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Estimation of arterio-venous access blood flow in hemodialysis patients using video image processing technique

机译:使用视频图像处理技术估算血液透析患者的动静脉通路血流量

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Assessment of arterio-venous fistula (AVF) blood flow (ABF) is vital in hemodialysis (HD) patients. Currently, no non-invasive and contact-free technique is available to accurately measure ABF in routine clinical practice. In this study, we developed a novel approach using video image processing (VIP) to measure the change in optic flow in the skin. We the tested the hypothesis that the change in optical flow, expressed as the change in pixels between consecutive frames, is related to ABF. We recorded AVF videos in 40 HD patients using a digital camera and processed them by VIP technique. We then compared the actual ABF as measured by routine online clearance (ABFOLC) and the amplitude (AMP) of optical flow. Technical and procedural errors rendered VIP invalid in 13 patients. In the remaining 27 patients the optical flow AMP was significantly lower in patients with low (<;900 ml/min) ABFOLC compared to patients with normal (≥900 ml/min) ABFOLC (AMP 3.4±1*103 vs 5.2±1.4 *103 [pixels], p<;0.01). In these 27 patients AMP correlated with ABFOLC (R2=0.71, p<;0.0001). While more extensive research is necessary, these preliminary results indicate the potential usefulness of the VIP technique to identify low ABF.
机译:动静脉瘘(AVF)血流(ABF)的评估对于血液透析(HD)患者至关重要。当前,在常规临床实践中,没有可用的非侵入性和无接触技术来准确测量ABF。在这项研究中,我们开发了一种使用视频图像处理(VIP)来测量皮肤光流变化的新颖方法。我们测试了以下假设:光流的变化(表示为连续帧之间的像素变化)与ABF有关。我们使用数码相机记录了40名高清患者的AVF视频,并通过VIP技术对其进行了处理。然后,我们比较了通过常规在线间隙(ABFOLC)和光流幅度(AMP)测得的实际ABF。技术和程序错误使VIP在13例患者中无效。在其余(AB)低于(<; 900 ml / min)的患者中,光流量AMP显着低于正常(≥900 ml / min)的患者(AMP 3.4±1 * 103 vs 5.2±1.4 * 103 [像素],p <; 0.01)。在这27例患者中,AMP与ABFOLC相关(R2 = 0.71,p <; 0.0001)。尽管有必要进行更广泛的研究,但这些初步结果表明VIP技术对识别低ABF的潜在有用性。

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