Department of Molecular Biology, Princeton University, Princeton, New Jersey 08544, USA.
Department of Physics and Astronomy, Purdue University, West Lafayette, Indiana 47907, USA.
Phys Rev Lett. 2020 Jul 24;125(4):048103. doi: 10.1103/PhysRevLett.125.048103.
A ubiquitous way that cells share information is by exchanging molecules. Yet, the fundamental ways that this information exchange is influenced by intracellular dynamics remain unclear. Here we use information theory to investigate a simple model of two interacting cells with internal feedback. We show that cell-to-cell molecule exchange induces a collective two-cell critical point and that the mutual information between the cells peaks at this critical point. Information can remain large far from the critical point on a manifold of cellular states but scales logarithmically with the correlation time of the system, resulting in an information-correlation time trade-off. This trade-off is strictly imposed, suggesting the correlation time as a proxy for the mutual information.
细胞共享信息的一种普遍方式是通过交换分子。然而,这种信息交换受细胞内动力学影响的基本方式仍不清楚。在这里,我们使用信息论来研究具有内部反馈的两个相互作用的细胞的简单模型。我们表明,细胞间分子交换诱导出集体的双细胞临界点,并且细胞间的互信息在这个临界点达到峰值。在细胞状态的流形上,信息在远离临界点的地方仍然很大,但与系统的相关时间呈对数关系,从而导致信息-相关时间的权衡。这种权衡是严格强加的,这意味着相关时间可以作为互信息的代理。