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Information transfer through a signaling module with feedback: A perturbative approach.

Gerardo Aquino1, Martin Zapotocky2

  • 1Department of Life Sciences, Imperial College, SW7 2AZ London, UK.

Bio Systems
|August 23, 2015
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Summary

Biological cells use feedback loops in signaling pathways. This study quantifies information transfer in a feedback module, finding total information depends on activation/inactivation events, not feedback strength directly.

Keywords:
Communication channelFeedback loopInformation theoryNon-Markovian processPoisson processSignal transduction

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Area of Science:

  • Biochemistry
  • Cell Biology
  • Systems Biology

Background:

  • Cellular signaling pathways are crucial for biological functions.
  • Feedback loops are common in these pathways, regulating cellular responses.
  • Understanding information transfer through these modules is key to deciphering cellular behavior.

Purpose of the Study:

  • To analyze information transfer in a biological signaling module with biochemical feedback.
  • To quantify the rate of information gain about the input from observing the output.
  • To determine how feedback strength influences information transfer.

Main Methods:

  • Analysis of a prototypical signaling module with stochastic switching between inactive and active states.
  • Utilizing a novel perturbative approach to compute information transfer rates.
  • Deriving analytical results for information gain based on feedback and input strengths.

Main Results:

  • An explicit analytical result for information gain was obtained, valid to first order in feedback strength.
  • The information gain rate was computed as a function of input and feedback.
  • Total information gained over time depends on feedback strength solely through the number of activation/inactivation events.

Conclusions:

  • The study provides a quantitative framework for understanding information processing in biological signaling with feedback.
  • Feedback strength's influence on total information is indirect, mediated by the system's dynamic events.
  • This work contributes to the broader understanding of cellular information processing and signal transduction.