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对蜜蜂(Apis mellifera)肠道的定量微生物组分析可预测美国弗吉尼亚州北部冬季蜂群的损失。

Quantitative microbiome profiling of honey bee (Apis mellifera) guts is predictive of winter colony loss in northern Virginia (USA).

机构信息

Department of Biology, American University, 4400 Massachusetts Ave. NW, Washington, DC, 20016, USA.

Section of Evolutionary Medicine, Institute for Experimental Medicine, Kiel University, Arnold-Heller-Str. 3, 24105, Kiel, Germany.

出版信息

Sci Rep. 2024 May 14;14(1):11021. doi: 10.1038/s41598-024-61199-9.

Abstract

For the past 15 years, the proportion of honey bee hives that fail to survive winter has averaged ~ 30% in the United States. Winter hive loss has significant negative impacts on agriculture, the economy, and ecosystems. Compared to other factors, the role of honey bee gut microbial communities in driving winter hive loss has received little attention. We investigate the relationship between winter survival and honey bee gut microbiome composition of 168 honey bees from 23 hives, nine of which failed to survive through winter 2022. We found that there was a substantial difference in the abundance and community composition of honey bee gut microbiomes based on hive condition, i.e., winter survival or failure. The overall microbial abundance, as assessed using Quantitative Microbiome Profiling (QMP), was significantly greater in hives that survived winter 2022 than in those that failed, and the average overall abundance of each of ten bacterial genera was also greater in surviving hives. There were no significant differences in alpha diversity based on hive condition, but there was a highly significant difference in beta diversity. The bacterial genera Commensalibacter and Snodgrassella were positively associated with winter hive survival. Logistic regression and random forest machine learning models on pooled ASV counts for the genus data were highly predictive of winter outcome, although model performance decreased when samples from the location with no hive failures were excluded from analysis. As a whole, our results show that the abundance and community composition of honey bee gut microbiota is associated with winter hive loss, and can potentially be used as a diagnostic tool in evaluating hive health prior to the onset of winter. Future work on the functional characterization of the honey bee gut microbiome's role in winter survival is warranted.

摘要

在过去的 15 年中,美国有 30%左右的蜜蜂蜂箱未能在冬季存活。冬季蜂箱损失对农业、经济和生态系统都有重大的负面影响。与其他因素相比,蜜蜂肠道微生物群落在驱动冬季蜂箱损失方面的作用还没有得到太多关注。我们调查了 23 个蜂箱中的 168 只蜜蜂的冬季存活率与蜜蜂肠道微生物群落组成之间的关系,其中 9 个蜂箱在 2022 年未能越冬。我们发现,根据蜂箱状况(即冬季是否存活),蜜蜂肠道微生物群落的丰度和群落组成有很大的差异。使用定量微生物组分析(QMP)评估的总体微生物丰度在 2022 年冬季存活的蜂箱中显著高于未存活的蜂箱,存活蜂箱中十种细菌属的平均总体丰度也更高。基于蜂箱状况的 alpha 多样性没有显著差异,但 beta 多样性有显著差异。共生拟杆菌属和斯诺德格拉斯氏菌属与冬季蜂箱存活呈正相关。基于属的数据的 ASV 计数的逻辑回归和随机森林机器学习模型对冬季结果具有高度预测性,尽管当从没有蜂箱失败的位置排除分析样本时,模型性能会下降。总的来说,我们的研究结果表明,蜜蜂肠道微生物群落的丰度和群落组成与冬季蜂箱损失有关,并且可以作为冬季来临前评估蜂群健康的一种诊断工具。未来需要对蜜蜂肠道微生物组在冬季生存中的功能特征进行研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/092b/11094147/c933effe12bd/41598_2024_61199_Fig1_HTML.jpg

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