| Literature DB >> 22393496 |
Tomomi Morimoto, Yuriko Kojima, Taku Toki, Yayoi Komeda, Mikio Yoshiyama, Kiyoshi Kimura, Keijiro Nirasawa, Tatsuhiko Kadowaki.
Abstract
The honey bee is a major insect used for pollination of many commercial crops worldwide. Although the use of honey bees for pollination can disrupt the habitat, the effects on their physiology have never been determined. Recently, honey bee colonies have often collapsed when introduced in greenhouses for pollination in Japan. Thus, suppressing colony collapses and maintaining the number of worker bees in the colonies is essential for successful long-term pollination in greenhouses and recycling of honey bee colonies. To understand the physiological states of honey bees used for long-term pollination in greenhouses, we characterized their gene expression profiles by microarray. We found that the greenhouse environment changes the gene expression profiles and induces immune-suppression and oxidative stress in honey bees. In fact, the increase of the number of Nosema microsporidia and protein carbonyl content was observed in honey bees during pollination in greenhouses. Thus, honey bee colonies are likely to collapse during pollination in greenhouses when heavily infested with pathogens. Degradation of honey bee habitat by changing the outside environment of the colony, during pollination services for example, imposes negative impacts on honey bees. Thus, worldwide use of honey bees for crop pollination in general could be one of reasons for the decline of managed honey bee colonies.Entities:
Keywords: Greenhouse; habitat degradation; honey bee; immune-suppression; oxidative stress; pollination
Year: 2011 PMID: 22393496 PMCID: PMC3287300 DOI: 10.1002/ece3.21
Source DB: PubMed Journal: Ecol Evol ISSN: 2045-7758 Impact factor: 2.912
Figure 1Honey bee colonies installed in greenhouse for pollination. In this study, we characterized the physiological states of honey bees used for long-term pollination in strawberry and eggplant greenhouses.
Figure 2Changes in colony weight during pollination of strawberry and eggplant in greenhouses. Weights of colonies installed in strawberry (A; colony #1 and #2) and eggplant (B; colony #3 and #4) greenhouses were measured every 2 weeks. Colony weights steadily decreased during pollination in the greenhouses. The weight increase of colony #2 in the strawberry greenhouse at day 98 was due to a supply of honey bee diet.
Appendix A1Honey bees in four-combs colony prior to installation in the strawberry greenhouse.
Appendix A2Honey bees in four-combs colony at 112 days after installation in the strawberry greenhouse.
Appendix A3Changes in colony weight during pollination in strawberry greenhouses (November 5, 2010–April 21, 2011).
Figure 3Principle component analysis of microarray results. The red, blue, green, and purple oval dots with different sizes represent linear combinations of the expression data, including relative expression value and variance, of the 13,440 genes in honey bees from the colonies (Strawberry #1 and #2; Eggplant #3 and #4) at 0 (red), 14 (blue), 42 (green), or 70 (purple) days after the installation in the greenhouses. Each colony is indicated by the different oval dot size. Data from strawberry and eggplant greenhouses are encompassed with purple and yellow lines, respectively. The principle component analysis examined three components of genes in different samples for those with similar or different expression profiles. The first component, shown in the x-axis, includes genes with a high degree of variance. The second component, displayed in the y-axis, encompasses genes that had a median range of variance. The third component, represented by z-axis, contains those with a minor variance.
Figure 4Venn analysis of the up- or downregulated honey bee genes during pollination in strawberry and eggplant greenhouses. The down- and upregulated honey bee genes at 14, 42, and 70 days after the installation of colonies in the strawberry greenhouses are analyzed by Venn diagrams in (A) and (B), respectively. The total numbers of such genes are in parentheses. The numbers of genes in specific regions of overlap are also shown. Similarly, the down- and upregulated honey bee genes at 14, 42, and 70 days after the installation of colonies in the eggplant greenhouses are analyzed by Venn diagrams in (C) and (D), respectively. More genes are down- and upregulated in honey bees of colonies installed in strawberry than eggplant greenhouse. Downregulated genes are greater (in number) than upregulated genes in honey bees of colonies installed in strawberry and eggplant greenhouses.
Figure 5Hierarchical clustering of differentially expressed honey genes during pollination of strawberry and eggplant greenhouses. We performed ANOVA to identify 59 genes that differentially expressed during pollination of strawberry and eggplant greenhouses (FDR < 0.05; FC > 2). The expression profiles in honey bees from the colonies at 0 (green), 14 (purple), 42 (yellow), or 70 (light blue) days after the installation in strawberry (blue) and eggplant (red) greenhouses are clustered. The rows of the heat map represent genes and the columns represent groups for two independent replicate experiments. The colors indicate the fold change relative to the average expression of all genes on the array. Red indicates increased expression, and blue indicates decreased expression. Gray color indicates no change in expression levels. The gene expression profiles of honey bees used for pollination of strawberry and eggplant for 70 days in the greenhouses cluster.
Significantly enriched GO terms for honey bee genes differentially expressed during pollination in the strawberry greenhouses
| GO ID | Level | GO Term | Count | % | |
|---|---|---|---|---|---|
| GO:0007052 | 7,8,5,4,6 | mitotic spindle organization | 20 | 9.52 | 5.48E-06 |
| GO:0016491 | 3 | oxidoreductase activity | 35 | 14.46 | 1.76E-05 |
| GO:0007051 | 6,7,5 | spindle organization | 20 | 9.52 | 2.93E-05 |
| GO:0000022 | 8,9,6,5,7 | mitotic spindle elongation | 12 | 5.71 | 3.10E-05 |
| GO:0051231 | 7,8,5,4,6 | spindle elongation | 12 | 5.71 | 3.59E-05 |
| GO:0016042 | 4,5 | lipid catabolic process | 7 | 3.33 | 9.38E-05 |
| GO:0000226 | 5,4 | microtubule cytoskeleton organization | 22 | 10.48 | 0.000132 |
| GO:0003746 | 5,4 | translation elongation factor activity | 5 | 2.07 | 0.0001903 |
| GO:0006412 | 7,5,6 | translation | 27 | 12.86 | 0.0002655 |
| GO:0000279 | 6,5 | M phase | 24 | 11.43 | 0.0003356 |
| GO:0016616 | 5 | oxidoreductase activity, acting on the CH-OH group of donors, NAD or NADP as acceptor | 8 | 3.31 | 0.0006812 |
| GO:0007010 | 4 | cytoskeleton organization | 28 | 13.33 | 0.0010085 |
| GO:0022403 | 5,4 | cell cycle phase | 24 | 11.43 | 0.0010266 |
| GO:0022402 | 4,3 | cell cycle process | 26 | 12.38 | 0.0010296 |
| GO:0044242 | 5,6 | cellular lipid catabolic process | 5 | 2.38 | 0.0010766 |
| GO:0016614 | 4 | oxidoreductase activity, acting on CH-OH group of donors | 9 | 3.72 | 0.001993 |
| GO:0016115 | 7,8,5 | terpenoid catabolic process | 2 | 0.95 | 0.0020035 |
| GO:0006719 | 8,7,10,9,6,5,11 | juvenile hormone catabolic process | 2 | 0.95 | 0.0020035 |
| GO:0016803 | 5 | ether hydrolase activity | 2 | 0.83 | 0.0021799 |
| GO:0007017 | 3 | microtubule-based process | 23 | 10.95 | 0.0022943 |
| GO:0000302 | 5 | response to reactive oxygen species | 3 | 1.43 | 0.0026008 |
| GO:0019843 | 5 | rRNA binding | 3 | 1.24 | 0.0029301 |
| GO:0007049 | 3 | cell cycle | 28 | 13.33 | 0.003942 |
| GO:0003824 | 2 | catalytic activity | 129 | 53.31 | 0.0042074 |
| GO:0006732 | 5 | coenzyme metabolic process | 8 | 3.81 | 0.004423 |
| GO:0004364 | 5 | glutathione transferase activity | 3 | 1.24 | 0.0044713 |
| GO:0005198 | 2 | structural molecule activity | 21 | 8.68 | 0.0060481 |
| GO:0016715 | 5 | oxidoreductase activity, acting on paired donors, with incorporation or reduction of molecular oxygen, reduced ascorbate as one donor, and incorporation of one atom of oxygen | 3 | 1.24 | 0.0063967 |
| GO:0008135 | 4,3 | translation factor activity, nucleic acid binding | 8 | 3.31 | 0.0072627 |
| GO:0050660 | 5,6 | FAD binding | 6 | 2.48 | 0.0076937 |
| GO:0019538 | 5,4 | protein metabolic process | 63 | 30 | 0.0086252 |
| GO:0004601 | 3,5 | peroxidase activity | 4 | 1.65 | 0.0089302 |
| GO:0051187 | 5 | cofactor catabolic process | 4 | 1.9 | 0.0109526 |
| GO:0006714 | 8,7,9,5 | sesquiterpenoid metabolic process | 2 | 0.95 | 0.0109757 |
| GO:0006716 | 7,5,9,8,10,6 | juvenile hormone metabolic process | 2 | 0.95 | 0.0109757 |
| GO:0015980 | 5 | energy derivation by oxidation of organic compounds | 8 | 3.81 | 0.015936 |
| GO:0042743 | 5 | hydrogen peroxide metabolic process | 2 | 0.95 | 0.0174793 |
| GO:0042744 | 5,6,8 | hydrogen peroxide catabolic process | 2 | 0.95 | 0.0174793 |
| GO:0034599 | 5 | cellular response to oxidative stress | 2 | 0.95 | 0.0174793 |
| GO:0016763 | 5 | transferase activity, transferring pentosyl groups | 3 | 1.24 | 0.0180175 |
| GO:0016620 | 5 | oxidoreductase activity, acting on the aldehyde or oxo group of donors, NAD or NADP as acceptor | 3 | 1.24 | 0.0180175 |
| GO:0044267 | 6,5 | cellular protein metabolic process | 50 | 23.81 | 0.0197558 |
| GO:0008152 | 2 | metabolic process | 140 | 66.67 | 0.0225645 |
| GO:0031032 | 6,5 | actomyosin structure organization | 4 | 1.9 | 0.0244822 |
| GO:0008379 | 5,7 | thioredoxin peroxidase activity | 2 | 0.83 | 0.0270358 |
| GO:0016755 | 5 | transferase activity, transferring amino-acyl groups | 2 | 0.83 | 0.0270358 |
| GO:0044270 | 5 | nitrogen compound catabolic process | 4 | 1.9 | 0.0302641 |
| GO:0042445 | 5,3 | hormone metabolic process | 3 | 1.43 | 0.0321093 |
| GO:0044255 | 4,5 | cellular lipid metabolic process | 11 | 5.24 | 0.0321973 |
| GO:0070011 | 5 | peptidase activity, acting on L-amino acid peptides | 16 | 6.61 | 0.033343 |
| GO:0051339 | 5 | regulation of lyase activity | 2 | 0.95 | 0.0335132 |
| GO:0004091 | 5 | carboxylesterase activity | 5 | 2.07 | 0.0345949 |
| GO:0030163 | 6,5 | protein catabolic process | 18 | 8.57 | 0.0399476 |
| GO:0007620 | 4,5 | copulation | 2 | 0.95 | 0.0426957 |
| GO:0006890 | 7,5,6 | retrograde vesicle-mediated transport, Golgi to ER | 2 | 0.95 | 0.0426957 |
| GO:0008061 | 5 | chitin binding | 4 | 1.65 | 0.0447769 |
| GO:0008209 | 7,6,5 | androgen metabolic process | 1 | 0.48 | 0.0448622 |
| GO:0008210 | 7,6,5 | estrogen metabolic process | 1 | 0.48 | 0.0448622 |
| GO:0034723 | 6,7,5 | DNA replication-dependent nucleosome organization | 1 | 0.48 | 0.0448622 |
| GO:0006844 | 5,6 | acyl carnitine transport | 1 | 0.48 | 0.0448622 |
| GO:0015697 | 5,7,6,8 | quaternary ammonium group transport | 1 | 0.48 | 0.0448622 |
| GO:0048791 | 6,7,8,9,5 | calcium ion-dependent exocytosis of neurotransmitter | 1 | 0.48 | 0.0448622 |
| GO:0034308 | 5 | monohydric alcohol metabolic process | 1 | 0.48 | 0.0448622 |
| GO:0046485 | 6,5,7 | ether lipid metabolic process | 1 | 0.48 | 0.0448622 |
| GO:0006097 | 6,5,8 | glyoxylate cycle | 1 | 0.48 | 0.0448622 |
| GO:0046333 | 6,8,9,7,5 | octopamine metabolic process | 1 | 0.48 | 0.0448622 |
| GO:0015879 | 6,5,8,7,9 | carnitine transport | 1 | 0.48 | 0.0448622 |
| GO:0006862 | 5,6 | nucleotide transport | 1 | 0.48 | 0.0448622 |
| GO:0043059 | 5,4 | regulation of forward locomotion | 1 | 0.48 | 0.0448622 |
| GO:0050661 | 5 | NADP or NADPH binding | 2 | 0.83 | 0.0458871 |
| GO:0019211 | 4,5 | phosphatase activator activity | 1 | 0.41 | 0.0467814 |
| GO:0016774 | 5 | phosphotransferase activity, carboxyl group as acceptor | 1 | 0.41 | 0.0467814 |
| GO:0005172 | 5 | vascular endothelial growth factor receptor binding | 1 | 0.41 | 0.0467814 |
| GO:0008160 | 5,6 | protein tyrosine phosphatase activator activity | 1 | 0.41 | 0.0467814 |
| GO:0035035 | 5 | histone acetyltransferase binding | 1 | 0.41 | 0.0467814 |
| GO:0008609 | 5 | alkylglycerone-phosphate synthase activity | 1 | 0.41 | 0.0467814 |
| GO:0046923 | 5 | ER retention sequence binding | 1 | 0.41 | 0.0467814 |
Significantly enriched GO terms for honey bee genes differentially expressed during pollination in the eggplant greenhouse
| GO ID | Level | GO Term | Count | % | |
|---|---|---|---|---|---|
| GO:0008236 | 6,5 | serine-type peptidase activity | 6 | 10.53 | 0.0004366 |
| GO:0045087 | 4,5 | innate immune response | 3 | 6.12 | 0.002487 |
| GO:0030163 | 6,5 | protein catabolic process | 8 | 16.33 | 0.0071401 |
| GO:0016192 | 3,4,5 | vesicle-mediated transport | 8 | 16.33 | 0.0086862 |
| GO:0070011 | 5 | peptidase activity, acting on L-amino acid peptides | 7 | 12.28 | 0.009631 |
| GO:0007289 | 5,7,8,9,6 | spermatid nucleus differentiation | 1 | 2.04 | 0.0104678 |
| GO:0009407 | 5,6 | toxin catabolic process | 1 | 2.04 | 0.0104678 |
| GO:0042178 | 5,6 | xenobiotic catabolic process | 1 | 2.04 | 0.0104678 |
| GO:0047396 | 4,5 | glycosylphosphatidylinositol diacylglycerol-lyase activity | 1 | 1.75 | 0.0110188 |
| GO:0045793 | 5 | positive regulation of cell size | 2 | 4.08 | 0.0111832 |
| GO:0043285 | 5 | biopolymer catabolic process | 8 | 16.33 | 0.0124452 |
| GO:0002759 | 7,5,6,4 | regulation of antimicrobial humoral response | 2 | 4.08 | 0.0125466 |
| GO:0002920 | 6,5 | regulation of humoral immune response | 2 | 4.08 | 0.0125466 |
| GO:0002831 | 5,4 | regulation of response to biotic stimulus | 2 | 4.08 | 0.0125466 |
| GO:0006325 | 5 | establishment or maintenance of chromatin architecture | 4 | 8.16 | 0.0148176 |
| GO:0051187 | 5 | cofactor catabolic process | 2 | 4.08 | 0.018604 |
| GO:0050776 | 5,4 | regulation of immune response | 2 | 4.08 | 0.0202579 |
| GO:0035187 | 4,5,3 | hatching behavior | 1 | 2.04 | 0.020721 |
| GO:0016030 | 5 | metarhodopsin binding | 1 | 1.75 | 0.0217989 |
| GO:0005520 | 5 | insulin-like growth factor binding | 1 | 1.75 | 0.0217989 |
| GO:0045927 | 5,3,4 | positive regulation of growth | 2 | 4.08 | 0.0237184 |
| GO:0043900 | 4,3 | regulation of multi-organism process | 2 | 4.08 | 0.0237184 |
| GO:0007043 | 5 | cell-cell junction assembly | 2 | 4.08 | 0.0255206 |
| GO:0016042 | 4,5 | lipid catabolic process | 2 | 4.08 | 0.0273683 |
| GO:0050778 | 6,4,5 | positive regulation of immune response | 1 | 2.04 | 0.0307626 |
| GO:0002684 | 5,3,4 | positive regulation of immune system process | 1 | 2.04 | 0.0307626 |
| GO:0035006 | 5,6 | melanization defense response | 1 | 2.04 | 0.0307626 |
| GO:0002921 | 7,5,6 | negative regulation of humoral immune response | 1 | 2.04 | 0.0307626 |
| GO:0008348 | 8,6,7,4,5 | negative regulation of antimicrobial humoral response | 1 | 2.04 | 0.0307626 |
| GO:0002832 | 6,4,5 | negative regulation of response to biotic stimulus | 1 | 2.04 | 0.0307626 |
| GO:0031349 | 6,7,4,5 | positive regulation of defense response | 1 | 2.04 | 0.0307626 |
| GO:0031629 | 7,6,8,9,10,5 | synaptic vesicle fusion to presynaptic membrane | 1 | 2.04 | 0.0307626 |
| GO:0045089 | 7,8,5,6 | positive regulation of innate immune response | 1 | 2.04 | 0.0307626 |
| GO:0046844 | 6,7,4,8,9,5,10 | micropyle formation | 1 | 2.04 | 0.0307626 |
| GO:0048489 | 4,5,6 | synaptic vesicle transport | 3 | 6.12 | 0.0323613 |
| GO:0044270 | 5 | nitrogen compound catabolic process | 2 | 4.08 | 0.0331639 |
| GO:0009404 | 4,5 | toxin metabolic process | 1 | 2.04 | 0.0405959 |
| GO:0009253 | 5,6 | peptidoglycan catabolic process | 1 | 2.04 | 0.0405959 |
| GO:0000270 | 5 | peptidoglycan metabolic process | 1 | 2.04 | 0.0405959 |
| GO:0017143 | 5,6 | insecticide metabolic process | 1 | 2.04 | 0.0405959 |
| GO:0006805 | 4,5 | xenobiotic metabolic process | 1 | 2.04 | 0.0405959 |
| GO:0050962 | 8,6,5,7 | detection of light stimulus involved in sensory perception | 2 | 4.08 | 0.0414121 |
| GO:0006897 | 5,4,6 | endocytosis | 5 | 10.2 | 0.0418106 |
| GO:0016421 | 5 | CoA carboxylase activity | 1 | 1.75 | 0.0426585 |
| GO:0015250 | 5,7 | water channel activity | 1 | 1.75 | 0.0426585 |
| GO:0009583 | 5,6 | detection of light stimulus | 2 | 4.08 | 0.0435555 |
| GO:0016811 | 5 | hydrolase activity, acting on carbon-nitrogen (but not peptide) bonds, in linear amides | 2 | 3.51 | 0.0451763 |
| GO:0044255 | 4,5 | cellular lipid metabolic process | 4 | 8.16 | 0.0477807 |
Figure 6Quantitative RT-PCR analysis of immune and antioxidant system genes, cytochrome P450 family genes, and genes associated with proteasome-dependent protein degradation in honey bees used for pollination of strawberry and eggplant in greenhouses. Relative expression levels of mRNAs for immune (A; PGRP-S2, Abaecin, Apidaecin, Defencin-1, and Hymenoptaecin, B; GLD, LYS, and PO), antioxidant system genes (C; GSTD1, GSTS1, GSTmic1, Tpx4, Trxr-1, Catalase, Ferrittin-1 heavy chain, and GB18633), cytochrome P450 family genes, and genes associated with proteasome-dependent protein degradation (D; Cytochrome P450 6AS10, 6AQ1, 6BD1, 9Q1, 336A1, Ubq-1, Ubiquitin-activating enzyme E1C, and Ubiquitin-conjugating enzyme E2) in honey bees at 42 days after the installation of colonies in strawberry and eggplant greenhouses are measured by quantitative RT-PCR. The mRNA levels in honey bees prior to colony installation in the greenhouses represent 1. All of the values shown are mean ± SEM (A, C, D; n= 8, B; n= 6). They are significantly different from each control (t-test; P < 0.002). GLD, LYS, and PO mRNA levels were derived from data obtained with honey bees used for pollination of strawberry in greenhouses.
The number of N. ceranae spores/bee with honey bees in colonies installed in strawberry greenhouses (November 5, 2010–April 21, 2011)
| Colony | ||||
|---|---|---|---|---|
| Days | #5 | #6 | #7 | #8 |
| 0 | < 104 | < 104 | < 104 | < 104 |
| 14 | < 104 | < 104 | < 104 | < 104 |
| 28 | < 104 | < 104 | < 104 | < 104 |
| 42 | < 104 | < 104 | < 104 | < 104 |
| 56 | < 104 | 2.8 ± 0.2 × 106 | < 104 | 1.6 ± 0.1 × 105 |
| 84 | 7.0 ± 0.4 × 106 | 6.1 ± 0.3 × 106 | < 104 | 4.9 ± 0.2 × 106 |
| 112 | 2.8 ± 0.3 × 106 | 8.7 ± 0.5 × 106 | 1.3 ± 0.08 × 107 | 9.3 ± 0.8 × 106 |
| 140 | 1.3 ± 0.04 × 107 | 6.8 ± 0.7 × 106 | 1.1± 0.07 × 107 | 3.7 ± 0.04 × 106 |
| 168 | 1.2 ± 0.08 × 107 | 1.0 ± 0.06 × 107 | 6.7 ± 0.2 × 106 | 1.1 ± 0.05 × 107 |
The number of N. ceranae spores was counted in homogenates prepared from abdomens of 10 honey bees. Counting was repeated twice with homogenates prepared from abdomens of additional 10 honey bees. If there were no visible spores, we estimated the number of N. ceranae spores/bee should be < 104.
All of the values shown are mean ± SEM (n= 6).
Figure 7Protein carbonyl contents in honey bees from control colonies and colonies installed in eggplant and strawberry greenhouses. The total amounts of protein carbonyl were measured and compared in honey bees from colonies prior to (0 day) and at 70 days after the installation in eggplant and strawberry greenhouses. They were also measured and compared in honey bees from four control colonies in an apiary on April 1 (0 day) and June 9 (70 days), 2010 (Control 1) as well as on November 7, 2009 (0 day) and January 16, 2010 (70 days) (Control 2). All of the values shown are mean ± SEM (Control 1 and Control 2; n= 8, Eggplant and Strawberry; n= 4). Comparisons between Control 1 and Eggplant (t-test; P < 0.03) as well as Control 2 and Strawberry (t-test; P < 0.02) at 70 days indicate that more accumulation of protein carbonyl occurred in honey bees during pollination in greenhouses.