Nagesh S V Setlur, Vanderbilt E, Koenigsknecht C, Pionessa D, Chivukula V K, Ionita C N, Zlotnick David M, Bednarek D R, Rudin S
Canon Stroke and Vascular Research Center, University at Buffalo.
Proc SPIE Int Soc Opt Eng. 2024 Feb;12930. doi: 10.1117/12.3006858. Epub 2024 Apr 2.
High-speed-angiography (HSA) 1000 fps imaging was successfully used previously to visualize contrast media/blood flow in neurovascular anatomies. In this work we explore its usage in cardiovascular anatomies in a swine animal model. A 5 French catheter was guided into the right coronary artery of a swine, followed by the injection of iodine contrast through a computer-controlled injector at a controlled rate of 40 (ml/min). The injection process was captured using high-speed angiography at a rate of 1000 fps. The noise in the images was reduced using a custom built machine-learning model consisting of Long Short-term memory networks. From the noise reduced images, velocity profiles of contrast/blood flow through the artery was calculated using Horn-Schunck optical flow (OF) method. From the high-speed coronary angiography (HSCA) images, the bolus of contrast could be visually tracked with ease as it traversed from the catheter tip through the artery. The imaging technique's high temporal resolution effectively minimized motion artifacts resulting from the heart's activity. The OF results of the contrast injection show velocities in the artery ranging from 20 - 40 cm/s. The results demonstrate the potential of 1000 fps HSCA in cardiovascular imaging. The combined high spatial and temporal resolution offered by this technique allows for the derivation of velocity profiles throughout the artery's structure, including regions distal and proximal to stenoses. This information can potentially be used to determine the need for stenoses treatment. Further investigations are warranted to expand our understanding of the applications of HSCA in cardiovascular research and clinical practice.
高速血管造影(HSA)1000帧/秒成像此前已成功用于可视化神经血管解剖结构中的造影剂/血流。在这项工作中,我们在猪动物模型中探索其在心血管解剖结构中的应用。将一根5法国导管插入猪的右冠状动脉,然后通过计算机控制的注射器以40(毫升/分钟)的控制速率注入碘造影剂。使用1000帧/秒的高速血管造影捕获注射过程。使用由长短期记忆网络组成的定制机器学习模型降低图像中的噪声。从降噪后的图像中,使用Horn-Schunck光流(OF)方法计算通过动脉的造影剂/血流的速度剖面。从高速冠状动脉造影(HSCA)图像中,可以轻松地目视跟踪造影剂团块从导管尖端穿过动脉的过程。该成像技术的高时间分辨率有效地最小化了心脏活动产生的运动伪影。造影剂注射的OF结果显示动脉中的速度范围为20 - 40厘米/秒。结果证明了1000帧/秒HSCA在心血管成像中的潜力。该技术提供的高空间和时间分辨率相结合,能够推导整个动脉结构的速度剖面,包括狭窄远端和近端区域。这些信息可能用于确定是否需要治疗狭窄。有必要进行进一步的研究,以扩大我们对HSCA在心血管研究和临床实践中应用的理解。