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首页> 外文期刊>Biomedical Optics Express >Mapping conduction velocity of early embryonic hearts with a robust fitting algorithm
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Mapping conduction velocity of early embryonic hearts with a robust fitting algorithm

机译:鲁棒拟合算法绘制早期胚胎心脏传导速度

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Cardiac conduction maturation is an important and integral component of heart development. Optical mapping with voltage-sensitive dyes allows sensitive measurements of electrophysiological signals over the entire heart. However, accurate measurements of conduction velocity during early cardiac development is typically hindered by low signal-to-noise ratio (SNR) measurements of action potentials. Here, we present a novel image processing approach based on least squares optimizations, which enables high-resolution, low-noise conduction velocity mapping of smaller tubular hearts. First, the action potential trace measured at each pixel is fit to a curve consisting of two cumulative normal distribution functions. Then, the activation time at each pixel is determined based on the fit, and the spatial gradient of activation time is determined with a two-dimensional (2D) linear fit over a square-shaped window. The size of the window is adaptively enlarged until the gradients can be determined within a preset precision. Finally, the conduction velocity is calculated based on the activation time gradient, and further corrected for three-dimensional (3D) geometry that can be obtained by optical coherence tomography (OCT). We validated the approach using published activation potential traces based on computer simulations. We further validated the method by adding artificially generated noise to the signal to simulate various SNR conditions using a curved simulated image (digital phantom) that resembles a tubular heart. This method proved to be robust, even at very low SNR conditions (SNR = 2-5). We also established an empirical equation to estimate the maximum conduction velocity that can be accurately measured under different conditions (e.g. sampling rate, SNR, and pixel size). Finally, we demonstrated high-resolution conduction velocity maps of the quail embryonic heart at a looping stage of development.
机译:心脏传导成熟是心脏发育的重要组成部分。电压敏感染料的光学作图可以对整个心脏进行电生理信号的敏感测量。但是,在心脏早期发育过程中,精确的传导速度测量通常会受到动作电位的低信噪比(SNR)测量的阻碍。在这里,我们提出了一种基于最小二乘优化的新颖图像处理方法,该方法可以对较小的管状心脏进行高分辨率,低噪声的传导速度映射。首先,将在每个像素处测得的动作电位轨迹拟合到由两个累积正态分布函数组成的曲线上。然后,基于拟合确定每个像素的激活时间,并通过在正方形窗口上的二维(2D)线性拟合确定激活时间的空间梯度。窗口的大小会自适应地放大,直到可以在预设精度内确定梯度为止。最后,基于激活时间梯度计算传导速度,并进一步针对可以通过光学相干断层扫描(OCT)获得的三维(3D)几何形状进行校正。我们使用基于计算机模拟的已发布的激活电位轨迹验证了该方法。我们通过使用类似于管状心脏的弯曲模拟图像(数字体模)向信号添加人工生成的噪声以模拟各种SNR条件,从而进一步验证了该方法。即使在非常低的SNR条件下(SNR = 2-5),该方法也被证明是可靠的。我们还建立了一个经验公式来估算可以在不同条件下(例如采样率,SNR和像素大小)准确测量的最大传导速度。最后,我们展示了在发育的循环阶段中鹌鹑胚胎心脏的高分辨率传导速度图。

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