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

机译:一种在高速视频中跟踪正在奔跑的老鼠的身体和爪子的新颖自动方法

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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:检查运动可以增进我们对运动控制的基本了解,并有助于治疗运动障碍。小鼠是人类疾病的主要模型,并且越来越成为基础神经科学选择的模型系统。由于它们的高步幅频率(高达10 Hz),因此需要高帧频(高于150 Hz)来量化正在运行的小鼠的运动学。因此,尤其是对于多个标记物的手动跟踪变得很耗时,并且对于大样本量来说是不可能的。因此,需要一种自动化的方法。已经使用了几种方法来自动或半自动跟踪鼠标,包括市售系统(Digigait [1,2],Motorater,Noldus Catwalk [3,4])。这些系统通常非常昂贵,并且可能仅在展台阶段提供有关爪子的信息。在研究和工业领域中,跟踪小鼠的方法经常依赖于剃毛,然后在皮肤上绘制标记以用于后续跟踪原始视频[5],或者依赖于回射标记,以及使用光学运动捕获系统。这些方法的缺点是需要麻醉和标记物的多次处理应用,以及动物去除附着的标记物的问题。在这里,我们开发了直接从高速彩色视频中跟踪和标记身体和爪子的方法,而无需剃毛或附加标记。我们分析来自C57BL / 6小鼠的数据,因为它是基础研究和生物医学中使用最广泛的菌株。

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