Department of Mathematics, Humboldt State University, Arcata, CA 95521, USA.
Oecologia. 2011 Jun;166(2):317-25. doi: 10.1007/s00442-010-1844-5. Epub 2010 Nov 27.
One of the primary objectives in population ecology is to understand mechanisms that allow a species to persist or to be driven to extinction. In most population models, individuals are assumed to be equivalent within any particular category such as age, sex, or morphological grouping. Individuals within such groupings, however, may exhibit considerable variation in traits that can significantly affect population trajectories. Although ecologists have long been aware of such variation, they are frequently ignored to maintain computational tractability. The few statistical models that do incorporate such heterogeneity require prohibitively large amounts of data on many individuals, making them impractical. In California's coastal prairie, a parasitic nematode, Heterorhabditis marelatus, is an important natural enemy, whose presence determines the strength and extent of a trophic cascade. Mortality of H. marelatus is strongly influenced by habitat and seasonality, which determines long-term persistence. Prior efforts to estimate mortality have suffered from difficulty in distinguishing between measurement and process error due to limitations in experimental protocol. In this study, we eliminate measurement error in the initial population size and focus on the true nature of the heterogeneity in mortality. By including individual heterogeneity in our statistical model, we are able to understand how this species is able to persist over seasonally harsh environmental conditions. Further, we extrapolate these findings to larger population sizes and illustrate that heterogeneous survival can have a significant effect on the emergent number of survivors.
种群生态学的主要目标之一是了解使物种得以生存或灭绝的机制。在大多数种群模型中,假定特定类别(如年龄、性别或形态分组)内的个体是等效的。然而,此类分组内的个体在特征上可能存在相当大的差异,这些差异会显著影响种群轨迹。尽管生态学家早就意识到这种变异性,但为了保持计算的可行性,通常会忽略这种变异性。少数确实包含这种异质性的统计模型需要大量个体的大量数据,这使得它们不切实际。在加利福尼亚沿海草原,寄生线虫 Heterorhabditis marelatus 是一种重要的天敌,其存在决定了营养级联的强度和范围。H. marelatus 的死亡率受栖息地和季节性的强烈影响,这决定了其长期生存能力。先前估计死亡率的努力由于实验方案的限制,在区分测量误差和过程误差方面存在困难。在这项研究中,我们消除了初始种群规模测量中的误差,并专注于死亡率中真正的异质性本质。通过在我们的统计模型中包含个体异质性,我们能够了解该物种如何在季节性恶劣的环境条件下生存。此外,我们将这些发现外推到更大的种群规模,并说明异质的存活率会对新出现的幸存者数量产生重大影响。