Global fitting for high-accuracy multi-channel single-molecule localization

被引:29
|
作者
Li, Yiming [1 ,2 ]
Shi, Wei [1 ]
Liu, Sheng [2 ]
Cavka, Ivana [2 ,3 ]
Wu, Yu-Le [2 ,3 ]
Matti, Ulf [2 ]
Wu, Decheng [1 ]
Koehler, Simone [2 ]
Ries, Jonas [2 ]
机构
[1] Southern Univ Sci & Technol, Dept Biomed Engn, Shenzhen 518055, Peoples R China
[2] European Mol Biol Lab Cell Biol & Biophys, D-69117 Heidelberg, Germany
[3] Fac Biosci, Collaborat Joint PhD Degree EMBL & Heidelberg Uni, Heidelberg, Germany
基金
美国国家卫生研究院; 欧洲研究理事会;
关键词
MICROSCOPY;
D O I
10.1038/s41467-022-30719-4
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Multi-channel SMLM imaging is powerful. Here the authors report globLoc, a GPU-based global fitting algorithm, to extract maximum information from multichannel single molecule data; this gives improved localisation precision for biplane and 4Pi-SMLM and colour assignment in multi-colour astigmatic SMLM. Multi-channel detection in single-molecule localization microscopy greatly increases information content for various biological applications. Here, we present globLoc, a graphics processing unit based global fitting algorithm with flexible PSF modeling and parameter sharing, to extract maximum information from multi-channel single molecule data. As signals in multi-channel data are highly correlated, globLoc links parameters such as 3D coordinates or photon counts across channels, improving localization precision and robustness. We show, both in simulations and experiments, that global fitting can substantially improve the 3D localization precision for biplane and 4Pi single-molecule localization microscopy and color assignment for ratiometric multicolor imaging.
引用
收藏
页数:11
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