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Published on: February 23, 2018
Distinct actin microfilament localization during early cell plate formation through deep learning-based image
Suzuka Kikuchi1, Takumi Kotaka2, Yuga Hanaki3
1Graduate School of Sciences and Technology for Innovation, Yamaguchi University, Yamaguchi, Japan.
Deep learning imaging reveals actin microfilaments (AFs) are crucial for initiating plant cell plate formation. Distinct AF localization patterns suggest Lifeact-RFP-labeled AFs initiate cell plate development during cell division.
Area of Science:
- Plant cell biology
- Cytoskeletal dynamics
- Cell division
Background:
- Phragmoplasts are essential plant cell structures for cell division.
- Actin microfilaments (AFs) are involved in phragmoplast function, but their precise role in cell plate initiation is debated.
- Conventional imaging techniques face limitations due to phototoxicity and photobleaching.
Purpose of the Study:
- To investigate the localization and dynamics of AFs during the initial phase of cell plate formation.
- To overcome imaging limitations using deep learning-based image restoration.
- To clarify the role of AFs in plant cell division.
Main Methods:
- Utilized deep learning-based image restoration for high-resolution 4D imaging.
- Employing transgenic tobacco BY-2 cells expressing Lifeact-RFP or RFP-ABD2 probes for AF labeling.
- Minimized laser-induced photodamage and phototoxicity during imaging.
Main Results:
- Achieved high-resolution 4D imaging with minimal photodamage.
- Observed distinct localization patterns for RFP-ABD2 and Lifeact-RFP labeled AFs.
- Lifeact-RFP-labeled AFs were localized around the initial cell plate, in addition to near the daughter nucleus.
Conclusions:
- Deep learning imaging enables detailed study of cytoskeletal dynamics with reduced phototoxicity.
- Distinct AF localization suggests specific roles for different AF populations in cell plate formation.
- Lifeact-RFP-labeled AFs appear to play a role in initiating cell plate formation.
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