Faculty of Biology, Technion - Israel Institute of Technology, Haifa, Israel.
Faculty of Biology, Technion - Israel Institute of Technology, Haifa, Israel.
Cell Rep. 2024 Sep 24;43(9):114683. doi: 10.1016/j.celrep.2024.114683. Epub 2024 Aug 27.
Developmental patterns of behavior are variably organized in time and among different individuals. However, long-term behavioral diversity was previously studied using pre-defined behavioral parameters, representing a limited fraction of the full individuality structure. Here, we continuously extract ∼1.2 billion body postures of ∼2,200 single C. elegans individuals throughout their full development time to create a complete developmental atlas of stereotyped and individual-unique behavioral spaces. Unsupervised inference of low-dimensional movement modes of each single individual identifies a dynamic developmental trajectory of stereotyped behavioral spaces and exposes unique behavioral trajectories of individuals that deviate from the stereotyped patterns. Moreover, classification of behavioral spaces within tens of neuromodulatory and environmentally perturbed populations shows plasticity in the temporal structures of stereotyped behavior and individuality. These results present a comprehensive atlas of continuous behavioral dynamics across development time and a general framework for unsupervised dissection of shared and unique developmental signatures of behavior.
行为的发展模式在时间和不同个体之间是有差异的组织方式。然而,之前的长期行为多样性研究使用了预定义的行为参数,这些参数只代表了完整个体结构的一小部分。在这里,我们连续提取了大约 12 亿个身体姿势,涉及大约 2200 个单个 C. elegans 个体,贯穿它们的整个发育时间,以创建一个完整的刻板行为空间和个体独特行为空间的发育图谱。对每个个体的低维运动模式的无监督推断确定了刻板行为空间的动态发育轨迹,并揭示了偏离刻板模式的个体的独特行为轨迹。此外,对数十种神经调质和环境干扰种群内的行为空间进行分类,显示了刻板行为和个体行为的时间结构的可塑性。这些结果提供了一个跨越发育时间的连续行为动态的综合图谱,以及一个用于无监督解析行为的共享和独特发育特征的通用框架。