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SWAVE 2.0 成像技术评估胎盘弹性和黏度:胎盘介导疾病检测的潜在生物标志物。

SWAVE 2.0 Imaging of Placental Elasticity and Viscosity: Potential Biomarkers for Placenta-Mediated Disease Detection.

机构信息

Department of Electrical and Computer Engineering, University of British Columbia, Vancouver, British Columbia, Canada.

Department of Electrical and Computer Engineering, University of British Columbia, Vancouver, British Columbia, Canada.

出版信息

Ultrasound Med Biol. 2022 Dec;48(12):2486-2501. doi: 10.1016/j.ultrasmedbio.2022.08.001. Epub 2022 Sep 27.

Abstract

Pregnancy complications such as pre-eclampsia (PE) and intrauterine growth restriction (IUGR) are associated with structural and functional changes in the placenta. Different elastography techniques with an ability to assess the mechanical properties of tissue can identify and monitor the pathological state of the placenta. Currently available elastography techniques have been used with promising results to detect placenta abnormalities; however, limitations include inadequate measurement depth and safety concerns from high negative pressure pulses. Previously, we described a shear wave absolute vibro-elastography (SWAVE) method by applying external low-frequency mechanical vibrations to generate shear waves and studied 61 post-delivery clinically normal placentas to explore the feasibility of SWAVE for placental assessment and establish a measurement baseline. This next phase of the study, namely, SWAVE 2.0, improves the previous system and elasticity reconstruction by incorporating a multi-frequency acquisition system and using a 3-D local frequency estimation (LFE) method. Compared with its 2-D counterpart, the proposed system using 3-D LFE was found to reduce the bias and variance in elasticity measurements in tissue-mimicking phantoms. In the aim of investigating the potential of improved SWAVE 2.0 measurements to identify placental abnormalities, we studied 46 post-delivery placentas, including 26 diseased (16 IUGR and 10 PE) and 20 normal control placentas. By use of a 3.33-MHz motorized curved-array transducer, multi-frequency (80,100 and 120 Hz) elasticity measures were obtained with 3-D LFE, and both IUGR (15.30 ± 2.96 kPa, p = 3.35e) and PE (12.33 ± 4.88 kPa, p = 0.017) placentas were found to be significantly stiffer compared with the control placentas (8.32 ± 3.67 kPa). A linear discriminant analysis (LDA) classifier was able to classify between healthy and diseased placentas with a sensitivity, specificity and accuracy of 87%, 78% and 83% and an area under the receiver operating curve of 0.90 (95% confidence interval: 0.8-0.99). Further, the pregnancy outcome in terms of neonatal intensive care unit admission was predicted with a sensitivity, specificity and accuracy of 70%, 71%, 71%, respectively, and area under the receiver operating curve of 0.78 (confidence interval: 0.62-0.93). A viscoelastic characterization of placentas using a fractional rheological model revealed that the viscosity measures in terms of viscosity parameter n were significantly higher in IUGR (2.3 ± 0.21) and PE (2.11 ± 0.52) placentas than in normal placentas (1.45 ± 0.65). This work illustrates the potential relevance of elasticity and viscosity imaging using SWAVE 2.0 as a non-invasive technology for detection of placental abnormalities and the prediction of pregnancy outcomes.

摘要

妊娠并发症,如先兆子痫(PE)和宫内生长受限(IUGR),与胎盘的结构和功能变化有关。具有评估组织力学特性能力的不同弹性成像技术可以识别和监测胎盘的病理状态。目前可用的弹性成像技术已被用于有希望检测胎盘异常;然而,其局限性包括测量深度不足和来自高负压脉冲的安全问题。先前,我们通过应用外部低频机械振动来生成剪切波,描述了一种剪切波绝对振动弹性成像(SWAVE)方法,并研究了 61 例产后临床正常胎盘,以探讨 SWAVE 用于胎盘评估的可行性,并建立测量基线。这项研究的下一阶段,即 SWAVE 2.0,通过采用多频采集系统和使用 3-D 局部频率估计(LFE)方法改进了先前的系统和弹性重建。与二维相比,使用 3-D LFE 的拟议系统发现可以减少组织模拟体中的弹性测量中的偏差和方差。为了研究改进后的 SWAVE 2.0 测量在识别胎盘异常方面的潜在应用,我们研究了 46 例产后胎盘,包括 26 例疾病(16 例 IUGR 和 10 例 PE)和 20 例正常对照组胎盘。使用 3.33-MHz 电动曲面阵列换能器,通过 3-D LFE 获得了多频(80、100 和 120 Hz)弹性测量值,并且发现 IUGR(15.30 ± 2.96 kPa,p=3.35e)和 PE(12.33 ± 4.88 kPa,p=0.017)胎盘与对照组胎盘相比明显更硬(8.32 ± 3.67 kPa)。线性判别分析(LDA)分类器能够以 87%、78%和 83%的灵敏度、特异性和准确性对健康和患病胎盘进行分类,接收器工作曲线下面积为 0.90(95%置信区间:0.8-0.99)。此外,还根据新生儿重症监护病房入院情况预测了妊娠结局,其灵敏度、特异性和准确性分别为 70%、71%和 71%,接收器工作曲线下面积为 0.78(置信区间:0.62-0.93)。使用分数流变学模型对胎盘进行粘弹性表征表明,IUGR(2.3 ± 0.21)和 PE(2.11 ± 0.52)胎盘的粘度参数 n 的粘度测量值明显高于正常胎盘(1.45 ± 0.65)。这项工作说明了使用 SWAVE 2.0 进行弹性和粘度成像的潜在相关性,作为一种非侵入性技术,用于检测胎盘异常和预测妊娠结局。

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