Romanenko Artem, Vanchurin Vitaly
Artificial Neural Computing, Weston, FL 33332, USA.
Duluth Institute for Advanced Study, Duluth, MN 55804, USA.
Entropy (Basel). 2024 Feb 27;26(3):201. doi: 10.3390/e26030201.
We developed a macroscopic description of the evolutionary dynamics by following the temporal dynamics of the total Shannon entropy of sequences, denoted by , and the average Hamming distance between them, denoted by . We argue that a biological system can persist in the so-called quasi-equilibrium state for an extended period, characterized by strong correlations between and , before undergoing a phase transition to another quasi-equilibrium state. To demonstrate the results, we conducted a statistical analysis of SARS-CoV-2 data from the United Kingdom during the period between March 2020 and December 2023. From a purely theoretical perspective, this allowed us to systematically study various types of phase transitions described by a discontinuous change in the thermodynamic parameters. From a more-practical point of view, the analysis can be used, for example, as an early warning system for pandemics.
我们通过追踪序列的总香农熵(用 表示)和它们之间的平均汉明距离(用 表示)的时间动态,开发了一种进化动力学的宏观描述。我们认为,生物系统可以在所谓的准平衡状态下持续很长一段时间,其特征是 和 之间存在强相关性,然后才会经历向另一个准平衡状态的相变。为了证明结果,我们对2020年3月至2023年12月期间英国的SARS-CoV-2数据进行了统计分析。从纯粹的理论角度来看,这使我们能够系统地研究由热力学参数的不连续变化所描述的各种类型的相变。从更实际的角度来看,该分析例如可以用作大流行的早期预警系统。