scholarly journals Fast, live-cell imaging of 15 intracellular compartments by deep learning segmentation of super-resolution data

2021 ◽  
Author(s):  
Karl Zhanghao ◽  
meiqi Li ◽  
Xingye Chen ◽  
Wenhui Liu ◽  
Yiming Wang ◽  
...  

The number of colors that can be used in fluorescence microscopy to image the live-cell anatomy and organelles' interactions is far less than the number of intracellular organelles and compartments. Here, we report that deep convolutional neuronal networks can predict 15 subcellular structures from super-resolution spinning-disk microscopy images using only one dye, one laser excitation, and two detection channels. Comparing to the colocalization images, this method achieves pixel accuracies of over 91.7%, which not only bypasses the fundamental limitation of multi-color imaging but also accelerates the imaging speed by more than one order of magnitude.

2017 ◽  
Vol 67 (2) ◽  
pp. 282-293.e7 ◽  
Author(s):  
Tadasu Nozaki ◽  
Ryosuke Imai ◽  
Mai Tanbo ◽  
Ryosuke Nagashima ◽  
Sachiko Tamura ◽  
...  

eLife ◽  
2019 ◽  
Vol 8 ◽  
Author(s):  
Andrea Cuentas-Condori ◽  
Ben Mulcahy ◽  
Siwei He ◽  
Sierra Palumbos ◽  
Mei Zhen ◽  
...  

Dendritic spines are specialized postsynaptic structures that transduce presynaptic signals, are regulated by neural activity and correlated with learning and memory. Most studies of spine function have focused on the mammalian nervous system. However, spine-like protrusions have been reported in C. elegans (Philbrook et al., 2018), suggesting that the experimental advantages of smaller model organisms could be exploited to study the biology of dendritic spines. Here, we used super-resolution microscopy, electron microscopy, live-cell imaging and genetics to show that C. elegans motor neurons have functional dendritic spines that: (1) are structurally defined by a dynamic actin cytoskeleton; (2) appose presynaptic dense projections; (3) localize ER and ribosomes; (4) display calcium transients triggered by presynaptic activity and propagated by internal Ca++ stores; (5) respond to activity-dependent signals that regulate spine density. These studies provide a solid foundation for a new experimental paradigm that exploits the power of C. elegans genetics and live-cell imaging for fundamental studies of dendritic spine morphogenesis and function.


ACS Nano ◽  
2018 ◽  
Vol 12 (6) ◽  
pp. 5741-5752 ◽  
Author(s):  
Bo Zhi ◽  
Yi Cui ◽  
Shengyang Wang ◽  
Benjamin P. Frank ◽  
Denise N. Williams ◽  
...  

2020 ◽  
Vol 98 (5) ◽  
pp. 612-623
Author(s):  
Adam Tepperman ◽  
David Jiao Zheng ◽  
Maria Abou Taka ◽  
Angela Vrieze ◽  
Austin Le Lam ◽  
...  

Using multiple imaging modalities while performing independent experiments in parallel can greatly enhance the throughput of microscopy-based research, but requires the provision of appropriate experimental conditions in a format that meets the optical requirements of the microscope. Although customized imaging chambers can meet these challenges, the difficulty of manufacturing custom chambers and the relatively high cost and design inflexibility of commercial chambers has limited the adoption of this approach. Herein, we demonstrate the use of 3D printing to produce inexpensive, customized, live-cell imaging chambers that are compatible with a range of imaging modalities, including super-resolution microscopy. In this approach, biocompatible plastics are used to print imaging chambers designed to meet the specific needs of an experiment, followed by adhesion of the printed chamber to a glass coverslip, producing a chamber that is impermeant to liquids and that supports the growth and imaging of cells over multiple days. This approach can also be used to produce moulds for casting microfluidic devices made of polydimethylsiloxane. The utility of these chambers is demonstrated using designs for multiplex microscopy, imaging under shear, chemotaxis, and general cellular imaging. Together, this approach represents an inexpensive yet highly customizable approach for producing imaging chambers that are compatible with modern microscopy techniques.


2020 ◽  
Vol 13 (4) ◽  
pp. 045002
Author(s):  
Tomu Suzuki ◽  
Shinji Kajimoto ◽  
Narufumi Kitamura ◽  
Mayumi Takano-Kasuya ◽  
Naoko Furusawa ◽  
...  

2021 ◽  
Vol 9 ◽  
Author(s):  
Tianyu Zhao ◽  
Zhaojun Wang ◽  
Tongsheng Chen ◽  
Ming Lei ◽  
Baoli Yao ◽  
...  

Super-resolution microscopy surpasses the diffraction limit to enable the observation of the fine details in sub-cellular structures and their dynamics in diverse biological processes within living cells. Structured illumination microscopy (SIM) uses a relatively low illumination light power compared with other super-resolution microscopies and has great potential to meet the demands of live-cell imaging. However, the imaging acquisition and reconstruction speeds limit its further applications. In this article, recent developments all targeted at improving the overall speed of SIM are reviewed. These comprise both hardware and software improvements, which include a reduction in the number of raw images, GPU acceleration, deep learning and the spatial domain reconstruction. We also discuss the application of these developments in live-cell imaging.


Author(s):  
Matteo Boninsegna ◽  
Nikhil Jayakumar ◽  
Firehun Tsige Dullo ◽  
Peter A. G. McCourt ◽  
Thomas Huser ◽  
...  

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