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Accounting for Limited Detection Efficiency and Localization Precision in Cluster Analysis in Single Molecule Localization Microscopy

机译:单分子定位显微镜聚类分析中有限的检测效率和定位精度的考虑

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摘要

Single Molecule Localization Microscopy techniques like PhotoActivated Localization Microscopy, with their sub-diffraction limit spatial resolution, have been popularly used to characterize the spatial organization of membrane proteins, by means of quantitative cluster analysis. However, such quantitative studies remain challenged by the techniques’ inherent sources of errors such as a limited detection efficiency of less than 60%, due to incomplete photo-conversion, and a limited localization precision in the range of 10 – 30nm, varying across the detected molecules, mainly depending on the number of photons collected from each. We provide analytical methods to estimate the effect of these errors in cluster analysis and to correct for them. These methods, based on the Ripley’s L(r) – r or Pair Correlation Function popularly used by the community, can facilitate potentially breakthrough results in quantitative biology by providing a more accurate and precise quantification of protein spatial organization.
机译:单分子定位显微镜技术(如光激活定位显微镜)具有亚衍射极限空间分辨率,已通过定量聚类分析广泛用于表征膜蛋白的空间组织。但是,这种定量研究仍然受到该技术固有的误差来源的挑战,例如由于光转换不完全而导致的检测效率不足60%,以及在10-30 nm范围内的局限性定位精度,这些误差在整个过程中都不同。检测分子,主要取决于从每个分子收集的光子数量。我们提供分析方法来估计这些错误在聚类分析中的影响并进行纠正。这些方法基于社区普遍使用的Ripley的L(r)– r或对相关函数,可以通过对蛋白质空间组织进行更准确和精确的定量分析来促进潜在的定量生物学突破性结果。

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