首页> 美国卫生研究院文献>Proceedings of the Royal Society B: Biological Sciences >From patterns to processes and back: analysing density-dependent responses to an abiotic stressor by statistical and mechanistic modelling
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From patterns to processes and back: analysing density-dependent responses to an abiotic stressor by statistical and mechanistic modelling

机译:从模式到过程再到过程:通过统计和机械模型分析对非生物应激源的密度依赖性响应

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摘要

Our knowledge about population-level effects of abiotic stressors is limited, largely due to lack of appropriate time-series data. To analyse interactions between an abiotic stressor and density-dependent processes, we used experimental time-series data for stage-structured populations (the blowfly Lucilia sericata) exposed to the toxicant cadmium through 20 generations. Resource limitation results in competition both in the larval and the adult stages. The toxicant has only negative effects at the organism level, but nevertheless, there were positive population-level effects. These are necessarily indirect, and indicate overcompensatory density-dependent responses. A non-parametric model (generalized additive model) was used to investigate the density-dependent structures of the demographic rates, without making assumptions about the functional forms. The estimated structures were used to develop a parametric model, with which we analysed effects of the toxicant on density-dependent and density-independent components of the stage-specific demographic rates. The parameter estimates identified both synergistic and antagonistic density–toxicant interactions. It is noteworthy that the synergistic interaction occurred together with a net positive effect of the toxicant. Hence, the effects of such interactions should be considered together with the capacity for compensatory responses. The combination of the two modelling approaches provided new insight into mechanisms for compensatory responses to abiotic stressors.
机译:由于缺乏适当的时间序列数据,我们对非生物胁迫源的种群水平影响的了解有限。为了分析非生物胁迫源和密度依赖性过程之间的相互作用,我们使用了实验时间序列数据,分析了暴露于有毒镉中的20代阶段结构种群(蝇蝇Lucilia sericata)。资源限制导致幼虫和成年阶段的竞争。有毒物质仅对生物体有负面影响,但在人口层面却有积极影响。这些必定是间接的,表明过度补偿的密度依赖性响应。在不对功能形式进行假设的情况下,使用非参数模型(广义加性模型)来研究人口密度与密度有关的结构。估计的结构用于建立参数模型,通过该模型我们分析了有毒物质对特定阶段人口统计学密度的密度依赖性和密度依赖性成分的影响。参数估计值确定了协同和拮抗的密度-毒性相互作用。值得注意的是,协同相互作用与毒物的净正作用同时发生。因此,应将这种相互作用的影响与补偿反应的能力一起考虑。两种建模方法的结合为对非生物应激源的补偿性反应机制提供了新的见解。

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