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Image-based analysis of living mammalian cells using label-free 3D refractive index maps reveals new organelle dynamics and dry mass flux

机译:使用无标签3D折射率图的生活哺乳动物细胞的基于图像的分析揭示了新的细胞器动力学和干肿块

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Holo-tomographic microscopy (HTM) is a label-free microscopy method reporting the fine changes of a cell’s refractive indices (RIs) in three dimensions at high spatial and temporal resolution. By combining HTM with epifluorescence, we demonstrate that mammalian cellular organelles such as lipid droplets (LDs) and mitochondria show specific RI 3D patterns. To go further, we developed a computer-vision strategy using FIJI, CellProfiler3 (CP3), and custom code that allows us to use the fine images obtained by HTM in quantitative approaches. We could observe the shape and dry mass dynamics of LDs, endocytic structures, and entire cells’ division that have so far, to the best of our knowledge, been out of reach. We finally took advantage of the capacity of HTM to capture the motion of many organelles at the same time to report a multiorganelle spinning phenomenon and study its dynamic properties using pattern matching and homography analysis. This work demonstrates that HTM gives access to an uncharted field of biological dynamics and describes a unique set of simple computer-vision strategies that can be broadly used to quantify HTM images. A combination of holo-tomographic microscopy and computer vision allows the label-free observation of novel shape and dry mass dynamics of mammalian organelles such as lipid droplets and the investigation of complex organellar motion using pattern matching and homography analysis.
机译:Holo-tocographic显微镜(HTM)是一种无标记的显微镜方法,在高空间和时间分辨率下报告细胞折射率(RIS)的细细变化。通过将HTM与eBiforegence结合,我们证明哺乳动物细胞细胞器如脂液滴(LDS)和线粒体显示特定的RI 3D图案。要进一步进一步,我们开发了一种使用Fiji,CellProfiler3(CP3)和自定义代码的计算机视觉策略,并且允许我们使用HTM以定量方法获得的细图像。我们可以观察到迄今为止的LDS,内吞结构和整个细胞划分的形状和干燥质量动态,以至于我们的知识偏离遥不可及。我们终于利用了HTM的能力,同时捕获许多细胞器的运动,同时报告多功能纺纱现象,并使用模式匹配和同住分析研究其动态特性。这项工作展示了HTM可以访问未知的生物动态领域,并描述了一组独特的简单计算机视觉策略,可以广泛地用于量化HTM图像。 Holo-tocography显微镜和计算机视觉的组合允许无标记观察哺乳动物细胞器的新颖形状和干征动态,例如利用图案匹配和均等分析的复杂细胞元运动的研究。

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