Identification of pollen types of beekeeping interest by non-targeted mass spectrometry

JSFA reports Pub Date : 2025-01-13 DOI:10.1002/jsf2.228
Valeria Leoni, Christina Kast, Ueli Bütikofer, Luca Giupponi, Reto Portmann
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Abstract

Background

The identification of pollen is important in the field of beekeeping for the determination of the botanical origin of bee products and investigations of bee diet. Until now, it has been performed by melissopalynology, the microscopic examination of pollen grains. However, this technique has some limitations, such as the necessity of experienced analysts and identification restricted to the family level for some pollen types. Although many techniques have been proposed as alternatives or complements to melissopalynology and omics techniques have been explored to gather information on the botanical origin of honey, no study has yet been conducted on a large set of pollen types.

Results

The study dataset consisted of 34 different pollen types of pellets collected by honeybees in Switzerland and analyzed in multiple biological replications, leading to 150 observations. The pollen samples were analyzed after tryptic digestion using a non-targeted mass spectrometry-based method. Liquid chromatography coupled with mass spectrometry (LC–MS) was employed to identify pollen, and melissopalynology was used as a reference method for the identification. We built an OPLS-DA prediction model for the 34 pollen types. The model clearly identified new samples in their membership group (Acer sp., n = 10) and a new pollen type at the species-specific level for Quercus sp. Less predictable results were achieved for Composita H and pollen collected directly from the plant.

Conclusion

The use of a non-targeted mass spectrometry-based method and chemometrics resulted in a promising tool for pollen identification as a replacement/supplement method to traditional melissopalynology.

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通过非目标质谱法识别养蜂业感兴趣的花粉类型
背景 在养蜂领域,花粉的鉴定对于确定蜂产品的植物来源和调查蜜蜂的食性非常重要。迄今为止,一直是通过花粉显微镜检查花粉粒来进行鉴定。不过,这种技术也有一些局限性,例如需要经验丰富的分析人员,而且对某些花粉类型的鉴定仅限于科一级。尽管已经提出了许多技术作为花粉学的替代或补充,并探索了 omics 技术来收集有关蜂蜜植物来源的信息,但还没有对大量花粉类型进行过研究。 研究结果 研究数据集包括蜜蜂在瑞士采集的 34 种不同花粉类型的颗粒花粉,并对其进行了多次生物重复分析,从而获得了 150 个观察结果。花粉样本经过胰蛋白酶消化后,采用非靶向质谱方法进行分析。采用液相色谱-质谱法(LC-MS)鉴定花粉,并将花粉学作为鉴定的参考方法。我们为 34 种花粉类型建立了 OPLS-DA 预测模型。该模型在其成员组(Acer sp.,n = 10)中明确识别出了新样本,并在物种特异性水平上为 Quercus sp. 结论 使用基于非靶向质谱的方法和化学计量学,为花粉鉴定提供了一种很有前途的工具,可作为传统花粉学的替代/补充方法。
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