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A novel automatic method to track the body and paws of running mice in high speed video

机译:一种新的自动方法,用于追踪高速视频运行小鼠的身体和爪子

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Examining locomotion has improved our basic understanding of motor control and aided in treating motor impairment. Mice are a premier model of human disease and increasingly the model system of choice for basic neuroscience. High frame rates (higher than 150 Hz) are needed to quantify the kinematics of running mice, due to their high stride frequency (up to 10 Hz). Thus manual tracking, especially for multiple markers, becomes time-consuming and impossible for large sample sizes. Therefore, an automated method is necessary. Several methods have been used to automatically or semi-automatically track mice, including commercially available systems (Digigait [1, 2], Motorater, Noldus Catwalk [3, 4]). These systems can be typically prohibitively expensive, and may only provide information about paws during the stand phase. In research and industry approaches to tracking mice have frequently relied on shaving fur and then drawing markers on the skin for subsequent tracking raw video [5], or on the attachment of retroreflective markers, and the use of optical motion capture systems. These methods have the drawback of requiring anesthesia and multiple handlings applications of markers, and the problem of animal removing the attached markers. Here, we develop methods to track and label the body and paws directly from high speed color video, without shaving fur or attaching markers. We analyse data from the C57BL/6 mouse, because it is the most widely used strain in basic research and biomedicine.
机译:检查机置提高了我们对电机控制的基本理解,并有助于处理电机损伤。小鼠是一种人类疾病的高级模型,越来越多地是基本神经科学的选择性系统。需要高帧速率(高于150Hz)来量化运行小鼠的运动学,因为它们的高步进频率(高达10 Hz)。因此,手动跟踪,特别是对于多个标记,变得耗时,并且对于大型样本尺寸不可能。因此,需要自动化方法。几种方法已经用于自动或半自动跟踪小鼠,包括市售系统(Digigait [1,2],电动制品,Noldus Tywalk [3,4])。这些系统通常可以是昂贵的,并且可以仅在支架阶段期间提供关于爪子的信息。在研究和工业中跟踪小鼠的方法经常依赖于剃须毛皮,然后在皮肤上绘制标记,以便随后跟踪原始视频[5],或在逆向反射标记的附件上,以及光学运动捕获系统的使用。这些方法具有要求麻醉和标记的多种手动应用的缺点,以及去除附加标记的动物问题。在这里,我们开发了直接从高速彩色视频跟踪和标记身体和爪子的方法,而不会剃毛或附加标记。我们分析来自C57BL / 6鼠标的数据,因为它是基础研究和生物医学中最广泛使用的应变。

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