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Updated: Jun 6, 2026

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Analysis of Cell Differentiation, Morphogenesis, and Patterning During Chicken Embryogenesis Using the Soaked-Bead Assay
Published on: January 12, 2022
Cell differentiation can underpin the reproducibility of morphogenesis
Dominic K Devlin1,2, Austen R D Ganley1, Nobuto Takeuchi1,3,4
1School of Biological Sciences, University of Auckland, Auckland, New Zealand.
Plos Computational Biology
|June 4, 2026
Summary
Complex body shape development is reproducible. Evolved cell differentiation in computational models explains how moving cells shape tissues and stationary cells maintain them, ensuring reproducible morphogenesis.
Area of Science:
- Developmental Biology
- Computational Biology
- Evolutionary Biology
Background:
- Morphogenesis, the process of developing complex body shapes, is remarkably reproducible despite inherent biological noise.
- The underlying mechanisms coordinating multiple morphogenetic processes to achieve this reproducibility are not fully understood.
Purpose of the Study:
- To investigate how reproducibility in morphogenesis is achieved through the evolution of complex morphologies.
- To explore the role of cell behaviors and differentiation in generating reproducible developmental outcomes.
Main Methods:
- Utilized a multi-scale computational model based on the Cellular Potts Model framework.
- Evolved complex morphologies by simulating cell populations with genomes encoding gene regulatory networks and cell behaviors under selection for shape complexity.
- Analyzed simulation outcomes for reproducibility across different initial conditions.
Main Results:
- Evolved complex morphologies demonstrated significant reproducibility, even without direct selection for it.
- High reproducibility was linked to spatial segregation of mobile "shaping" cells and stationary "maintaining" cells.
- Reproducible morphologies frequently evolved cell differentiation, with progenitor cells differentiating into stationary cells at boundaries.
Conclusions:
- Cell differentiation plays a crucial role in ensuring reproducible morphogenesis, beyond its known function in producing specialized cell types.
- This finding offers new insights into the fundamental mechanisms of morphological generation and regeneration in biological systems.
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