Fast and Long-Term Super-Resolution Imaging of Endoplasmic Reticulum Nano-structural Dynamics in Living Cells Using a Neural Network

被引:1
作者
Rahm, Johanna V. [1 ]
Balakrishnan, Ashwin [1 ]
Wehrheim, Maren [2 ,3 ]
Kaminer, Alexandra [1 ,4 ]
Glogger, Marius [5 ]
Kessler, Laurell F. [1 ]
Kaschube, Matthias [2 ,3 ]
Barth, Hans-Dieter [1 ]
Heilemann, Mike [1 ,4 ]
机构
[1] Goethe Univ Frankfurt, Inst Phys & Theoret Chem, Max von Laue Str 7, D-60438 Frankfurt, Germany
[2] Goethe Univ Frankfurt, Dept Comp Sci & Math, D-60054 Frankfurt, Germany
[3] Frankfurt Inst Adv Studies FIAS, D-60438 Frankfurt, Germany
[4] Max Planck Inst Biophys, Int Max Planck Res Sch IMPRS Cellular Biophys, Max von Laue Str 3, D-60438 Frankfurt, Germany
[5] Friedrich Alexander Univ Erlangen Nurnberg, Opt Imaging Competence Ctr, Cauerstr 3, D-91058 Erlangen, Germany
来源
SMALL SCIENCE | 2025年 / 5卷 / 01期
关键词
autophagy; denoising; image restoration; live-cell microscopy; neural networks; super-resolution microscopy; ORGANELLE; ER; MICROSCOPY; QUALITY;
D O I
10.1002/smsc.202400385
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
Stimulated emission depletion (STED) microscopy is a super-resolution technique that surpasses the diffraction limit and has contributed to the study of dynamic processes in living cells. However, high laser intensities induce fluorophore photobleaching and sample phototoxicity, limiting the number of fluorescence images obtainable from a living cell. Herein, these challenges are addressed by using ultra-low irradiation intensities and a neural network for image restoration, enabling extensive imaging of single living cells. The endoplasmic reticulum (ER) is chosen as the target structure due to its dynamic nature over short and long timescales. The reduced irradiation intensity combined with denoising permits continuous ER dynamics observation in living cells for up to 7 h with a temporal resolution of seconds. This allows for quantitative analysis of ER structural features over short (seconds) and long (hours) timescales within the same cell, and enabled fast 3D live-cell STED microscopy. Overall, the combination of ultralow irradiation with image restoration enables comprehensive analysis of organelle dynamics over extended periods in living cells.
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页数:11
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