System Division, Hamamatsu Photonics K.K., Hamamatsu City, Japan.
RIKEN Center for Biosystems Dynamics Research, Suita, Osaka, Japan.
J Microsc. 2018 Sep;271(3):266-281. doi: 10.1111/jmi.12714. Epub 2018 May 25.
Multi-emitter fitting algorithms have been developed to improve the temporal resolution of single-molecule switching nanoscopy, but the molecular density range they can analyse is narrow and the computation required is intensive, significantly limiting their practical application. Here, we propose a computationally fast method, wedged template matching (WTM), an algorithm that uses a template matching technique to localise molecules at any overlapping molecular density from sparse to ultrahigh density with subdiffraction resolution. WTM achieves the localization of overlapping molecules at densities up to 600 molecules μm with a high detection sensitivity and fast computational speed. WTM also shows localization precision comparable with that of DAOSTORM (an algorithm for high-density super-resolution microscopy), at densities up to 20 molecules μm , and better than DAOSTORM at higher molecular densities. The application of WTM to a high-density biological sample image demonstrated that it resolved protein dynamics from live cell images with subdiffraction resolution and a temporal resolution of several hundred milliseconds or less through a significant reduction in the number of camera images required for a high-density reconstruction. WTM algorithm is a computationally fast, multi-emitter fitting algorithm that can analyse over a wide range of molecular densities. The algorithm is available through the website. https://doi.org/10.17632/bf3z6xpn5j.1.
多发射器拟合算法已经被开发出来以提高单分子开关纳米显微镜的时间分辨率,但它们可以分析的分子密度范围较窄,并且需要大量的计算,这极大地限制了它们的实际应用。在这里,我们提出了一种计算速度快的方法,楔形模板匹配(WTM),这是一种使用模板匹配技术在从稀疏到超高密度的任何重叠分子密度下以亚衍射分辨率定位分子的算法。WTM 实现了在高达 600 个分子/μm 的密度下对重叠分子的定位,具有高检测灵敏度和快速的计算速度。WTM 在高达 20 个分子/μm 的密度下的定位精度与 DAOSTORM(一种用于高密度超分辨率显微镜的算法)相当,在更高的分子密度下优于 DAOSTORM。WTM 在高密度生物样本图像中的应用表明,它通过大大减少高密度重建所需的相机图像数量,以亚衍射分辨率和几百毫秒或更短的时间分辨率从活细胞图像中解析蛋白质动力学。WTM 算法是一种计算速度快、多发射器拟合算法,可以分析广泛的分子密度范围。该算法可通过网站获取。https://doi.org/10.17632/bf3z6xpn5j.1.