First Molecular and Metagenomic Investigation of the Italian Honey Bee (Apis mellifera) Microbiome †
Abstract
1. Introduction
2. Materials and Methods
2.1. Sample Collection
2.2. Nucleic Acid Extraction
2.3. Vairimorpha spp., Lotmaria passim, Crithidia mellificae PCR Detection
2.4. RT-PCR Virus Analysis
2.5. 16S rRNA Gene Sequencing and Bioinformatics Analyses
2.6. RNA Sequencing and Bioinformatics Analysis
2.7. Bacterial Community Confirmation: Identification of the Species Belonging to the Melissococcus Genus
2.8. Viral Species Confirmation Assays
2.9. Statistical Analyses
3. Results
3.1. Sampling Observations (Questionnaires)
3.2. Detection of Vairimorpha spp., Lotmaria passim and Crithidia mellificae by PCR
3.3. Virus Detection by RT-PCR
3.4. Honey Bee Bacteriome Analysis
3.5. Bacterial Community: Identification of the Species Belonging to the Genus Melissococcus
3.6. Honey Bee Viral Community
3.7. Verification and Confirmation Analysis of the Viral Community Identified by Metagenomic Analysis
3.8. Statistical Analysis
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| NGS | Next-Generation Sequencing |
| DWV | Deformed Wing virus |
| BQCV | Black Queen Cell virus |
| SBV | Sacbrood virus |
| ABPV | Acute Bee Paralysis virus |
| CBPV | Chronic Bee Paralysis virus |
| RNA-seq | RNA sequencing |
| BeeMLV | Bee Macula-like virus |
| ARV | Apis rhabdovirus |
| LSV | Lake Sinai virus |
| IAPV | Israeli Acute Paralysis virus |
| KBV | Kashmir Bee virus |
| ASV | Amplicon Sequence Variant |
| RIN | RNA Integrity Number |
| LCA | Lowest Common Ancestor |
| EFB | European foulbrood |
| ALPV | Aphid Lethal Paralysis virus |
| VDV | Varroa destructor virus |
| AmFV | Apis mellifera Filamentous virus |
| NMDS | Non-metric Multi-dimensional Scaling |
| ANOVA | Analysis of variance |
| PERMANOVA | Permutational analysis of variance |
| AFB | American Foulbrood |
| -ss-RNA | Negative single-strand RNA |
| +ss-RNA | Positive single-strand RNA |
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| Honey Bee Viruses | Viruses of Other Arthropods | Plant Viruses |
|---|---|---|
| Acute Bee Paralysis virus (ABPV) | Heliconius erato iflavirus | Broad bean wilt virus 1 |
| Aphid Lethal Paralysis virus (ALPV) | Helicoverpa armigera iflavirus | Blackcurrant reversion virus |
| Apis Bunyavirus 1 | Lymantria dispar iflavirus 1 | Blueberry leaf mottle virus |
| Apis mellifera Filamentous virus (AmFV) | Euscelidius variegatus virus 1 | Caraway yellows virus |
| Apis rhabdovirus-1 (ARV-1) | Graminella nigrifrons virus 1 | Grapevine Bulgarian latent virus |
| Apis rhabdovirus-2 (ARV-2) | King virus | Hobart nepovirus 2 |
| Bee Macula-like virus (BeeMLV) | La Jolla virus | Tomato ringspot virus |
| Black Queen Cell virus (BQCV) | Lampyris noctiluca iflavirus 2 | Unclassified nepovirus (no rank) |
| Bundaberg bee virus 5 | Laodelphax striatellus iflavirus 1 | Brevicoryne brassicae virus |
| Bundaberg bee virus 6 | Nesidiocoris tenuis iflavirus 1 | Alfalfa mosaic virus |
| Chronic Bee Paralysis virus (CBPV) | Sogatella furcifera honeydew virus | Melandrium yellow fleck virus |
| Darwin bee virus 3 | Changjiang picorna-like virus 1 | Peanut virus C |
| Darwin bee virus 4 | Hubei arthropod virus 1 | Tobacco streak virus |
| Deformed Wing virus (DWV) | Hubei coleoptera virus 1 | Unclassified ilarvirus (no rank) |
| Himetobi P virus | Hubei odonate virus 4 | Pear alphapartitivirus |
| Kashmir Bee virus (KBV) | Hubei partiti-like virus 34 | Unclassified alphapartitivirus (no rank) |
| Lake Sinai virus (LSV) | Hubei picorna-like virus 26 | Crimson clover cryptic virus 2 |
| Lake Sinai virus 1 (LSV-1) | Hubei picorna-like virus 27 | White clover cryptic virus 2 |
| Lake Sinai virus 2 (LSV-2) | Hubei picorna-like virus 29 | Pelargonium flower break virus |
| Lake Sinai virus 3 (LSV-3) | Hubei picorna-like virus 34 | Raspberry bushy dwarf virus |
| Lake Sinai virus NE | Hubei picorna-like virus 35 | Sowbane mosaic virus |
| Lake Sinai virus SA1 | Shahe heteroptera virus 2 | Turnip rosette virus |
| Lake Sinai virus SA2 | Wenzhou picorna-like virus 47 | Gentian ovary ringspot virus |
| Lake Sinai virus strain Navarra | Wuhan insect virus 21 | Actinidia virus X |
| Lake Sinai virus TO | Alstroemeria virus X | |
| Renmark bee virus 1 | Asparagus virus 3 | |
| Sacbrood virus (SBV) | Lettuce virus X | |
| Unclassified sinaivirus (no rank) | ||
| Varroa destructor virus 1 (VDV-1) | ||
| Varroa destructor virus 3 (VDV-3) | ||
| VDV-1/DWV recombinant 4 |
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Bordin, F.; Peruzzo, A.; Zamperin, G.; Palumbo, E.; Milani, A.; Orsini, M.; Fusaro, A.; Bertola, M.; Mogliotti, P.; Cerioli, M.P.; et al. First Molecular and Metagenomic Investigation of the Italian Honey Bee (Apis mellifera) Microbiome. Appl. Sci. 2026, 16, 3521. https://doi.org/10.3390/app16073521
Bordin F, Peruzzo A, Zamperin G, Palumbo E, Milani A, Orsini M, Fusaro A, Bertola M, Mogliotti P, Cerioli MP, et al. First Molecular and Metagenomic Investigation of the Italian Honey Bee (Apis mellifera) Microbiome. Applied Sciences. 2026; 16(7):3521. https://doi.org/10.3390/app16073521
Chicago/Turabian StyleBordin, Fulvio, Arianna Peruzzo, Gianpiero Zamperin, Elisa Palumbo, Adelaide Milani, Massimiliano Orsini, Alice Fusaro, Michela Bertola, Paola Mogliotti, Monica Pierangela Cerioli, and et al. 2026. "First Molecular and Metagenomic Investigation of the Italian Honey Bee (Apis mellifera) Microbiome" Applied Sciences 16, no. 7: 3521. https://doi.org/10.3390/app16073521
APA StyleBordin, F., Peruzzo, A., Zamperin, G., Palumbo, E., Milani, A., Orsini, M., Fusaro, A., Bertola, M., Mogliotti, P., Cerioli, M. P., Formato, G., Ricchiuti, L., Cerrone, A., Troiano, P., Salvaggio, A., Pintore, A., Mutinelli, F., & Granato, A. (2026). First Molecular and Metagenomic Investigation of the Italian Honey Bee (Apis mellifera) Microbiome. Applied Sciences, 16(7), 3521. https://doi.org/10.3390/app16073521

