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A Microfluidic Device for Quantifying Bacterial Chemotaxis in Stable Concentration Gradients
Published on: April 19, 2010
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Free energy of a chemotactic model with nonlinear diffusion
1Department of Physics, Pukyong National University, Busan, 48513, Korea. seungki@pknu.ac.kr.
Scientific Reports
|August 23, 2017
Summary
This study explores a modified Patlak-Keller-Segel model for organism aggregation. Aggregation occurs when chemical interaction strength surpasses diffusion, transitioning abruptly yet continuously.
Area of Science:
- Mathematical Biology
- Biophysics
- Chemical Ecology
Background:
- The Patlak-Keller-Segel equation models chemotaxis and self-organized aggregation.
- Chemotaxis describes how organisms move towards or away from chemical signals.
- Understanding aggregation dynamics is crucial in ecology and developmental biology.
Purpose of the Study:
- To investigate a variant of the Patlak-Keller-Segel model with organism-exerted pressure.
- To identify conditions favoring self-organized aggregation in this modified model.
- To analyze the transition dynamics from a homogeneous state to aggregation.
Main Methods:
- Derivation of a Lyapunov functional (free energy) from a modified Patlak-Keller-Segel system.
- Minimization of the free energy using Monte Carlo simulations.
- Analysis of radially symmetric solutions on a two-dimensional disc.
Main Results:
- A threshold for relative interaction strength was identified for aggregation to occur.
- Chemical interaction and diffusion were found to compete, influencing aggregation.
- The transition to aggregation was characterized as abrupt yet continuous.
Conclusions:
- The modified model provides insights into self-organized aggregation driven by chemical signals and organism pressure.
- The free-energy landscape analysis reveals the nature of the aggregation transition.
- This work contributes to understanding collective behaviors in biological systems.
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