Abstract
Combination of live-imaging and live-manipulation of developing embryos in vivo provides a useful tool to study developmental processes. Identification and selection of target cells for an in vivo live-manipulation are generally performed by experience- and knowledge-based decision-making of the observer. Computer-assisted live-prediction method would be an additional approach to facilitate the identification and selection of the appropriate target cells. Herein we report such a method using developing zebrafish embryos. We choose V2 neural progenitor cells in developing zebrafish embryo as their successive shape changes can be visualized in real-time in vivo. We developed a relatively simple mathematical method of describing cellular geometry of V2 cells to predict cell division-timing based on their successively changing shapes in vivo. Using quantitatively measured 4D live-imaging data, features of V2 cell-shape at each time point prior to division were extracted and a statistical model capturing the successive changes of the V2 cell-shape was developed. By applying sequential Bayesian inference method to the model, we successfully predicted division-timing of randomly selected individual V2 cells while the cell behavior was being live-imaged. This system could assist pre-selecting target cells desirable for real-time manipulation–thus, presenting a new opportunity for in vivo experimental systems.
Highlights
Real-time observation of developing embryos combined with in vivo live-manipulation provides useful opportunities for studying developmental processes[1,2,3,4,5]
We developed a real-time prediction method for division-timing of V2 neural progenitor cells (V2 cells) in developing zebrafish embryo based on their successively changing shapes. This model provides a suitable system to establish real-time prediction system based on cell-shape for the following two reasons: (1) the zebrafish line where individual V2 cells are labeled by green fluorescent protein is established[15], making it easy to follow their behavior by live-imaging techniques; (2) V2 cells undergo successive shape changes before they divide to
We report a method for predicting, in real-time, cell division-timing in living zebrafish embryos
Summary
Real-time observation of developing embryos combined with in vivo live-manipulation provides useful opportunities for studying developmental processes[1,2,3,4,5]. The target cells for an in vivo live-manipulation suitable for the specific experimental objective are generally identified and selected by the observers based on their experience and knowledge Such human skill-based approaches could be improved by the availability of a computer-assisted real-time prediction system to identify and select target cells for in vivo live-manipulation. To develop such a real-time prediction system, we chose developing zebrafish embryo as this organism provides an accessible model system for in vivo live-imaging and manipulation[3,5]. We developed a real-time prediction method for division-timing of V2 neural progenitor cells (V2 cells) in developing zebrafish embryo based on their successively changing shapes. We report a computer-assisted system that enables the real-time prediction of the division-timings of V2 cells in living zebrafish embryos, providing a new tool for studying biological processes in living organisms
Published Version
Talk to us
Join us for a 30 min session where you can share your feedback and ask us any queries you have