Kikuchi Suzuka, Kotaka Takumi, Hanaki Yuga, Ueda Minako, Higaki Takumi
Graduate School of Sciences and Technology for Innovation, Yamaguchi University, Yamaguchi, Japan.
Faculty of Science, Kumamoto University, Kumamoto, Japan.
Plant Cell Rep. 2025 May 8;44(6):115. doi: 10.1007/s00299-025-03498-7.
Using deep learning-based image restoration, we achieved high-resolution 4D imaging with minimal photodamage, revealing distinct localization and suggesting Lifeact-RFP-labeled actin microfilaments play a role in initiating cell plate formation. Phragmoplasts are plant-specific intracellular structures composed of microtubules, actin microfilaments (AFs), membranes, and associated proteins. Importantly, they are involved in the formation and the expansion of cell plates that partition daughter cells during cell division. While previous studies have revealed the important role of cytoskeletal dynamics in the proper functioning of the phragmoplast, the localization and the role of AFs in the initial phase of cell plate formation remain controversial. Here, we used deep learning-based image restoration to achieve high-resolution 4D imaging with minimal laser-induced damage, enabling us to investigate the dynamics of AFs during the initial phase of cell plate formation in transgenic tobacco BY-2 cells labeled with Lifeact-RFP or RFP-ABD2 (actin-binding domain 2). This computational approach overcame the limitation of conventional imaging, namely laser-induced photobleaching and phototoxicity. The restored images indicated that RFP-ABD2-labeled AFs were predominantly localized near the daughter nucleus, whereas Lifeact-RFP-labeled AFs were found not only near the daughter nucleus but also around the initial cell plate. These findings, validated by imaging with a long exposure time, highlight distinct localization patterns between the two AF probes and suggest that Lifeact-RFP-labeled AFs play a role in initiating cell plate formation.
通过基于深度学习的图像恢复技术,我们实现了高分辨率的4D成像,同时将光损伤降至最低,揭示了不同的定位情况,并表明Lifeact-RFP标记的肌动蛋白微丝在启动细胞板形成中发挥作用。成膜体是植物特有的细胞内结构,由微管、肌动蛋白微丝(AFs)、膜和相关蛋白组成。重要的是,它们参与细胞分裂过程中分隔子细胞的细胞板的形成和扩展。虽然先前的研究已经揭示了细胞骨架动力学在成膜体正常功能中的重要作用,但AFs在细胞板形成初始阶段的定位和作用仍存在争议。在这里,我们使用基于深度学习的图像恢复技术,以最小的激光诱导损伤实现高分辨率的4D成像,从而能够研究在用Lifeact-RFP或RFP-ABD2(肌动蛋白结合结构域2)标记的转基因烟草BY-2细胞中,细胞板形成初始阶段AFs的动态变化。这种计算方法克服了传统成像的局限性,即激光诱导的光漂白和光毒性。恢复后的图像表明,RFP-ABD2标记的AFs主要定位于子细胞核附近,而Lifeact-RFP标记的AFs不仅存在于子细胞核附近,还存在于初始细胞板周围。这些通过长时间曝光成像验证的结果,突出了两种AF探针之间不同的定位模式,并表明Lifeact-RFP标记的AFs在启动细胞板形成中发挥作用。