel methods: microvasculature texture analysis and quantitative microvascular flow analysis. CEUS liver images were acquired from 8 patients with CLD related to different etiologies. These images underwent texture analysis, incorporating techniques like first-order histogram analysis, gray-level co-occurrence matrices, and run-length matrix analysis. We also employed a delta projection method to assess microvascular perfusion dynamics. For comparative purposes, liver CEUS images from four healthy individuals were also analyzed. Our texture analysis showed distinct vessel arrangement, and heterogeneity patterns with different liver diseases. For example, patients with primary sclerosing cholangitis exhibited average heterogeneity values of 1411.9. In contrast, those with biliary atresia had different echogenicity heterogeneity (1149.3). The delta projection technique further differentiated microvascular perfusion patterns across liver diseases, with each condition displaying unique perfusion index (PI) and peak enhancement (PE) values. Patients with primary sclerosing cholangitis exhibited comparable perfusion index (PI) values (3.2-3.5) and peak enhancement (PE) values (49.8-53.5). Biliary atresia cases perfusion values were (Pl of 1.3-1.7 and a PE of 40-45.4). Microvasculature texture analysis use is feasible, and with quantitative CEUS analysis, can provide valuable insights into microvascular patterns, enhancing diagnostic precision for pediatric CLD.

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通过纹理分析和定量对比增强超声评估小儿慢性肝病的肝微血管流量
肝脏的血管网络错综复杂,对其功能起着关键作用,因此需要对其进行全面了解,以改进肝病的诊断和治疗策略。在这项试验性研究中,我们探讨了对比增强超声波在识别小儿慢性肝病(CLD)微血管流动方面的功效,强调需要客观的工具来获得更深入的了解。我们重点研究了两种新方法:微血管纹理分析和微血管流量定量分析。我们采集了 8 名不同病因的 CLD 患者的 CEUS 肝脏图像。我们对这些图像进行了纹理分析,结合了一阶直方图分析、灰度级共现矩阵和运行长度矩阵分析等技术。我们还采用了三角投影法来评估微血管灌注动态。为了进行比较,我们还分析了四个健康人的肝脏 CEUS 图像。我们的纹理分析表明,不同的肝病有不同的血管排列和异质性模式。例如,原发性硬化性胆管炎患者的平均异质性值为 1411.9。相比之下,胆道闭锁患者的回声异质性则不同(1149.3)。德尔塔投影技术进一步区分了不同肝病的微血管灌注模式,每种疾病都显示出独特的灌注指数(PI)和峰值增强(PE)值。原发性硬化性胆管炎患者的灌注指数(PI)值(3.2-3.5)和峰值增强(PE)值(49.8-53.5)相当。胆道闭锁病例的灌注值为(Pl 1.3-1.7,PE 40-45.4)。微血管纹理分析的使用是可行的,配合定量CEUS分析,可为微血管模式提供有价值的见解,提高小儿CLD的诊断精确度。
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Liver microvascular flow evaluation by texture analysis and quantitative contrast-enhanced ultrasound in pediatric chronic liver disease.
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