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Updated: Aug 6, 2026

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Live-cell Imaging of Migrating Cells Expressing Fluorescently-tagged Proteins in a Three-dimensional Matrix
Published on: December 22, 2011
An optogenetic smart microscopy platform reveals signaling dynamics-dependent control over collective cell migration
Harrison R Oatman1, Beena C Lad2, Long Nguyen3
1Lewis Sigler Institute, Princeton University, Princeton, NJ 08540, USA.
Cell Systems
|July 16, 2026
Summary
Researchers developed PyCLM, a Python software for automated, closed-loop optical experiments in cell biology. This tool enables real-time control of cellular responses and measurements, advancing optogenetics and biosensor applications.
Area of Science:
- Cell Biology
- Biophysics
- Systems Biology
Background:
- Optical techniques like biosensors and optogenetics are crucial for studying cell states and functions.
- Current experimental designs are often manual, limiting throughput and real-time feedback capabilities.
Purpose of the Study:
- To develop PyCLM, a Python-based software suite for automated, closed-loop all-optical experiments.
- To enable high-throughput measurement, image segmentation, and optogenetic control of thousands of cells simultaneously.
Main Methods:
- Development of PyCLM, a Python software suite integrating image segmentation, biosensor measurement, and optogenetic stimulation.
- Application of PyCLM in closed-loop feedback control on single cells and patterned stimulation of Drosophila embryos.
- Comparative analysis of single-cell versus tissue-scale optogenetic control of epithelial migration.
Main Results:
- PyCLM facilitates dynamic, closed-loop experiments for probing cell and tissue properties.
- Demonstrated feedback control on single cells and patterned signaling delivery in Drosophila embryos.
- Identified distinct roles of fast and slow receptor tyrosine kinase activity waves in directing epithelial migration.
Conclusions:
- PyCLM streamlines the setup of complex, dynamic all-optical experiments.
- The software enables real-time control of cellular states at the tissue scale.
- Findings on epithelial migration waves provide insights into developmental processes observed in vivo.
Related Concept Videos
Cell Migration
Cell migration, the process by which cells move from one location to another, is essential for the proper development and viability of organisms throughout their life. When cells are not able to migrate properly to their ordained locations, various disorders may occur. For example, disruption in cell migration causes chronic inflammatory diseases such as arthritis.
Cell Migration
Cell migration is a process by which the cells move from one location to another, playing an essential role in embryological development, repair and regeneration, immune response, and metastasis. Cells migrate in response to chemical or mechanical signals generated by specific organs or tissues. The overall mechanism includes three steps - polarization, protrusion, and release. Polarization involves the formation of a distinct cell front and rear, which determines the direction of movement.

