Department of Life Sciences, Imperial College London, London, United Kingdom.
Centre for Integrative Systems Biology and Bioinformatics, Imperial College London, London, United Kingdom.
PLoS Comput Biol. 2021 Dec 3;17(12):e1009643. doi: 10.1371/journal.pcbi.1009643. eCollection 2021 Dec.
Non-equilibrium thermodynamics has long been an area of substantial interest to ecologists because most fundamental biological processes, such as protein synthesis and respiration, are inherently energy-consuming. However, most of this interest has focused on developing coarse ecosystem-level maximisation principles, providing little insight into underlying mechanisms that lead to such emergent constraints. Microbial communities are a natural system to decipher this mechanistic basis because their interactions in the form of substrate consumption, metabolite production, and cross-feeding can be described explicitly in thermodynamic terms. Previous work has considered how thermodynamic constraints impact competition between pairs of species, but restrained from analysing how this manifests in complex dynamical systems. To address this gap, we develop a thermodynamic microbial community model with fully reversible reaction kinetics, which allows direct consideration of free-energy dissipation. This also allows species to interact via products rather than just substrates, increasing the dynamical complexity, and allowing a more nuanced classification of interaction types to emerge. Using this model, we find that community diversity increases with substrate lability, because greater free-energy availability allows for faster generation of niches. Thus, more niches are generated in the time frame of community establishment, leading to higher final species diversity. We also find that allowing species to make use of near-to-equilibrium reactions increases diversity in a low free-energy regime. In such a regime, two new thermodynamic interaction types that we identify here reach comparable strengths to the conventional (competition and facilitation) types, emphasising the key role that thermodynamics plays in community dynamics. Our results suggest that accounting for realistic thermodynamic constraints is vital for understanding the dynamics of real-world microbial communities.
非平衡热力学长期以来一直是生态学家关注的一个重要领域,因为大多数基本的生物过程,如蛋白质合成和呼吸,本质上都是能量消耗的。然而,大多数的兴趣都集中在开发粗糙的生态系统水平最大化原则上,对导致这种涌现约束的潜在机制几乎没有深入了解。微生物群落是一个破译这种机制基础的自然系统,因为它们以基质消耗、代谢物生产和交叉喂养的形式相互作用,可以用热力学术语明确地描述。以前的工作已经考虑了热力学约束如何影响物种对之间的竞争,但受到限制,无法分析这种竞争在复杂动态系统中是如何表现出来的。为了解决这一差距,我们开发了一个具有完全可逆反应动力学的热力学微生物群落模型,这允许直接考虑自由能耗散。这也允许物种通过产物而不仅仅是基质相互作用,增加了动态复杂性,并允许出现更细致的相互作用类型分类。使用这个模型,我们发现群落的多样性随着基质的不稳定性而增加,因为更大的自由能可用性允许更快地产生生态位。因此,在群落建立的时间框架内产生了更多的生态位,导致最终的物种多样性更高。我们还发现,允许物种利用接近平衡的反应会增加低自由能状态下的多样性。在这种情况下,我们在这里确定的两种新的热力学相互作用类型达到了与传统(竞争和促进)类型相当的强度,强调了热力学在群落动力学中的关键作用。我们的结果表明,考虑现实的热力学约束对于理解真实世界微生物群落的动态是至关重要的。