2018
DOI: 10.1038/s41592-018-0072-5
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Artifact-free high-density localization microscopy analysis

Abstract: High-density analysis methods for localization microscopy increase acquisition speed but produce artifacts. We demonstrate that these artifacts can be eliminated by the combination of Haar wavelet kernel (HAWK) analysis with standard single-frame fitting. We tested the performance of this method on synthetic, fixed-cell, and live-cell data, and found that HAWK preprocessing yielded reconstructions that reflected the structure of the sample, thus enabling high-speed, artifact-free super-resolution imaging of li… Show more

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Cited by 88 publications
(103 citation statements)
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“…Certain chromatin structures could be observed for ~ 1 s, which underwent conformational changes during this period (Figure 1E). The spatial resolution at which structural elements can be observed (Materials and Methods) in time-resolved super-resolution data of chromatin was 63 ± 2 nm (Figure 1E), slightly more optimistic than the theoretical prediction (Figure 1B) ( 23 ). Thus, Deep-PALM identifies spatially heterogeneous coverage of chromatin as previously reported ( 10 , 13 , 14 , 16 , 22 ).…”
Section: Resultsmentioning
confidence: 74%
“…Certain chromatin structures could be observed for ~ 1 s, which underwent conformational changes during this period (Figure 1E). The spatial resolution at which structural elements can be observed (Materials and Methods) in time-resolved super-resolution data of chromatin was 63 ± 2 nm (Figure 1E), slightly more optimistic than the theoretical prediction (Figure 1B) ( 23 ). Thus, Deep-PALM identifies spatially heterogeneous coverage of chromatin as previously reported ( 10 , 13 , 14 , 16 , 22 ).…”
Section: Resultsmentioning
confidence: 74%
“…The 120 nm resolution of the RIM movie revealed actin filaments 214 linking two actin cores, in agreement with observations by electron microscopy ( Figure 3B). The robust 215 estimation of podosome surpassed that obtained with live-SIM (van den Dries et al, 2019;Meddens et al, 216 2016) or other computational methods (Marsh et al, 2018). Notably, the photobleaching and toxicity of RIM 217 was comparable to that of SIM ( Figure S4D) and podosome dynamics could be observed during 20 min 218 without detectable alteration of their reorganization.…”
mentioning
confidence: 89%
“…As seen in Figure 2B, RIM transverse resolution was much better 167 than that of confocal microscopy and similar to that of STED microscopy, about 120 nm (with fluorophores 168 emitting at 700 nm and a NA of 1.49). Interestingly, RIM reconstruction was free from common artefacts 169 such as the disappearance or merging of filaments (Marsh et al, 2018) and it provided the same image as 170 STED both in the dense and sparse regions of the sample. A total of 1 kW/cm², five times less than that 171 required for confocal microscopy, was delivered to the entire volume (30 µm x 30 µm field of view) in less 172 than 3 seconds.…”
mentioning
confidence: 99%
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“…This demonstrates that PA-SiR-Halo enables live-cell SMLM of intracellular targets. 38 was used to achieve imaging at high emitter densities to capture fast structural changes. b, Sum projection over the first 10 s mimicking the diffraction limited image.…”
Section: Live-cell Single-particle Tracking and Smlmmentioning
confidence: 99%