Device Realization and Computational Instrumentation Laboratory, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA.
Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts, USA.
Ultrasound Med Biol. 2020 Jul;46(7):1769-1782. doi: 10.1016/j.ultrasmedbio.2020.03.006. Epub 2020 May 4.
Renal volume has the potential to serve as a robust biomarker for tracking the onset and progression of renal diseases and also for quantifying renal function. We propose a method to estimate renal volumes using freehand ultrasound scans at the point of care. A conventional ultrasound probe was augmented with an Intel RealSense D435 i camera. Visual inertial simultaneous localization and mapping was used to localize the probe in free space. The acquired 2-D ultrasound images, segmented by trained clinicians, were combined with the estimated poses of the probe to yield accurate volumes. The method was tested on two ex vivo sheep kidneys embedded in gelatin phantoms. Four different scanning protocols were tested: transverse linear, transverse fan, longitudinal linear and longitudinal fan. The estimated renal volumes were compared with those obtained using the water displacement method, the ellipsoidal method and computed tomography imaging. The water displacement method yielded mean volumes of 66.00 and 66.20 mL for kidneys 1 and 2, respectively (ground truth). Freehand ultrasound scans produced mean volumes of 64.08 mL (2.90% error) and 65.25 mL (1.40% error); the ellipsoidal method yielded volumes of 57.49 mL (12.90% error) and 60.15 mL (9.13% error); and computed tomography yielded a volume of 63.00 mL (4.54% error).
肾脏体积有可能成为跟踪肾脏疾病发生和进展的有力生物标志物,也可用于量化肾功能。我们提出了一种在即时护理点使用自由式超声扫描来估计肾脏体积的方法。在传统的超声探头中增加了一个英特尔 RealSense D435 i 摄像头。使用视觉惯性同时定位与地图构建来在自由空间中定位探头。由经过培训的临床医生分割的所获取的 2-D 超声图像与估计的探头姿势相结合,以生成准确的体积。该方法在两个嵌入明胶体模的离体绵羊肾脏上进行了测试。测试了四种不同的扫描方案:横向线性、横向扇形、纵向线性和纵向扇形。将估计的肾脏体积与使用水置换法、椭球法和计算机断层扫描成像获得的体积进行了比较。水置换法分别为肾脏 1 和 2 产生了 66.00 和 66.20 毫升的平均体积(真实值)。自由式超声扫描产生的平均体积分别为 64.08 毫升(2.90%误差)和 65.25 毫升(1.40%误差);椭球法产生的体积分别为 57.49 毫升(12.90%误差)和 60.15 毫升(9.13%误差);计算机断层扫描的体积为 63.00 毫升(4.54%误差)。