Department of Radiology, Stanford University School of Medicine, Stanford, CA, United States of America.
Department of Electrical Engineering, Stanford University, Stanford, CA, United States of America.
Phys Med Biol. 2022 Jan 17;67(1). doi: 10.1088/1361-6560/ac4562.
. Speed of sound has previously been demonstrated to correlate with fat concentration in the liver. However, estimating speed of sound in the liver noninvasively can be biased by the speed of sound of the tissue layers overlying the liver. Here, we demonstrate a noninvasive local speed of sound estimator, which is based on a layered media assumption, that can accurately capture the speed of sound in the liver. We validate the estimator using an obese Zucker rat model of non-alcoholic fatty liver disease and correlate the local speed of sound with liver steatosis.We estimated the local and global average speed of sound noninvasively in 4 lean Zucker rats fed a normal diet and 16 obese Zucker rats fed a high fat diet for up to 8 weeks. The ground truth speed of sound and fat concentration were measured from the excised liver using established techniques.. The noninvasive, local speed of sound estimates of the livers were similar in value to their corresponding 'ground truth' measurements, having a slope ± standard error of the regression of 0.82 ± 0.15 (= 0.74 and< 0.001). Measurement of the noninvasive global average speed of sound did not reliably capture the 'ground truth' speed of sound in the liver, having a slope of 0.35 ± 0.07 (= 0.74 and< 0.001). Decreasing local speed of sound was observed with increasing hepatic fat accumulation (approximately -1.7 m sper 1% increase in hepatic fat) and histopathology steatosis grading (approximately -10 to -13 m sper unit increase in steatosis grade). Local speed of sound estimates were highly correlated with steatosis grade, having Pearson and Spearman correlation coefficients both ranging from -0.87 to -0.78. In addition, a lobe-dependent speed of sound in the liver was observed by themeasurements, with speed of sound differences of up to 25 m s(< 0.003) observed between lobes in the liver of the same animal.The findings of this study suggest that local speed of sound estimation has the potential to be used to predict or assist in the measurement of hepatic fat concentration and that the global average speed of sound should be avoided in hepatic fat estimation due to significant bias in the speed of sound estimate.
声速先前已被证明与肝脏中的脂肪浓度相关。然而,非侵入性地估计肝脏中的声速可能会受到肝脏上方组织层的声速的影响。在这里,我们展示了一种非侵入性的局部声速估计器,该估计器基于分层介质假设,可以准确地捕获肝脏中的声速。我们使用非酒精性脂肪性肝病的肥胖 Zucker 大鼠模型验证了该估计器,并将局部声速与肝脂肪变性相关联。我们在 4 只正常饮食的瘦 Zucker 大鼠和 16 只高脂饮食的肥胖 Zucker 大鼠中进行了非侵入性的局部和整体平均声速估计,最多可达 8 周。使用既定技术从切除的肝脏中测量了声速和脂肪浓度的真实值。肝脏的非侵入性局部声速估计值与相应的“真实值”测量值相似,其回归斜率±标准误差为 0.82±0.15(=0.74,p<0.001)。测量非侵入性的整体平均声速并不可靠地捕获肝脏中的“真实”声速,其斜率为 0.35±0.07(=0.74,p<0.001)。随着肝脂肪积累的增加(肝脂肪增加约 1%时约为-1.7 m/s)和组织病理学脂肪变性分级(脂肪变性分级增加约 10-13 时约为-10-13 m/s),局部声速降低。局部声速估计值与脂肪变性分级高度相关,皮尔逊和斯皮尔曼相关系数均在-0.87 到-0.78 之间。此外,通过测量还观察到了肝脏中基于叶的声速,在同一动物的肝脏中,叶间的声速差异高达 25 m/s(<0.003)。本研究的结果表明,局部声速估计具有预测或辅助测量肝脂肪浓度的潜力,由于声速估计存在显著偏差,因此应避免使用整体平均声速进行肝脂肪估计。