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自催化反应循环的动力学与共存

Kinetics and coexistence of autocatalytic reaction cycles.

作者信息

Könnyű Balázs, Szathmáry Eörs, Czárán Tamás, Szilágyi András

机构信息

Institute of Evolution, HUN-REN Centre for Ecological Research, Konkoly-Thege Miklós út 29-33, Budapest, 1121, Hungary.

Center for Conceptual Foundations of Science, Parmenides Foundation, Hindenburgstr. 15., 82343, Pöcking, Germany.

出版信息

Sci Rep. 2024 Aug 8;14(1):18441. doi: 10.1038/s41598-024-69267-w.

Abstract

Biological reproduction rests ultimately on chemical autocatalysis. Autocatalytic chemical cycles are thought to have played an important role in the chemical complexification en route to life. There are two, related issues: what chemical transformations allow such cycles to form, and at what speed they are operating. Here we investigate the latter question for solitary as well as competitive autocatalytic cycles in resource-unlimited batch and resource-limited chemostat systems. The speed of growth tends to decrease with the length of a cycle. Reversibility of the reproductive step results in parabolic growth that is conducive to competitive coexistence. Reversibility of resource uptake also slows down growth. Unilateral help by a cycle of its competitor tends to favour the competitor (in effect a parasite on the helper), rendering coexistence unlikely. We also show that deep learning is able to predict the outcome of competition just from the topology and the kinetic rate constants, provided the training set is large enough. These investigations pave the way for studying autocatalytic cycles with more complicated coupling, such as mutual catalysis.

摘要

生物繁殖最终依赖于化学自催化作用。自催化化学循环被认为在通向生命的化学复杂化过程中发挥了重要作用。这里有两个相关问题:哪些化学转化能使此类循环形成,以及它们以何种速度运行。在此,我们针对资源无限的间歇式系统和资源有限的恒化器系统中的单独自催化循环以及竞争性自催化循环,研究后一个问题。生长速度往往会随着循环长度的增加而降低。繁殖步骤的可逆性会导致抛物线形生长,这有利于竞争性共存。资源摄取的可逆性也会减缓生长。一个循环对其竞争者的单方面帮助往往会有利于竞争者(实际上是帮助者的寄生虫),从而使得共存不太可能。我们还表明,只要训练集足够大,深度学习就能仅根据拓扑结构和动力学速率常数预测竞争结果。这些研究为研究具有更复杂耦合(如相互催化)的自催化循环铺平了道路。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1caa/11310475/8e270a9936e2/41598_2024_69267_Fig1_HTML.jpg

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