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CeleST: Computer Vision Software for Quantitative Analysis of C. elegans Swim Behavior Reveals Novel Features of Locomotion

机译:CeleST:线虫游泳行为定量分析的计算机视觉软件揭示了运动的新功能

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摘要

In the effort to define genes and specific neuronal circuits that control behavior and plasticity, the capacity for high-precision automated analysis of behavior is essential. We report on comprehensive computer vision software for analysis of swimming locomotion of C. elegans, a simple animal model initially developed to facilitate elaboration of genetic influences on behavior. C. elegans swim test software CeleST tracks swimming of multiple animals, measures 10 novel parameters of swim behavior that can fully report dynamic changes in posture and speed, and generates data in several analysis formats, complete with statistics. Our measures of swim locomotion utilize a deformable model approach and a novel mathematical analysis of curvature maps that enable even irregular patterns and dynamic changes to be scored without need for thresholding or dropping outlier swimmers from study. Operation of CeleST is mostly automated and only requires minimal investigator interventions, such as the selection of videotaped swim trials and choice of data output format. Data can be analyzed from the level of the single animal to populations of thousands. We document how the CeleST program reveals unexpected preferences for specific swim “gaits” in wild-type C. elegans, uncovers previously unknown mutant phenotypes, efficiently tracks changes in aging populations, and distinguishes “graceful” from poor aging. The sensitivity, dynamic range, and comprehensive nature of CeleST measures elevate swim locomotion analysis to a new level of ease, economy, and detail that enables behavioral plasticity resulting from genetic, cellular, or experience manipulation to be analyzed in ways not previously possible.
机译:为了定义控制行为和可塑性的基因和特定的神经元回路,对行为进行高精度自动分析的能力至关重要。我们报告了综合计算机视觉软件,用于分析秀丽隐杆线虫的游泳运动,秀丽隐杆线虫是一种简单的动物模型,最初开发用于促进对行为的遗传影响。 C. elegans游泳测试软件CeleST可以跟踪多只动物的游泳,测量10个新颖的游泳行为参数,这些参数可以完全报告姿势和速度的动态变化,并以多种分析格式生成数据,并提供统计信息。我们的游泳运动量度采用可变形的模型方法和新颖的曲率图数学分析方法,即使不规则的模式和动态变化也能得到评分,而无需从研究中限制或丢弃异常游泳者。 CeleST的操作大部分是自动化的,只需要很少的研究人员干预,例如选择录像游泳试验和选择数据输出格式。可以分析从单只动物到成千上万的种群的数据。我们记录了CeleST程序如何揭示野生型秀丽隐杆线虫对特定游泳“步态”的出乎意料的偏好,发现先前未知的突变表型,有效跟踪衰老群体的变化以及区分“优美”与衰老的区别。 CeleST措施的灵敏性,动态范围和全面性将游泳运动分析提升到了轻松,经济和细节的新水平,从而使人们能够以以前不可能的方式来分析由遗传,细胞或经验操纵产生的行为可塑性。

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