Cargando…
Metabolomics-based biomarker discovery for bee health monitoring: A proof of concept study concerning nutritional stress in Bombus terrestris
Bee pollinators are exposed to multiple natural and anthropogenic stressors. Understanding the effects of a single stressor in the complex environmental context of antagonistic/synergistic interactions is critical to pollinator monitoring and may serve as early warning system before a pollination cr...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6684606/ https://www.ncbi.nlm.nih.gov/pubmed/31388077 http://dx.doi.org/10.1038/s41598-019-47896-w |
_version_ | 1783442279146455040 |
---|---|
author | Wang, Luoluo Meeus, Ivan Rombouts, Caroline Van Meulebroek, Lieven Vanhaecke, Lynn Smagghe, Guy |
author_facet | Wang, Luoluo Meeus, Ivan Rombouts, Caroline Van Meulebroek, Lieven Vanhaecke, Lynn Smagghe, Guy |
author_sort | Wang, Luoluo |
collection | PubMed |
description | Bee pollinators are exposed to multiple natural and anthropogenic stressors. Understanding the effects of a single stressor in the complex environmental context of antagonistic/synergistic interactions is critical to pollinator monitoring and may serve as early warning system before a pollination crisis. This study aimed to methodically improve the diagnosis of bee stressors using a simultaneous untargeted and targeted metabolomics-based approach. Analysis of 84 Bombus terrestris hemolymph samples found 8 metabolites retained as potential biomarkers that showed excellent discrimination for nutritional stress. In parallel, 8 significantly altered metabolites, as revealed by targeted profiling, were also assigned as candidate biomarkers. Furthermore, machine learning algorithms were applied to the above-described two biomarker sets, whereby the untargeted eight components showed the best classification performance with sensitivity and specificity up to 99% and 100%, respectively. Based on pathway and biochemistry analysis, we propose that gluconeogenesis contributed significantly to blood sugar stability in bumblebees maintained on a low carbohydrate diet. Taken together, this study demonstrates that metabolomics-based biomarker discovery holds promising potential for improving bee health monitoring and to identify stressor related to energy intake and other environmental stressors. |
format | Online Article Text |
id | pubmed-6684606 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-66846062019-08-11 Metabolomics-based biomarker discovery for bee health monitoring: A proof of concept study concerning nutritional stress in Bombus terrestris Wang, Luoluo Meeus, Ivan Rombouts, Caroline Van Meulebroek, Lieven Vanhaecke, Lynn Smagghe, Guy Sci Rep Article Bee pollinators are exposed to multiple natural and anthropogenic stressors. Understanding the effects of a single stressor in the complex environmental context of antagonistic/synergistic interactions is critical to pollinator monitoring and may serve as early warning system before a pollination crisis. This study aimed to methodically improve the diagnosis of bee stressors using a simultaneous untargeted and targeted metabolomics-based approach. Analysis of 84 Bombus terrestris hemolymph samples found 8 metabolites retained as potential biomarkers that showed excellent discrimination for nutritional stress. In parallel, 8 significantly altered metabolites, as revealed by targeted profiling, were also assigned as candidate biomarkers. Furthermore, machine learning algorithms were applied to the above-described two biomarker sets, whereby the untargeted eight components showed the best classification performance with sensitivity and specificity up to 99% and 100%, respectively. Based on pathway and biochemistry analysis, we propose that gluconeogenesis contributed significantly to blood sugar stability in bumblebees maintained on a low carbohydrate diet. Taken together, this study demonstrates that metabolomics-based biomarker discovery holds promising potential for improving bee health monitoring and to identify stressor related to energy intake and other environmental stressors. Nature Publishing Group UK 2019-08-06 /pmc/articles/PMC6684606/ /pubmed/31388077 http://dx.doi.org/10.1038/s41598-019-47896-w Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Wang, Luoluo Meeus, Ivan Rombouts, Caroline Van Meulebroek, Lieven Vanhaecke, Lynn Smagghe, Guy Metabolomics-based biomarker discovery for bee health monitoring: A proof of concept study concerning nutritional stress in Bombus terrestris |
title | Metabolomics-based biomarker discovery for bee health monitoring: A proof of concept study concerning nutritional stress in Bombus terrestris |
title_full | Metabolomics-based biomarker discovery for bee health monitoring: A proof of concept study concerning nutritional stress in Bombus terrestris |
title_fullStr | Metabolomics-based biomarker discovery for bee health monitoring: A proof of concept study concerning nutritional stress in Bombus terrestris |
title_full_unstemmed | Metabolomics-based biomarker discovery for bee health monitoring: A proof of concept study concerning nutritional stress in Bombus terrestris |
title_short | Metabolomics-based biomarker discovery for bee health monitoring: A proof of concept study concerning nutritional stress in Bombus terrestris |
title_sort | metabolomics-based biomarker discovery for bee health monitoring: a proof of concept study concerning nutritional stress in bombus terrestris |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6684606/ https://www.ncbi.nlm.nih.gov/pubmed/31388077 http://dx.doi.org/10.1038/s41598-019-47896-w |
work_keys_str_mv | AT wangluoluo metabolomicsbasedbiomarkerdiscoveryforbeehealthmonitoringaproofofconceptstudyconcerningnutritionalstressinbombusterrestris AT meeusivan metabolomicsbasedbiomarkerdiscoveryforbeehealthmonitoringaproofofconceptstudyconcerningnutritionalstressinbombusterrestris AT romboutscaroline metabolomicsbasedbiomarkerdiscoveryforbeehealthmonitoringaproofofconceptstudyconcerningnutritionalstressinbombusterrestris AT vanmeulebroeklieven metabolomicsbasedbiomarkerdiscoveryforbeehealthmonitoringaproofofconceptstudyconcerningnutritionalstressinbombusterrestris AT vanhaeckelynn metabolomicsbasedbiomarkerdiscoveryforbeehealthmonitoringaproofofconceptstudyconcerningnutritionalstressinbombusterrestris AT smaggheguy metabolomicsbasedbiomarkerdiscoveryforbeehealthmonitoringaproofofconceptstudyconcerningnutritionalstressinbombusterrestris |