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生态信息学可通过利用不同作物品种交错分布时产生的“准实验”来推断作物品种对昆虫侵害的因果效应:以杏仁为例的一项研究。

Ecoinformatics Can Infer Causal Effects of Crop Variety on Insect Attack by Capitalizing on 'Pseudoexperiments' Created When Different Crop Varieties Are Interspersed: A Case Study in Almonds.

作者信息

Rosenheim Jay A, Higbee Bradley S, Ackerman Jonathan D, Meisner Matthew H

机构信息

Department of Entomology and Nematology, University of California Davis.

Wonderful Orchards.

出版信息

J Econ Entomol. 2017 Dec 5;110(6):2647-2654. doi: 10.1093/jee/tox223.

Abstract

Capturing the complementary strengths of observational and experimental research methods usually requires the researcher to gather separate experimental and observational data sets. In some cases, however, commercial agricultural practices produce the spatial and temporal mixing of 'treatments' independently of other possibly covarying factors that is normally achieved only with formal experimentation. The resulting 'pseudoexperiments' can provide strong evidence for causal relationships. Here, we analyze a large observational data set that creates a series of such pseudoexperiments to assess the effect of different commercial varieties of almond, Prunus dulcis (Mill.) on the impact of two key lepidopteran pests, the navel orangeworm Amyelois transitella (Walker) (Lepidoptera: Pyralidae), and the peach twig borer Anarsia lineatella Zeller (Lepidoptera: Gelechiidae). Almonds are universally planted as polycultures of different varieties to obtain efficient cross-pollination. We find substantial differences across almond varieties in the rates of infestation of almond hulls and nutmeats by the two pests. We find no support for the hypothesis that earlier-maturing varieties sustain higher attack; for A. transitella, later-maturing varieties instead had more frequent infestation. On many almond varieties, A. lineatella reaches high infestation levels by feeding almost exclusively on the hulls, rather than nutmeats. Given the importance of these pests in directly destroying almond nuts and in promoting aflatoxin-producing Aspergillus sp. fungal infections of almonds, further work exploring the impact of these pests is warranted. Because many crops requiring cross-pollination are planted as mixtures of different varieties, commercial agricultural production data hold great potential for studying within-crop variation in susceptibility to insect attack.

摘要

通常情况下,要充分发挥观察性研究方法和实验性研究方法的互补优势,研究人员需要分别收集实验数据集和观察数据集。然而,在某些情况下,商业化农业生产实践会使“处理”在空间和时间上相互混合,且不受其他可能共同变化因素的影响,而这种情况通常只有通过正式实验才能实现。由此产生的“准实验”能够为因果关系提供有力证据。在此,我们分析了一个大型观察数据集,该数据集创建了一系列此类准实验,以评估不同商业品种的扁桃(Prunus dulcis (Mill.))对两种主要鳞翅目害虫——脐橙螟蛾Amyelois transitella (Walker)(鳞翅目:螟蛾科)和桃小食心虫Anarsia lineatella Zeller(鳞翅目:麦蛾科)的影响。扁桃普遍作为不同品种的混栽作物种植,以实现高效异花授粉。我们发现,这两种害虫对扁桃果壳和果仁的侵染率在不同扁桃品种间存在显著差异。我们没有找到支持早熟品种遭受更高侵害这一假设的证据;对于脐橙螟蛾而言,晚熟品种反而更容易受到侵染。在许多扁桃品种上,桃小食心虫几乎只以果壳为食,就能达到很高的侵染水平,而不是以果仁为食。鉴于这些害虫在直接破坏扁桃坚果以及促进产生黄曲霉毒素的曲霉菌对扁桃的真菌感染方面的重要性,有必要进一步开展研究以探究这些害虫的影响。由于许多需要异花授粉的作物都是作为不同品种的混合物种植的,商业化农业生产数据在研究作物内部对昆虫侵害的易感性差异方面具有巨大潜力。

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