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Published on: September 27, 2020
Information content and optimization of self-organized developmental systems
David B Brückner1, Gašper Tkačik1
1Institute of Science and Technology Austria, AT-3400 Klosterneuburg, Austria.
This study introduces an information-theoretic measure to quantify how developmental systems reliably organize cell fates. The framework helps classify self-organizing biological systems using a common information language.
Area of Science:
- Developmental biology
- Systems biology
- Information theory
Background:
- Biological systems self-organize spatial patterns of distinct cell fates for proper function.
- Reproducibility in pattern formation requires controlling intrinsic and extrinsic fluctuations.
- A principled framework is lacking to quantify the performance of stochastic self-organizing systems.
Purpose of the Study:
- Introduce an information-theoretic measure to quantify self-organized fate specification in embryonic development.
- Provide a normative theory for developmental circuits by optimizing this measure.
- Develop a common information-theoretic language for classifying developmental systems.
Main Methods:
- Developed an information-theoretic measure for self-organized fate specification.
- Decomposed information content into positional and correlational contributions.
- Applied the measure to models of lateral inhibition, cell type proportioning, and reaction-diffusion systems.
Main Results:
- The proposed measure quantifies the total information content of cell fate patterns.
- The measure successfully decomposes information into positional and correlational components.
- Optimization of the measure provides insights into the performance of developmental circuits.
Conclusions:
- The information-theoretic framework offers a quantitative approach to understanding stochastic self-organization in development.
- This approach facilitates the classification of diverse developmental systems.
- It provides a unified language to organize signaling processes in developmental biology.
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