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Human Observer Sensitivity to Temporal Noise During B-Mode Ultrasound Scanning: Characterization and Imaging Implications. B 型超声扫描过程中人类观察者对时间噪声的敏感性:特征描述和成像影响。
IF 2.5 4区 医学 Q1 ACOUSTICS Pub Date : 2024-05-01 Epub Date: 2024-03-18 DOI: 10.1177/01617346241236160
Matthew T Huber, Katelyn M Flint, Patricia J McNally, Sarah C Ellestad, Gregg E Trahey

This work measures temporal signal-to-noise ratio (SNR) thresholds that indicate when random noise during ultrasound scanning becomes imperceptible to expert human observers. Visible noise compromises image quality and can potentially lead to non-diagnostic scans. Noise can arise from both stable acoustic sources (clutter) or randomly varying electronic sources (temporal noise). Extensive engineering effort has focused on decreasing noise in both of these categories. In this work, an observer study with five practicing sonographers was performed to assess sonographer sensitivity to temporal noise in ultrasound cine clips. Understanding the conditions where temporal noise is no longer visible during ultrasound imaging can inform engineering efforts seeking to minimize the impact this noise has on image quality. The sonographers were presented with paired temporal noise-free and noise-added simulated speckle cine clips and asked to select the noise-added clips. The degree of motion in the imaging target was found to have a significant effect on the SNR levels where noise was perceived, while changing imaging frequency had little impact. At realistic in vivo motion levels, temporal noise was not perceived in cine clips at and above 28 dB SNR. In a case study presented here, the potential of adaptive intensity adjustment based on this noise perception threshold is validated in a fetal imaging scenario. This study demonstrates how noise perception thresholds can be applied to help design or tune ultrasound systems for different imaging tasks and noise conditions.

这项工作测量的是时间信噪比(SNR)阈值,该阈值表明超声波扫描过程中的随机噪声何时变得难以被人类专业观察者察觉。可见噪声会影响图像质量,并可能导致扫描无法诊断。噪声既可能来自稳定的声源(杂波),也可能来自随机变化的电子源(时间噪声)。大量的工程工作都集中在降低这两类噪声上。在这项工作中,对五名执业超声技师进行了观察研究,以评估超声技师对超声胶片中时间噪声的敏感性。了解在超声成像过程中时间噪声不再可见的条件,可为工程设计提供参考,从而最大限度地减少噪声对图像质量的影响。向超声技师展示成对的无时间噪声和有噪声的模拟斑点成像片段,并要求他们选择有噪声的片段。结果发现,成像目标的运动程度对感受到噪声的信噪比水平有显著影响,而改变成像频率则影响不大。在真实的活体运动水平下,信噪比在 28 分贝及以上的电影片段不会出现时间噪声。在本文介绍的案例研究中,基于噪声感知阈值的自适应强度调整潜力在胎儿成像场景中得到了验证。这项研究展示了如何应用噪声感知阈值来帮助设计或调整超声系统,以适应不同的成像任务和噪声条件。
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引用次数: 0
Element Position Calibration for Matrix Array Transducers with Multiple Disjoint Piezoelectric Panels. 带有多个不相连压电板的矩阵阵列传感器的元件位置校准。
IF 2.5 4区 医学 Q1 ACOUSTICS Pub Date : 2024-05-01 Epub Date: 2024-02-09 DOI: 10.1177/01617346241227900
Jacob R McCall, Arthur Chavignon, Olivier Couture, Paul A Dayton, Gianmarco F Pinton

Two-dimensional ultrasound transducers enable the acquisition of fully volumetric data that have been demonstrated to provide greater diagnostic information in the clinical setting and are a critical tool for emerging ultrasound methods, such as super-resolution and functional imaging. This technology, however, is not without its limitations. Due to increased fabrication complexity, some matrix probes with disjoint piezoelectric panels may require initial calibration. In this manuscript, two methods for calibrating the element positions of the Vermon 1024-channel 8 MHz matrix transducer are detailed. This calibration is a necessary step for acquiring high resolution B-mode images while minimizing transducer-based image degradation. This calibration is also necessary for eliminating vessel-doubling artifacts in super-resolution images and increasing the overall signal-to-noise ratio (SNR) of the image. Here, we show that the shape of the point spread function (PSF) can be significantly improved and PSF-doubling artifacts can be reduced by up to 10 dB via this simple calibration procedure.

二维超声换能器可获取全容积数据,已被证明可在临床环境中提供更多诊断信息,是超分辨率和功能成像等新兴超声方法的重要工具。不过,这项技术也并非没有局限性。由于制造复杂性增加,一些带有不连续压电板的矩阵探头可能需要进行初始校准。本手稿详细介绍了校准 Vermon 1024 通道 8 MHz 矩阵传感器元件位置的两种方法。校准是获取高分辨率 B 型图像的必要步骤,同时可将基于换能器的图像劣化降到最低。这种校准对于消除超分辨率图像中的血管加倍伪影和提高图像的整体信噪比(SNR)也是必要的。在这里,我们展示了通过这种简单的校准程序,点扩散函数(PSF)的形状可以得到显著改善,PSF 倍增伪影可以减少多达 10 dB。
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引用次数: 0
Demonstration Study of Reflector-Based Volumetric Speed-of-Sound Imaging With Linear Ultrasound Arrays 基于反射器的线性超声阵列容积声速成像演示研究
IF 2.3 4区 医学 Q1 ACOUSTICS Pub Date : 2024-04-22 DOI: 10.1177/01617346241246807
Xiaoyi Jiang, Kexin Gan, Yuxin Wang, Chao Tao, Xiaojun Liu, Jie Yuan, Zhibin Jin
Conventional B-mode ultrasound imaging has difficulty in delineating homogeneous soft tissues with similar acoustic impedances, as the reflectivity depends on the acoustic impedance at the interface. As a quantitative imaging biomarker sensitive to alteration of biomechanical properties, speed-of-sound (SoS) holds promising potential for tissue and disease differentiation such as delineation of different breast tissue types with similar acoustic impedance. Compared to two-dimensional (2D) SoS images, three-dimensional (3D) volumetric SoS images achieved through a full-angle ultrasound scan can reveal more intricate morphological structures of tissues; however, they generally require a ring transducer. In this study, we introduce a 3D SoS reconstruction system that utilizes hand-held linear arrays instead. This system employs a passive reflector positioned opposite the linear arrays, serving as an echogenic reference for time-of-flight (ToF) measurements, and a high-definition camera to track the location corresponding to each group of transmit-receive data. To merge these two streams of ToF measurements and location tracking, a voxel-based reconstruction algorithm is implemented. Experimental results with gelatin phantom and ex vivo tissue have demonstrated the stability of our proposed method. Moreover, the results underscore the potential of this system as a complementary diagnostic modality, particularly in the context of diseases such as breast cancer.
传统的 B 型超声成像难以划分具有相似声阻抗的均质软组织,因为反射率取决于界面的声阻抗。声速(SoS)作为一种对生物力学特性改变敏感的定量成像生物标志物,在组织和疾病分化方面具有广阔的应用前景,例如可以划分出具有相似声阻抗的不同乳腺组织类型。与二维(2D)声速图像相比,通过全角度超声扫描获得的三维(3D)容积声速图像能揭示更复杂的组织形态结构,但通常需要一个环形换能器。在本研究中,我们介绍了一种利用手持式线性阵列的三维 SoS 重建系统。该系统在线性阵列的对面安装了一个无源反射器,作为飞行时间(ToF)测量的回声参考,并使用高清摄像头跟踪每组发射-接收数据对应的位置。为了合并这两组 ToF 测量数据和位置跟踪数据,采用了基于体素的重建算法。明胶模型和体外组织的实验结果表明,我们提出的方法非常稳定。此外,实验结果还强调了该系统作为辅助诊断方式的潜力,尤其是在乳腺癌等疾病方面。
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引用次数: 0
Pulmonary Transit Time Assessment by CEUS in Healthy Rabbits: Feasibility, and the Effects of UCAs Dilution Concentration 用 CEUS 评估健康兔子的肺通气时间:可行性和 UCAs 稀释浓度的影响
IF 2.3 4区 医学 Q1 ACOUSTICS Pub Date : 2024-04-16 DOI: 10.1177/01617346241246169
Song Kang, Jianfeng Chen, He Zhang, Guangyin Li, Yingying Liu, Xue Mei, Binyang Zhu, Xin Ai, Shuangquan Jiang
To evaluate the inter-observer variability and the intra-observer repeatability of pulmonary transit time (PTT) measurement using contrast-enhanced ultrasound (CEUS) in healthy rabbits, and assess the effects of dilution concentration of ultrasound contrast agents (UCAs) on PTT. Thirteen healthy rabbits were selected, and five concentrations UCAs of 1:200, 1:100, 1:50, 1:10, and 1:1 were injected into the right ear vein. Five digital loops were obtained from the apical 4-chamber view. Four sonographers obtained PTT by plotting the TIC of right atrium (RA) and left atrium (LA) at two time points (T1 and T2). The frame counts of the first appearance of UCAs in RA and LA had excellent inter-observer agreement, with intra-class correlations (ICC) of 0.996, 0.988, respectively. The agreement of PTT among four observers was all good at five different concentrations, with an ICC of 0.758–0.873. The reproducibility of PTT obtained by four observers at T1 and T2 was performed well, with ICC of 0.888–0.961. The median inter-observer variability across 13 rabbits was 6.5% and the median variability within 14 days for 4 observers was 1.9%, 1.7%, 2.2%, 1.9%, respectively; The PTT of 13 healthy rabbits is 1.01 ± 0.18 second. The difference of PTT between five concentrations is statistically significant. The PTT obtained by a concentration of 1:200 and 1:100 were higher than that of 1:1, while there were no significantly differences in PTT of a concentration of 1:1, 1:10, and 1:50. PTT measured by CEUS in rabbits is feasible, with excellent inter-observer and intra-observer reliability and reproducibility, and dilution concentration of UCAs influences PTT results.
目的:评估健康兔子使用造影剂增强超声(CEUS)测量肺转运时间(PTT)的观察者间变异性和观察者内重复性,并评估超声造影剂(UCA)稀释浓度对PTT的影响。选取 13 只健康兔子,将 1:200、1:100、1:50、1:10 和 1:1 五种浓度的 UCA 注入右耳静脉。从心尖四腔切面获取五个数字环。四名超声技师通过绘制右心房(RA)和左心房(LA)在两个时间点(T1 和 T2)的 TIC 图来获取 PTT。RA 和 LA 首次出现 UCA 的帧计数在观察者之间具有极好的一致性,类内相关性(ICC)分别为 0.996 和 0.988。在五种不同浓度下,四位观察者的 PTT 一致性都很好,ICC 为 0.758-0.873。四位观察者在 T1 和 T2 阶段获得的 PTT 重现性良好,ICC 为 0.888-0.961。13 只兔子的观察者间变异性中位数为 6.5%,4 名观察者在 14 天内的变异性中位数分别为 1.9%、1.7%、2.2% 和 1.9%;13 只健康兔子的 PTT 为 1.01 ± 0.18 秒。五种浓度之间的 PTT 差异具有统计学意义。浓度为 1:200 和 1:100 的 PTT 均高于 1:1 的 PTT,而浓度为 1:1、1:10 和 1:50 的 PTT 无明显差异。用 CEUS 测量家兔的 PTT 是可行的,具有良好的观察者间和观察者内可靠性和再现性,UCA 的稀释浓度会影响 PTT 结果。
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引用次数: 0
IMU-Assisted Manual 3D-Ultrasound Imaging Using Motion-Constrained Swept-Fan Scans 利用运动受限的扫扇扫描进行 IMU 辅助手动三维超声成像
IF 2.3 4区 医学 Q1 ACOUSTICS Pub Date : 2024-04-10 DOI: 10.1177/01617346241242718
Aparna Harindranath, Komal Shah, Dhinagaran Devadass, Arun George, Kajoli Banerjee Krishnan, Manish Arora
Three-dimensional (3D) ultrasonic imaging can enable post-facto plane of interest selection. It can be performed with devices such as wobbler probes, matrix probes, and sensor-based probes. Ultrasound systems that support 3D-imaging are expensive with added hardware complexity compared to 2D-imaging systems. An inertial measurement unit (IMU) can potentially be used for 3D-imaging by using it to track the motion of a one-dimensional array probe and constraining its motion in one degree of freedom (1-DoF) rotation (swept-fan). This work demonstrates the feasibility of an affordable IMU-assisted manual 3D-ultrasound scanner (IAM3US). A consumer-grade IMU-assisted 3D scanner prototype is designed with two support structures for swept-fan. After proper IMU calibration, an appropriate KF-based algorithm estimates the probe orientation during the swept-fan. An improved scanline-based reconstruction method is used for volume reconstruction. The evaluation of the IAM3US system is done by imaging a tennis ball filled with water and the head region of a fetal phantom. From fetal phantom reconstructed volumes, suitable 2D planes are extracted for biparietal diameter (BPD) manual measurements. Later, in-vivo data is collected. The novel contributions of this paper are (1) the application of a recently proposed algorithm for orientation estimation of swept-fan for 3D imaging, chosen based on the noise characteristics of selected consumer grade IMU (2) assessment of the quality of the 1-DoF swept-fan scan with a deflection detector along with monitoring of maximum angular rate during the scan and (3) two probe holder designs to aid the operator in performing the 1-DoF rotational motion and (4) end-to-end 3D-imaging system-integration. Phantom studies and preliminary in-vivo obstetric scans performed on two patients illustrate the usability of the system for diagnosis purposes.
三维(3D)超声波成像可实现感兴趣平面的事后选择。三维超声波成像可通过摆动探头、矩阵探头和基于传感器的探头等设备进行。与 2D 成像系统相比,支持 3D 成像的超声波系统价格昂贵,硬件复杂度更高。惯性测量单元(IMU)可用于跟踪一维阵列探头的运动,并将其运动限制在一自由度(1-DoF)旋转(扫扇)范围内,从而实现三维成像。这项工作证明了经济实惠的 IMU 辅助手动三维超声扫描仪(IAM3US)的可行性。我们设计了一个消费级 IMU 辅助 3D 扫描仪原型,它有两个用于扫描扇的支撑结构。在对 IMU 进行适当校准后,基于 KF 的适当算法可估算出扫描过程中探头的方向。基于扫描线的改进重建方法被用于体积重建。通过对装满水的网球和胎儿模型的头部区域进行成像,对 IAM3US 系统进行了评估。从胎儿模型重建的体积中提取合适的二维平面,用于人工测量双顶径(BPD)。随后,收集体内数据。本文的新颖之处在于:(1)应用最近提出的算法对三维成像的扫描扇面进行方位估计,该算法是根据选定的消费级 IMU 的噪声特性选择的;(2)使用偏差检测器评估 1-DoF 扫描扇面的质量,同时监测扫描过程中的最大角速率;(3)两种探头支架设计,以帮助操作员执行 1-DoF 旋转运动;以及(4)端到端三维成像系统集成。对两名患者进行的模型研究和初步体内产科扫描说明了该系统在诊断方面的可用性。
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引用次数: 0
A Model Combining Conventional Ultrasound Characteristics, Strain Elastography and Clinicopathological Features to Predict Ki-67 Expression in Small Breast Cancer. 结合常规超声波特征、应变弹性成像和临床病理特征预测小乳腺癌 Ki-67 表达的模型
IF 2.3 4区 医学 Q1 ACOUSTICS Pub Date : 2024-03-01 Epub Date: 2024-01-10 DOI: 10.1177/01617346231218933
Xuesha Xing, Huanhuan Miao, Hong Wang, Jiawei Sun, Chengwei Wu, Yichun Wang, Xianli Zhou, Hongbo Wang

To establish a predictive model incorporating conventional ultrasound, strain elastography and clinicopathological features for Ki-67 expression in small breast cancer (SBC) which defined as maximum diameter less than2 cm. In this retrospective study, 165 SBC patients from our hospital were allocated to a high Ki-67 group (n = 104) and a low Ki-67 group (n = 61). Multivariate regression analysis was performed to identify independent indicators for developing predictive models. The area under the receiver operating characteristic (AUC) curve was also determined to establish the diagnostic performance of different predictive models. The corresponding sensitivities and specificities of different models at the cutoff value were compared. Conventional ultrasound parameters (spiculated margin, absence of posterior shadowing and Adler grade 2-3), strain elastic scores and clinicopathological information (HER2 positive) were significantly correlated with high expression of Ki-67 in SBC (all p < .05). Model 2, which incorporated conventional ultrasound features and strain elastic scores, yielded good diagnostic performance (AUC = 0.774) with better sensitivity than model 1, which only incorporated ultrasound characteristics (78.85%vs. 55.77%, p = .000), with specificities of 77.05% and 62.30% (p = .035), respectively. Model 3, which incorporated conventional ultrasound, strain elastography and clinicopathological features, yielded better performance (AUC = 0.853) than model 1 (AUC = 0.694) and model 2 (AUC = 0.774), and the specificity was higher than model 1 (86.89% vs. 77.05%, p = .001). The predictive model combining conventional ultrasound, strain elastic scores and clinicopathological features could improve the predictive performance of Ki-67 expression in SBC.

建立一个预测模型,结合常规超声、应变弹性成像和临床病理特征,预测小乳腺癌(SBC)的 Ki-67 表达,小乳腺癌的定义是最大直径小于 2 厘米。在这项回顾性研究中,本院将165名SBC患者分为高Ki-67组(104人)和低Ki-67组(61人)。研究人员进行了多变量回归分析,以确定用于建立预测模型的独立指标。此外,还测定了接收者操作特征曲线下面积(AUC),以确定不同预测模型的诊断性能。比较了不同模型在临界值下的相应敏感性和特异性。常规超声参数(棘状边缘、无后方阴影和 Adler 2-3 级)、应变弹性评分和临床病理信息(HER2 阳性)与 SBC 中 Ki-67 的高表达显著相关(所有 p p = .000),特异性分别为 77.05% 和 62.30% (p = .035)。模型3结合了常规超声、应变弹性成像和临床病理特征,其性能(AUC = 0.853)优于模型1(AUC = 0.694)和模型2(AUC = 0.774),特异性也高于模型1(86.89% vs. 77.05%,p = .001)。结合常规超声、应变弹性评分和临床病理特征的预测模型可提高 Ki-67 表达在 SBC 中的预测性能。
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引用次数: 0
Volumetric B-mode ultrasound and Doppler Imaging: Automatic Tracking With One Single Camera. 体积b型超声和多普勒成像:自动跟踪与一个单一的相机。
IF 2.3 4区 医学 Q1 ACOUSTICS Pub Date : 2024-03-01 Epub Date: 2023-12-01 DOI: 10.1177/01617346231213385
Xiaoli Ma, Enxiang Shen, Jie Yuan, Li Gong, Wentao Kong, Zhibin Jin, Chao Tao, Xiaojun Liu

Vascular diseases may occur in the upper extremities, and the lesions can span the entire length of the blood vessel. One of the most popular methods to identify vascular disorders is ultrasound Doppler imaging. However, traditional two-dimensional (2D) ultrasound Doppler imaging cannot capture the entire length of a long vessel in one image. Medical professionals often have to painstakingly reconstruct three-dimensional (3D) data using 2D ultrasound images to locate the lesions, especially for large blood vessels. 3D ultrasound Doppler imaging can display the morphological structure of blood vessels and the distribution of lesions more directly, providing a more comprehensive view compared to 2D imaging. In this work, we propose a wide-range 3D volumetric ultrasound Doppler imaging system with dual modality, in which a high-definition camera is adopted to automatically track the movement of the ultrasound transducer, simultaneously capturing a corresponding sequence of 2D ultrasound Doppler images. We conducted experiments on human arms using our proposed system and separately with X-ray computerized tomography (X-CT). The comparison results prove the potential value of our proposed system in the diagnosis of arm vascular diseases.

血管疾病可发生在上肢,病变可跨越整个血管长度。超声多普勒成像是诊断血管疾病最常用的方法之一。然而,传统的二维(2D)超声多普勒成像不能在一张图像中捕获长血管的整个长度。医学专业人员经常不得不费力地利用二维超声图像重建三维(3D)数据来定位病变,特别是对于大血管。三维超声多普勒成像可以更直接地显示血管的形态结构和病变的分布,比二维成像提供更全面的视角。在这项工作中,我们提出了一种双模态的大范围三维容积超声多普勒成像系统,其中采用高清摄像机自动跟踪超声换能器的运动,同时捕获相应序列的二维超声多普勒图像。我们使用我们提出的系统和x射线计算机断层扫描(X-CT)分别对人体手臂进行了实验。对比结果证明了该系统在手臂血管疾病诊断中的潜在价值。
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引用次数: 0
The Effect of Mixing Iodinated Contrast Media and Ultrasound Contrast Agents on Subharmonic Signals. 碘化造影剂和超声造影剂混合对次谐波信号的影响。
IF 2.3 4区 医学 Q1 ACOUSTICS Pub Date : 2024-03-01 Epub Date: 2024-02-06 DOI: 10.1177/01617346241227971
Cara Esposito, Kenneth Tzan, Priscilla Machado, Flemming Forsberg, Jaydev K Dave

Subharmonic aided pressure estimation (SHAPE) is a technique that utilizes subharmonic signals from microbubble contrast agents for pressure estimation. Validation of the SHAPE technique relies on synchronous measurements of in vivo pressures using contrast microbubbles and a pressure catheter (reference standard). For the guidance and placement of pressure catheter in vivo, iodinated contrast is used with fluoroscopy. Therefore, during data acquisition for validation studies of the SHAPE technique, both contrast microbubbles and iodinated contrast are present simultaneously within the vasculature. This study aims to elucidate the effects of iodinated contrast (Visipaque, GE HealthCare) on subharmonic signal amplitude from contrast microbubbles (Definity, Lantheus Medical Imaging, Inc.). In an acrylic water tank, 0.06 mL of Definity and varied amounts of Visipaque (0.14, 0.43, 0.85, and 1.70 mL) were added to 425 mL of deionized water. Ultrasound scanning was performed with a SonixTablet scanner (BK Medical Systems) using optimized parameters for SHAPE with Definity (ftransmit/receive = 3.0/1.5 MHz; chirp down pulse). Subharmonic data was acquired and analyzed at 9 different incident acoustic outputs (n = 3). Results showed an increase in subharmonic signal amplitude from Definity microbubbles in the presence of 0.14 mL Visipaque by 2.8 ± 1.3 dB (p < .001), no change with 0.85 mL Visipaque (0.7 ± 1.2 dB; p = .09) and a decrease in subharmonic amplitude in the presence of 1.70 mL Visipaque by 1.9 ± 0.7 dB (p < .001). While statistically significant effect on subharmonic signal amplitude of Definity microbubbles was noted due to the mixture, the magnitude of the effect was minimal (~2.8 dB) and unlikely to impact in vivo SHAPE measurements.

次谐波辅助压力估算(SHAPE)是一种利用微气泡造影剂的次谐波信号进行压力估算的技术。SHAPE 技术的验证依赖于使用造影剂微气泡和压力导管(参考标准)对体内压力的同步测量。为了引导和放置体内压力导管,需要在透视下使用碘造影剂。因此,在 SHAPE 技术验证研究的数据采集过程中,造影剂微泡和碘化造影剂同时存在于血管中。本研究旨在阐明碘化造影剂(Visipaque,GE HealthCare)对造影剂微气泡(Definity,Lantheus Medical Imaging,Inc.)在丙烯酸水箱中,将 0.06 mL Definity 和不同量的 Visipaque(0.14、0.43、0.85 和 1.70 mL)加入 425 mL 去离子水中。超声扫描由 SonixTablet 扫描仪(BK 医疗系统公司)进行,使用 Definity 的 SHAPE 优化参数(发射/接收频率 = 3.0/1.5 MHz;啁啾向下脉冲)。在 9 个不同的入射声输出(n = 3)下采集并分析了次谐波数据。结果显示,在有 0.14 mL Visipaque 的情况下,Definity 微气泡的次谐波信号幅度增加了 2.8 ± 1.3 dB(p p = .09),而在有 1.70 mL Visipaque 的情况下,次谐波幅度降低了 1.9 ± 0.7 dB(p 在体内 SHAPE 测量中。
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引用次数: 0
Ultrasound-Based Radiomics for the Classification of Henoch-Schönlein Purpura Nephritis in Children. 基于超声波的放射组学用于儿童白癜风肾炎的分类。
IF 2.3 4区 医学 Q1 ACOUSTICS Pub Date : 2024-03-01 Epub Date: 2023-12-22 DOI: 10.1177/01617346231220000
Jie Chen, Zeying Wen, Xiaoqing Yang, Jie Jia, Xiaodong Zhang, Linping Pian, Ping Zhao

Henoch-Schönlein purpura nephritis (HSPN) is one of the most common kidney diseases in children. The current diagnosis and classification of HSPN depend on pathological biopsy, which is seriously limited by its invasive and high-risk nature. The aim of the study was to explore the potential of radiomics model for evaluating the histopathological classification of HSPN based on the ultrasound (US) images. A total of 440 patients with Henoch-Schönlein purpura nephritis proved by biopsy were analyzed retrospectively. They were grouped according to two histopathological categories: those without glomerular crescent formation (ISKDC grades I-II) and those with glomerular crescent formation (ISKDC grades III-V). The patients were randomly assigned to either a training cohort (n = 308) or a validation cohort (n = 132) with a ratio of 7:3. The sonologist manually drew the regions of interest (ROI) on the ultrasound images of the right kidney including the cortex and medulla. Then, the ultrasound radiomics features were extracted using the Pyradiomics package. The dimensions of radiomics features were reduced by Spearman correlation coefficients and least absolute shrinkage and selection operator (LASSO) method. Finally, three radiomics models using k-nearest neighbor (KNN), logistic regression (LR), and support vector machine (SVM) were established, respectively. The predictive performance of such classifiers was assessed with receiver operating characteristic (ROC) curve. 105 radiomics features were extracted from derived US images of each patient and 14 features were ultimately selected for the machine learning analysis. Three machine learning models including k-nearest neighbor (KNN), logistic regression (LR), and support vector machine (SVM) were established for HSPN classification. Of the three classifiers, the SVM classifier performed the best in the validation cohort [area under the curve (AUC) =0.870 (95% CI, 0.795-0.944), sensitivity = 0.706, specificity = 0.950]. The US-based radiomics had good predictive value for HSPN classification, which can be served as a noninvasive tool to evaluate the severity of renal pathology and crescentic formation in children with HSPN.

过敏性紫癜肾炎(HSPN)是儿童最常见的肾脏疾病之一。目前,HSPN 的诊断和分类依赖于病理活检,而病理活检因其侵入性和高风险性而受到严重限制。本研究旨在探索放射组学模型在基于超声(US)图像评估 HSPN 组织病理学分类方面的潜力。研究人员对 440 例经活检证实的过敏性紫癜肾炎患者进行了回顾性分析。他们按照两个组织病理学类别进行分组:无肾小球新月体形成(ISKDC I-II级)和有肾小球新月体形成(ISKDC III-V级)。患者被随机分配到训练组(308 人)或验证组(132 人),两者的比例为 7:3。超声专家在右肾的超声图像上手动绘制感兴趣区(ROI),包括皮质和髓质。然后,使用 Pyradiomics 软件包提取超声放射组学特征。利用斯皮尔曼相关系数和最小绝对缩小和选择算子(LASSO)方法缩小了放射组学特征的维数。最后,分别使用 k 近邻(KNN)、逻辑回归(LR)和支持向量机(SVM)建立了三个放射组学模型。这些分类器的预测性能通过接收者操作特征曲线(ROC)进行评估。从每位患者的衍生 US 图像中提取了 105 个放射组学特征,最终选择了 14 个特征进行机器学习分析。为 HSPN 分类建立了三种机器学习模型,包括 k 近邻(KNN)、逻辑回归(LR)和支持向量机(SVM)。在这三种分类器中,SVM分类器在验证队列中表现最佳[曲线下面积(AUC)=0.870(95% CI,0.795-0.944),灵敏度=0.706,特异性=0.950]。基于美国放射组学的 HSPN 分类具有良好的预测价值,可作为一种无创工具来评估 HSPN 儿童肾脏病理和新月体形成的严重程度。
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引用次数: 0
Corrigendum to "A Data-Driven Approach for Estimating Temperature Variations Based on B-mode Ultrasound Images and Changes in Backscattered Energy". 基于 B 型超声波图像和反向散射能量变化的温度变化估算数据驱动方法 "的更正。
IF 2.3 4区 医学 Q1 ACOUSTICS Pub Date : 2024-03-01 Epub Date: 2024-01-10 DOI: 10.1177/01617346231225016
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引用次数: 0
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Ultrasonic Imaging
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