Information theory of chemotactic agents using both spatial and temporal gradient-sensing
Abstract
Biological cells and small organisms navigate in concentration fields of signaling molecules using two fundamental gradient-sensing strategies: spatial comparison of concentrations measured at different positions on their surface, or temporal comparison of concentrations measured at different locations visited along their motion path. It is believed that size and speed dictate which gradient-sensing strategy cells choose, yet this has never been formally proven. Using information theory, we investigate the optimal gradient-sensing mechanism for an ideal chemotactic agent that combines spatial and temporal comparison. We account for physical limits of chemo-sensation: molecule counting noise at physiological concentrations, and motility noise inevitable at the micro-scale. Our simulation data collapses onto an empirical power-law that predicts an optimal weighting of information as function of motility and sensing noise, demonstrating how spatial comparison becomes more beneficial for agents that are large, slow and less persistent. This refines and quantifies the previous heuristic notion. Our idealized model assuming unlimited information processing capabilities serves as a benchmark for the chemotaxis of biological cells.
02 /Specification & Classification
Click any tag to browse matching papers- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- E. coli chemotaxis is information-limited
H. H. Mattingly, K. Kamino, … T. Emonet·bioRxiv·Feb 22, 2021
- The role of cell geometry and cell-cell communication in gradient sensing
J. Fiorentino, A. Scialdone·bioRxiv·Oct 13, 2021
- Signal processing capacity of the cellular sensory machinery regulates the accuracy of chemotaxis under complex cues
H.-r. Moon, S. Saha, … B. Han·bioRxiv·Dec 10, 2020
- Cellular memory enhances bacterial chemotactic navigation in rugged environments
A. Gosztolai, M. Barahona·bioRxiv·Feb 14, 2020
- Differential receptor activation defines the fundamental limit of chemotactic sensing
Adam Dowdell, David Jordan, Kimia Witte·bioRxiv·Dec 19, 2025
- Bacteria use spatial sensing to direct chemotaxis on surfaces
James H. R. Wheeler, Kevin R. Foster, William M. Durham·Nature MicrobiologyPeer-reviewed·Sep 2, 2024