首页> 外文OA文献 >An automated image analysis framework for segmentation and division plane detection of single live Staphylococcus aureus cells which can operate at millisecond sampling time scales using bespoke Slimfield microscopy
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An automated image analysis framework for segmentation and division plane detection of single live Staphylococcus aureus cells which can operate at millisecond sampling time scales using bespoke Slimfield microscopy

机译:一种自动图像分析框架,用于分割和分割平面检测单个活金黄色葡萄球菌细胞,可使用定制的slimfield显微镜在毫秒采样时间尺度下操作

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摘要

Staphylococcus aureus is an important pathogen, giving rise to antimicrobial resistance in cell strains such as Methicillin Resistant S. aureus (MRSA). Here we report an image analysis framework for automated detection and image segmentation of cells in S. aureus cell clusters, and explicit identification of their cell division planes. We use a new combination of several existing analytical tools of image analysis to detect cellular and subcellular morphological features relevant to cell division from millisecond time scale sampled images of live pathogens at a detection precision of single molecules. We demonstrate this approach using a fluorescent reporter GFP fused to the protein EzrA that localises to a mid-cell plane during division and is involved in regulation of cell size and division. This image analysis framework presents a valuable platform from which to study candidate new antimicrobials which target the cell division machinery, but may also have more general application in detecting morphologically complex structures of fluorescently labelled proteins present in clusters of other types of cells.
机译:金黄色葡萄球菌是重要的病原体,在诸如耐甲氧西林的金黄色葡萄球菌(MRSA)等细胞株中产生了抗药性。在这里,我们报告一个图像分析框架,用于金黄色葡萄球菌细胞簇中细胞的自动检测和图像分割,以及它们的细胞分裂平面的明确识别。我们使用图像分析的几种现有分析工具的新组合,以单分子的检测精度,从毫秒级时间尺度的活病原体采样图像中检测与细胞分裂相关的细胞和亚细胞形态学特征。我们展示了使用融合到蛋白质EzrA的荧光报告基因GFP的这种方法,该蛋白在分裂过程中定位于中层细胞平面,并参与细胞大小和分裂的调控。该图像分析框架提供了一个有价值的平台,从中可以研究靶向细胞分裂机制的候选新型抗微生物剂,但在检测其他类型细胞簇中存在的荧光标记蛋白的形态复杂结构方面,也可能具有更广泛的应用。

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