Area of Cell and Developmental Biology, Centro Nacional de Investigaciones Cardiovasculares Carlos III, Madrid, Spain.
Department of Signal Processing and Communication, Universidad Carlos III de Madrid, Madrid, Spain.
Nature. 2022 Jan;601(7893):415-421. doi: 10.1038/s41586-021-04263-y. Epub 2022 Jan 5.
Transcriptional and proteomic profiling of individual cells have revolutionized interpretation of biological phenomena by providing cellular landscapes of healthy and diseased tissues. These approaches, however, do not describe dynamic scenarios in which cells continuously change their biochemical properties and downstream 'behavioural' outputs. Here we used 4D live imaging to record tens to hundreds of morpho-kinetic parameters describing the dynamics of individual leukocytes at sites of active inflammation. By analysing more than 100,000 reconstructions of cell shapes and tracks over time, we obtained behavioural descriptors of individual cells and used these high-dimensional datasets to build behavioural landscapes. These landscapes recognized leukocyte identities in the inflamed skin and trachea, and uncovered a continuum of neutrophil states inside blood vessels, including a large, sessile state that was embraced by the underlying endothelium and associated with pathogenic inflammation. Behavioural screening in 24 mouse mutants identified the kinase Fgr as a driver of this pathogenic state, and interference with Fgr protected mice from inflammatory injury. Thus, behavioural landscapes report distinct properties of dynamic environments at high cellular resolution.
单细胞转录组和蛋白质组学分析通过提供健康和患病组织的细胞图谱,彻底改变了对生物学现象的解释。然而,这些方法并没有描述细胞不断改变其生化特性和下游“行为”输出的动态情况。在这里,我们使用 4D 活细胞成像技术,记录了描述活跃炎症部位单个白细胞形态动力学的数十到数百个形态动力学参数。通过分析超过 100,000 个细胞形状和轨迹的重建,我们获得了单个细胞的行为描述符,并使用这些高维数据集构建行为景观。这些景观在发炎的皮肤和气管中识别出白细胞的身份,并揭示了血管内中性粒细胞状态的连续体,包括一个大的、静止的状态,被下面的内皮细胞拥抱,并与致病性炎症有关。对 24 个小鼠突变体的行为筛选发现激酶 Fgr 是这种致病性状态的驱动因素,干扰 Fgr 可保护小鼠免受炎症损伤。因此,行为景观以高细胞分辨率报告动态环境的独特特性。