Research Article |
Corresponding author: Andreas Kolter ( andreas.kolter@ruhr-uni-bochum.de ) Academic editor: Dirk Steinke
© 2023 Andreas Kolter, Martin Husemann, Lars Podsiadlowski, Birgit Gemeinholzer.
This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Citation:
Kolter A, Husemann M, Podsiadlowski L, Gemeinholzer B (2023) Pollen metabarcoding of museum specimens and recently collected bumblebees (Bombus) indicates foraging shifts. Metabarcoding and Metagenomics 7: e86883. https://doi.org/10.3897/mbmg.7.86883
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Landscape changes, over time, lead to changes of floral resources available to pollinators, which in turn may result in the disappearance of ecologically specialized species. Here, we use pollen metabarcoding to infer historic and recent interactions between plants and bumblebees (Bombus). Bumblebees from Cuxhaven (Germany) were sampled from historical museum collections (1968/69) and in the field (2019). Pollen attached to their bodies was barcoded using multiple plant markers (ITS1, ITS2 and trnL-P6 loop). Our results show shifts in foraging habits between the historic and recent sampling periods, mostly determined by fewer Fabaceae interactions in 2019. The successful implementation of scalable molecular techniques for the analysis of historical pollen samples underscores the value of museum collections as a resource for biodiversity research. This study provides proof of concept of a comparative analysis of recent and historical pollination data. However, to ensure the robustness of our results, it is crucial to consider the broader methodology used. Our study found variation in the efficacy of the three plant barcoding markers. The ITS1 marker exhibited the highest species-level identification success, while the trnL-P6 loop demonstrated utility in amplifying degraded DNA across diverse plant families.
barcoding, Bombus, bumblebee, Cuxhaven, Hamburg, ITS1, ITS, ITS2, natural history collection, plant metabarcoding, pollen, trnL-F P6
The biodiversity of insects and especially pollinators is in rapid decline (
Bumblebees are important pollinators with great ecological and environmental impact (
Metabarcoding is a promising approach for large-scale biomonitoring (
The city of Cuxhaven (Lower-Saxony, Germany) and its surrounding areas have been in the focus of historic bumblebee studies (
Bumblebees were collected in Cuxhaven (Germany: Lower Saxony) in proximity to the coastline (700 m) between the coordinates 53°51'36.3"N, 8°35'58.4"E and 53°52'55.4"N, 8°37'49.0"E, including the protected area Cuxhavener Küstenheiden (WDPA-ID: 329318, protected since 2004). The sampling sites varied between disturbed ground (suburbia), wet pasture, sandy scrubland and heath. Gardens, farmland (including pastures) and broadleaf forest were within 1 km radius. Sampling took place on the 2019-07-31 between 11 am and 4 pm in sunny weather. Permission to collect specimens and to enter the protected areas was granted by the municipal administration of Cuxhaven (Fachbereich 4: Naturschutzbehörde und Landwirtschaft). For sampling, we focused on female worker bees with visible pollen loads from as many different species as possible. We occasionally caught male bumblebees, which were determined after sampling, but were kept and analyzed alongside the female worker bees. To our best knowledge, no queen bees were caught. Bumblebees were directly caught in new, clean 50 ml centrifuge tubes (one specimen per tube) and then subsequently frozen overnight. We kept tubes upright, however, due to transport conditions, we cannot exclude minimal transfer of corbicula pollen to the bumblebee’s body. Pollen samples were taken within 24h thereafter by removing the pollen from the corbicula (if available) and by dabbing the bumblebee’s body with a toothpick covered in glycerol gelatin (except the hind leg). In 2019, we collected 120 specimens, of which 117 specimens were included in the following analysis.
Historic pollen samples from Cuxhaven were retrieved from the bumblebee collection of the Zoological Museum Hamburg (
Bumblebees were identified independently by COI barcoding with DNA extracted from one hind leg, after pollen removal, and morphologically without disparities. Following the manufacturers’ protocol, the BioSprint 96 DNA Blood Kit (Qiagen) was used for automated DNA extraction with a Biosprint 96 (Thermo-Fisher). PCR targeting the 658 bp mitochondrial COI barcoding fragment was done using the primers HCO2198-JJ and LCO1490-JJ (
To avoid contamination, we treated surfaces, labware and plastic equipment with UV light and additionally with DNA AWAY (ROTH X996.2, Karlsruhe, Germany) before use. DNA extractions and the setup of PCRs were performed in a sterile flow cabinet. The DNA extraction and PCR protocols were tested for various parameters and robustness (
The DNA extraction buffer was modified from
The ITS2 PCR protocol and sequencing strategy was previously described in
Reference databases for ITS1/2 and trnL-P6 were generated from GenBank data files and filtered subsequently by a custom R script (Suppl. material
The custom bioinformatic pipeline to analyze the MiSeq data used the R packages dada2 (featuring the DADA2 algorithm), vegan and ShortRead (
For the comparison of the efficacy of the ITS1/2 makers, we assessed the number of detected taxa per sample after rarefaction, but excluded any subsequent filtering steps to minimize pipeline bias (Suppl. material
Of the 99 sampled bumblebees from 2019 (99 body swap samples + 18 corbicula pollen samples), 91 produced molecular data for all three plant barcoding markers. This dataset was used for foraging preference analysis and included the following bumblebee species, identified visually and via DNA barcoding: 40 B. terrestris, 24 B. lapidarius, 23 B. pascuorum, 3 B. pratorum and 1 B. cryptarum (Appendices
To assess the technical performance of ITS1/2 and the trnL-P6 loop, we minimized the filter steps to increase sensitivity (Tables
In addition to variation in the identified taxa, the ITS1/2 markers also exhibited discrepancies in the sum of presence detections of a taxon across all samples (Table
The trnL-P6 marker detected the most plant families (n=35), compared to ITS1 (n=32) and ITS2 (n=31), but fewer plant taxa at genus level (trnL-P6 n=42, ITS1 n=77, ITS2 n=65) and species levels (trnL-P6 n=13, ITS1 n=52, ITS2 n=45) (Table
Aggregated plant taxa detection counts by pollen metabarcoding of 2019 samples (Cuxhaven, Germany). The detected plant taxa are aggregated from all samples of 2019 (n=99). The taxa presence detection count is calculated by summing up the number of detected plant taxa (frequency) per sample across all samples. Data originates from dataset without final two filtering steps to maximize taxa detection (Suppl. material
Plant taxa | Taxon presence detection sum | ||||||
---|---|---|---|---|---|---|---|
ITS1 | ITS2 | trnL-P6 | combined | ITS1 | ITS2 | trnL-P6 | |
Family | 32 | 31 | 35 | 37 | 454 | 436 | 637 |
Genus | 77 | 65 | 42 | 96 | 714 | 562 | 473 |
Species | 52 | 45 | 13 | 61 | 523 | 407 | 196 |
We also calculated the similarity between the ITS1 and ITS2 data of the same sample individually (1 vs. 1) instead of comparing the whole sample pool (all ITS1 vs. all ITS2). Excluding genera exclusively being detected in either ITS1 or ITS2, the Jaccard similarity of bumblebee samples from 2019 (male and female, body and corbicula) between ITS1 and ITS2, per specimen, is 0.59 (n=110) (Suppl. material
Data used to analyze the plant-pollinator interactions was filtered more strictly to exclude rare and infrequent plant signals that may be of minor importance in terms of their impact on the bumblebee colonies nutritional status (Table
A quantitative count of the pollination network links (=connection) reveals that the markers show a different trend (Table
Jaccard similarity index of three metabarcoding markers of 2019 samples (Cuxhaven, Germany). The Jaccard similarity has been calculated based on a pooling of all samples of 2019 (n=99). Data originates from dataset without final two filtering steps to maximize taxa detection (Suppl. material
ITS1 vs. ITS2 | ITS1 vs. trnL-P6 | ITS2 vs. trnL-P6 | |
---|---|---|---|
Family | 0.91 | 0.87 | 0.87 |
Genus | 0.84 | 0.43 | 0.45 |
Species | 0.71 | 0.28 | 0.34 |
Plant taxa counts in bumblebee samples. The number of bumblebee connections describes the median number of plant taxa found in one sample (number of pollination network links from bumblebee to plant taxa). The number of median plant connections describes the number of samples each respective plant taxa was found in (number of pollination network links from plant taxa to bumblebees). Samples from 1968/69 (=old) have been separated from the samples of 2019. The taxonomic identification level was always to genus in the ITS1 and ITS2 marker and to genus or family level in the trnL-P6 marker. The interquartile range (values in brackets) is only given if the number of samples (n) was greater than 2.
pollen source | bumblebee species (females only) | median bumblebee connections | median plant connections | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ITS1 | ITS2 | trnL–P6 | ITS1 | ITS2 | trnL–P6 | ||||||||
body | B. terrestris (n=27) | 3 | (2–5) | 3 | (2–4) | 4 | (2–6) | 3 | (1–4) | 2 | (1–3.25) | 2.5 | (1–7.5) |
B. lapidarius (n=24) | 4 | (2.75–5) | 2.5 | (1.75–4.25) | 4 | (2.75–5) | 2.5 | (1–5) | 3 | (2–6) | 3 | (2–9) | |
B. pascuorum (n=23) | 4 | (3–5.5) | 3 | (2–4) | 4 | (3.5–5) | 2 | (2–4) | 3 | (1–3.5) | 2.5 | (1–5.75) | |
B. pratorum (n=2) | 1.5 | – | 1 | – | 7 | – | 1.5 | – | 2 | – | 2 | – | |
B. cryptarum (n=1) | 1 | – | 3 | – | 7 | – | 1 | – | 1 | – | 1 | – | |
corbicula | B. terrestris (n=10) | 2 | (2–3.75) | 2 | (2–3.75) | 4.5 | (3.25–5.75) | 1 | (1–2) | 2 | (1–3) | 2.5 | (1–4) |
B. lapidarius (n=4) | 1.5 | (1–2.75) | 1.5 | (1–3) | 7 | (5–7.5) | 1 | (1–1.75) | 1 | (1–1.25) | 2 | (1–2.25) | |
B. pascuorum (n=4) | 2 | (2–2.5) | 3.5 | (3–4) | 6 | (5–7.5) | 1 | (1–2) | 1.5 | (1–2) | 1 | (1–2) | |
B. pascuorum (old) (n=39) | – | – | – | – | 5 | (3.5–8) | – | – | – | – | 2 | (1–9) | |
B. veteranus (old) (n=10) | – | – | – | – | 5 | (4–7.5) | – | – | – | – | 3 | (1–4) | |
B. distinguendus (old) (n=7) | – | – | – | – | 5 | (3–7) | – | – | – | – | 1.5 | (1–4) | |
B. hortorum (old) (n=5) | – | – | – | – | 7 | (4–10) | – | – | – | – | 2 | (1–2.5) | |
B. lucorum (old) (n=3) | – | – | – | – | 13 | (10.5–13) | – | – | – | – | 1 | (1–3) | |
B. muscorum (old) (n=1) | – | – | – | – | 2 | – | – | – | – | – | 1 | – |
Plant-pollinator inference network of historic and recent bumblebee specimen by trnL-P6 pollen metabarcoding. Corbicula pollen was sampled from bumblebees caught in 1968/69 (blue) and bumblebees caught in 2019 (orange). In addition, body pollen was sampled from all bumblebees caught in 2019 (yellow). The width of the colored bars reflects the sum of unique interactions (i) with plant taxa for all specimen (n) of the respective sample type (color). The width of the black bars reflects the total number of bumblebee specimens (s) in which the respective plant taxa has been found. Plant taxa were ordered to minimize network overlap. To avoid clutter, plant taxa found in less than two samples and bumblebee species represented by less than two specimens were omitted. Taxa represented by family names showed insufficient resolution in the trnL-P6 maker (e.g., Asteraceae).
85% (ITS1) and 75% (ITS2) of the plant taxa, at genus level, found in the corbicula samples (n=18) from female bumblebees caught in 2019 (B. terrestris, B. lapidarius and B. pascuorum) can also be detected in the respective body samples of the same specimen (Suppl. material
In general, the most often visited taxa in 2019 were also detected in the 1968/69 samples and vice versa, albeit at a different frequency (Fig.
Biodiversity loss, particularly the decline of pollinators and its impact on ecosystems, is a pressing contemporary issue. Understanding the potential causes behind this decline is highly relevant. In the following, we discuss changes in flower-visiting behavior over a span of approximately 50 years using museomics and metabarcoding of pollen. Our findings reveal a decline in interactions with Fabaceae, which may contribute to the decline of numerous rare species. Additionally, the effectiveness and consistency of our method across various barcoding markers are demonstrated. Subsequently, a detailed discussion of the results is provided.
To the best of our knowledge, this is the first pollen metabarcoding study of historic bumblebee pollen samples dating back ~50 years and the only bumblebee metabarcoding study reporting results from multiple endangered Bombus species. Existing pollen metabarcoding studies are primarily focused on B. terrestris (
Our data on shifts in flower visitations revealed trends that differ between current and historical bumblebee specimens. The bumblebee species caught in 2019 are commonly reported to be present in urban environments and display a highly generalist foraging behavior (
Our analysis of recent and historic plant-pollinator interactions revealed distinct floral visits (Fig.
B. ombus lucorum
is reported to be a generalist forager (
Our data confirms that B. distinguendus has a preference for Fabaceae (
The decline of B. hortorum, which is generally not considered a rare species in Germany, between 1959–1962 and 1968–1969 in the Cuxhaven area, can be attributed to land use changes (
It has been hypothesized that B. veteranus is closely associated with Fabaceae (
In summary, the detected floral interactions of bumblebees caught in 2019 have shifted away from many Fabaceae genera. This is important for three reasons: 1) Host plant availability has been identified as the main driving factor of wild bee decline (n = 57 species), with Fabaceae dependent species (29 out of 57) showing the highest decline (
We tested three genetic markers, including the trnL-P6 loop, positioned between the trnL (UAA) exon 1 and the trnL (UAA) exon 2 (
Comparing the trnL-P6 loop with ITS1/2 revealed two important findings. First, in accordance with
Second, supported by
These results demonstrate that sequencing shorter DNA fragments, such as the trnL-P6 loop, alongside with longer DNA fragments, such as the ITS1/2 barcode marker, will yield different insights and are well worth exploring. Unfortunately, we could not find comparable studies in literature and further controlled experiments are required to understand the differential detections of ITS1/2 and trnL-P6. In summary, the trnL-P6 loop was generally able to recover a higher taxonomic breadth, while the ITS1/2 maker was generally able to recover a higher taxonomic depth.
Our study shows that the ITS1 possesses favorable attributes, compared to the ITS2 marker. This can be demonstrated by more detected taxa on species and genus level, as well as the overall higher number of taxa in all samples (Table
One disadvantage of ITS1 is the presence of extremely long ITS1 sequences in certain Gymnosperms (
In conclusion, our study was able to show differences in foraging trends of bumblebees caught in 1968/69 and 2019, contributing to our understanding of their interaction with foraging resources, despite their current absence from the study area.
Moreover, our findings demonstrate that the trnL-P6 loop had poorer taxonomic resolution compared to the ITS1/2 marker, but could detect more plant-pollinator interactions. We furthermore showed that the ITS1 marker performs at least comparably to the ITS2 marker and holds promise for effective application in plant metabarcoding studies.
We thank Volker Wissemann for access to the laboratory, Rainer Wagner for verifying bumblebee identifications and support during sampling, Finja Schaumann for support during sampling, Alexander Keller, Michael Ohl and Ingolf Steffan-Dewenter for useful comments and suggestions.
The authors have declared that no competing interests exist.
No ethical statement was reported.
This DFG project (project number: 352447832) was part of the SPP 1991: Taxon-Omics: New approaches for discovering and naming biodiversity (project number: 313688472).
Andreas Kolter: Writing - original draft; Writing - review and editing; Data curation; Formal analysis; Investigation; Methodology; Validation; Visualization. Martin Husemann: ; Writing - original draft; Writing - review and editing; Investigation; Project administration;
Resources. Lars Podsiadlowski: Writing - review and editing; Investigation; Resources.Birgit Gemeinholzer: Conceptualization; Writing - review and editing; Writing - original draft; Funding acquisition; Project administration; Resources; Supervision.
Andreas Kolter https://orcid.org/0000-0001-9327-2053
Martin Husemann https://orcid.org/0000-0001-5536-6681
Birgit Gemeinholzer https://orcid.org/0000-0002-9145-9284
All of the data that support the findings of this study are available in the main text or Supplementary Information. Raw sequence reads are deposited in NCBI BioProject PRJNA841517.
Family | Genus | Species | B. terrestris (f), n=27 | B. terrestris (m), n=13 | B. terrestris (f)LP, n=10 | B. lapidarius (f), n=24 | B. lapidarius (f)LP, n=4 | B. pascuorum (f), n=23 | B. pascuorum (f)LP, n=4 | B. pratorum (f), n=2 | B. pratorum (m), n=1 | B. cryptarum (f), n=1 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
Amaryllidaceae | Allium ampeloprasum | 1 | ||||||||||
Halimione portulacoides | 1 | 2 | ||||||||||
Asteraceae | Achillea | millefolium | 2 | 2 | 1 | 3 | ||||||
Artemisia | 3 | 4 | 1 | 4 | 2 | |||||||
Bidens | 1 | |||||||||||
Centaurea cyanus | 1 | 2 | 1 | |||||||||
Cirsium vulgare | 4 | 3 | 1 | |||||||||
Crepis | capillaris | 1 | 1 | 1 | 1 | 2 | ||||||
Dahlia | 1 | 1 | 1 | 3 | ||||||||
Eupatorium cannabinum | 1 | 2 | 2 | |||||||||
Helianthus annuus | 1 | 1 | 1 | |||||||||
Hypochaeris | radicata | 1 | 2 | 2 | 1 | 2 | ||||||
Leontodon | 1 | 5 | ||||||||||
Liatris | 4 | 2 | 1 | 3 | 4 | |||||||
Scorzoneroides autumnalis | 4 | 1 | 1 | 18 | 2 | |||||||
Senecio inaequidens | 1 | 2 | 2 | 1 | ||||||||
Tanacetum vulgare | 7 | 7 | 1 | 15 | 5 | 1 | ||||||
Balsaminaceae | Impatiens glandulifera | 1 | ||||||||||
Boraginaceae | Borago | officinalis | 1 | 1 | ||||||||
Campanulaceae | Campanula | 2 | 1 | |||||||||
Convolvulaceae | Calystegia sepium | 2 | ||||||||||
Ericaceae | Calluna vulgaris | 2 | 4 | 7 | 7 | 3 | 6 | 2 | ||||
Erica | tetralix | 4 | 2 | 2 | 5 | 1 | 5 | 1 | ||||
Fabaceae | Lotus | 6 | 1 | 11 | 2 | 16 | 1 | |||||
pedunculatus | 5 | 1 | 9 | 2 | 18 | 1 | ||||||
Trifolium | arvense | 1 | 1 | 1 | 1 | |||||||
repens | 2 | 1 | 1 | |||||||||
Hydrangeaceae | Hydrangea | 3 | 1 | 2 | ||||||||
Hydrophyllaceae | Phacelia | tanacetifolia | 2 | 1 | 1 | 1 | 4 | |||||
Hypericaceae | Hypericum | 5 | 4 | 4 | 2 | |||||||
Lythraceae | Lythrum | salicaria | 1 | 9 | 1 | 4 | 18 | 2 | 2 | 1 | 1 | |
Malvaceae | Alcea | 1 | 2 | |||||||||
rosea | 4 | 2 | 1 | 4 | ||||||||
Malva | 2 | |||||||||||
Oleaceae | Ligustrum | 1 | 2 | |||||||||
Onagraceae | Oenothera | biennis | 3 | 2 | 2 | 1 | 1 | |||||
Plantaginaceae | Linaria | 1 | 1 | |||||||||
Plumbaginaceae | Limonium vulgare | 1 | 1 | |||||||||
Rosaceae | Potentilla | anserina | 1 | 1 | 1 | |||||||
Rosa | 3 | 3 | 1 | |||||||||
Rosaceae | Rubus | 1 | 1 | 2 | ||||||||
Solanaceae | Solanum dulcamara | 2 | 1 |
Family | Genus | Species | B. terrestris (f), n=27 | B. terrestris (m), n=13 | B. terrestris (f)LP, n=10 | B. lapidarius (f), n=25 | B. lapidarius (f)LP, n=4 | B. pascuorum (f), n=23 | B. pascuorum (f)LP, n=4 | B. pratorum (f), n=2 | B. pratorum (m), n=1 | B. cryptarum (f), n=1 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
Apiaceae | Pimpinella | 1 | ||||||||||
Asteraceae | Achillea | 2 | 2 | 1 | 2 | |||||||
Artemisia | vulgaris | 2 | 3 | |||||||||
Bidens | 1 | |||||||||||
Centaurea cyanus | 1 | 2 | 1 | |||||||||
Cirsium vulgare | 3 | 3 | ||||||||||
Crepis | capillaris | 1 | 1 | 1 | ||||||||
Dahlia | 1 | 1 | 1 | |||||||||
Eupatorium | cannabinum | 1 | 1 | 2 | ||||||||
Hypochaeris | 1 | 2 | 6 | |||||||||
Leontodon | 3 | |||||||||||
Liatris | 4 | 2 | 2 | 2 | 4 | |||||||
Scorzoneroides | autumnalis | 2 | 1 | 14 | 1 | |||||||
Senecio | 2 | 3 | 1 | |||||||||
Tanacetum | 6 | 5 | 4 | 17 | 1 | 4 | 2 | 1 | ||||
Balsaminaceae | Impatiens glandulifera | 1 | ||||||||||
Boraginaceae | Borago officinalis | 1 | ||||||||||
Brassicaceae | Raphanus sativus | 2 | 1 | 2 | ||||||||
Ericaceae | Calluna vulgaris | 17 | 3 | 6 | 6 | 2 | 4 | 2 | 1 | |||
Erica | tetralix | 1 | 1 | 1 | 3 | 1 | ||||||
Fabaceae | Lotus | 5 | 2 | 1 | 1 | 2 | 16 | 2 | 1 | |||
corniculatus | 2 | 1 | 1 | 8 | 2 | 1 | 1 | |||||
pedunculatus | 4 | 1 | 1 | 7 | 2 | 16 | 2 | |||||
Ononis | spinosa | 1 | ||||||||||
Trifolium | 1 | |||||||||||
repens | 1 | 1 | 1 | |||||||||
Hydrangeaceae | Hydrangea | paniculata | 1 | 1 | 1 | |||||||
serrata | 3 | 1 | 2 | |||||||||
Hydrophyllaceae | Phacelia | tanacetifolia | 2 | 1 | ||||||||
Hypericaceae | Hypericum | 4 | 3 | |||||||||
Lamiaceae | Mentha | 3 | 1 | |||||||||
Lythraceae | Lythrum | salicaria | 11 | 1 | 4 | 6 | 1 | 19 | 4 | 2 | 1 | 1 |
Malvaceae | Alcea | 2 | 1 | 1 | 3 | |||||||
Malva moschata | 2 | |||||||||||
Oleaceae | Ligustrum | ovalifolium | 1 | 1 | ||||||||
Onagraceae | Oenothera | 2 | 1 | 3 | 1 | |||||||
Plantaginaceae | Linaria vulgaris | 1 | 1 | |||||||||
Plumbaginaceae | Limonium vulgare | 1 | ||||||||||
Rosaceae | Potentilla | anserina | 1 | 1 | 1 | |||||||
Rosa | 5 | 3 | 1 | 2 | ||||||||
Rubus | 1 | |||||||||||
Scrophulariaceae | Buddleja | Davidii | 4 | 1 | 3 | 1 | ||||||
Solanaceae | Solanum | Dulcamara | 3 | 3 | 1 |
Family | Genus | Species | B. pascuorum (f), n=23 | B. pascuorum (f)LP, n=4 | B. pascuorum (f)(old), n=39 | B. terrestris (f), n=27 | B. terrestris (m), n=13 | B. terrestris (f)LP, n=10 | B. lapidarius (f), n=25 | B. lapidarius (f)LP, n=4 | B. veteranus (f)(old), n=10 | B. distinguendus (f)(old), n=7 | B. hortorum (f)(old), n=5 | B. pratorum (f), n=2 | B. pratorum (m), n=1 | B. lucorum (f)(old), n=3 | B. muscorum (f)(old), n=1 | B. cryptarum (f), n=1 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Asparagaceae | Asparagus | 1 | ||||||||||||||||
Poaceae | 1 | 1 | 3 | 1 | 1 | 1 | ||||||||||||
Anacardiaceae | Cotinus / Rhus | 2 | 1 | |||||||||||||||
Apiaceae | 1 | |||||||||||||||||
Asteraceae | 9 | 1 | 16 | 12 | 7 | 4 | 23 | 3 | 4 | 3 | 3 | 2 | 2 | |||||
Betulaceae | Alnus | 1 | 1 | |||||||||||||||
Boraginaceae | Anchusa | 1 | 1 | |||||||||||||||
Brassicaceae | Cardamine | 1 | ||||||||||||||||
Campanulaceae | Campanula | 2 | 1 | 1 | 2 | 1 | ||||||||||||
Convolvulaceae | 3 | 1 | 3 | 1 | 3 | 2 | 1 | 1 | 1 | |||||||||
Cucurbitaceae | 2 | 1 | 1 | 1 | 3 | 4 | 2 | 2 | 1 | 1 | ||||||||
Ericaceae | Calluna vulgaris | 16 | 3 | 9 | 23 | 9 | 1 | 14 | 3 | 4 | 4 | 3 | 2 | 3 | 1 | |||
Erica tetralix | 3 | 1 | 1 | 1 | 1 | 1 | ||||||||||||
Fabaceae | 3 | 3 | ||||||||||||||||
Anthyllis vulneraria | 1 | 1 | ||||||||||||||||
Lathyrus pratensis | 1 | 9 | 1 | 1 | ||||||||||||||
Lotus | 16 | 3 | 21 | 12 | 5 | 5 | 15 | 2 | 4 | 5 | 4 | 2 | 1 | 2 | 1 | |||
Phaseolus vulgaris | 5 | 1 | 1 | |||||||||||||||
Robinia pseudoacacia | 1 | 1 | ||||||||||||||||
Styphnolobium japonicum | 1 | |||||||||||||||||
Trifolium | 6 | 2 | 27 | 1 | 2 | 1 | 3 | 1 | 7 | 4 | 3 | 1 | 1 | 1 | ||||
Vicia | 2 | 2 | 35 | 5 | 1 | 3 | 1 | 6 | 4 | 4 | 3 | 1 | 1 | |||||
Hydrangeaceae | Philadelphus | 1 | 1 | |||||||||||||||
Hydrophyllaceae | Phacelia tanacetifolia | 4 | 5 | 1 | 2 | 1 | 4 | 1 | 1 | 1 | 1 | |||||||
Hypericaceae | Hypericum | 1 | 2 | 12 | 8 | 1 | 3 | 5 | 2 | 3 | 2 | 1 | 2 | |||||
Lamiaceae | 1 | |||||||||||||||||
Mentha | 1 | 2 | 1 | 1 | ||||||||||||||
Lythraceae | Lythrum salicaria | 21 | 3 | 8 | 14 | 9 | 9 | 12 | 4 | 3 | 1 | 2 | 2 | 1 | 3 | 1 | ||
Malvaceae | 5 | 3 | 4 | 5 | 3 | 1 | 2 | 1 | 1 | 2 | ||||||||
Oleaceae | Ligustrum | 2 | 13 | 4 | 2 | 1 | 2 | 6 | 2 | 1 | ||||||||
Onagraceae | Oenothera | 3 | 2 | 1 | 1 | 1 | 1 | |||||||||||
Plantaginaceae | Linaria vulgaris | 1 | 1 | 1 | 1 | 1 | 1 | |||||||||||
Plumbaginaceae | Limonium | 1 | 1 | |||||||||||||||
Polygonaceae | Fagopyrum esculentum | 1 | ||||||||||||||||
Polygonaceae | Rumex | 1 | 1 | 2 | 2 | 2 | ||||||||||||
Ranunculaceae | Delphinium | 2 | ||||||||||||||||
Rosaceae | 6 | 1 | 23 | 9 | 3 | 4 | 5 | 2 | 3 | 4 | 2 | 2 | 1 | 2 | 1 | |||
Potentilla anserina | 1 | 1 | 1 | |||||||||||||||
Spiraea | 1 | 2 | 2 | 1 | 1 | 1 | ||||||||||||
Scrophulariaceae | 1 | 1 | 1 | 1 | ||||||||||||||
Buddleja | 3 | 1 | 2 | 6 | 2 | |||||||||||||
Solanaceae | 1 | 2 | ||||||||||||||||
Pinaceae | Pinus | 2 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | |||||||||
Taxaceae | Taxus | 1 |
Family | Genus | Species | ITS1 | ITS2 | trnL-P6 |
---|---|---|---|---|---|
Amaryllidaceae | Allium | 1 | |||
ampeloprasum | 3 | 1 | |||
Poaceae | 5 | ||||
Lolium | 3 | ||||
Amaranthaceae | Atriplex | 5 | |||
Chenopodium | 1 | 4 | |||
album | 1 | ||||
Halimione portulacoides | 3 | 6 | |||
Araliaceae | Hedera helix | 3 | |||
Apiaceae | 1 | ||||
Anethum graveolens | 1 | 2 | |||
Pastinaca sativa | 3 | 1 | |||
Pimpinella | 1 | 2 | |||
saxifraga | 1 | ||||
Torilis japonica | 1 | ||||
Asteraceae | 62 | ||||
Achillea | 26 | 10 | 19 | ||
millefolium | 17 | ||||
Artemisia | 28 | ||||
vulgaris | 10 | ||||
Bellis | perennis | 1 | |||
Bidens | 2 | 1 | |||
Centaurea cyanus | 8 | 4 | |||
Cirsium vulgare | 10 | 7 | |||
Crepis capillaris | 17 | 4 | |||
Dahlia | 13 | 4 | |||
Eupatorium cannabinum | 9 | 6 | |||
Glebionis coronaria | 2 | ||||
Helianthus annuus | 10 | 6 | |||
Hieracium | 10 | ||||
umbellatum | 10 | ||||
Hypochaeris radicata | 29 | 17 | |||
Jacobaea | 2 | ||||
maritima | 1 | ||||
Leontodon | 11 | ||||
saxatilis | 3 | ||||
Leucanthemum | 3 | 2 | |||
Liatris | 15 | 16 | |||
Scorzoneroides | |||||
autumnalis | 39 | 27 | |||
Senecio | 10 | ||||
inaequidens | 15 | ||||
Solidago | 2 | 2 | |||
Tagetes | 1 | ||||
Tanacetum | 51 | 51 | |||
vulgare | 45 | ||||
Tripleurospermum maritimum | 1 | ||||
Balsaminaceae | Impatiens glandulifera | 1 | 1 | 2 | |
Betulaceae | Alnus | 4 | |||
Carpinus betulus | 1 | ||||
Bignoniaceae | Catalpa | 2 | |||
ovata | 1 | ||||
Borago | 1 | ||||
officinalis | 2 | 2 | |||
Echium plantagineum | 1 | ||||
Symphytum officinale | 1 | ||||
Brassicaceae | 4 | ||||
Brassica rapa | 1 | ||||
Raphanus sativus | 8 | 7 | |||
Campanulaceae | Campanula | 5 | 14 | ||
rotundifolia | 7 | ||||
Lobelia | 1 | ||||
Jasione montana | 1 | ||||
Convolvulaceae | 9 | ||||
Calystegia sepium | 2 | 6 | |||
Crassulaceae | 6 | ||||
Sempervivum | 1 | 1 | |||
Ericaceae | Calluna vulgaris | 64 | 50 | 50 | |
Erica tetralix | 26 | 13 | 10 | ||
Fabaceae | Hedysarum | 1 | |||
Lathyrus pratensis | 1 | 1 | 7 | ||
Lotus | 53 | ||||
corniculatus | 12 | 45 | |||
pedunculatus | 55 | 51 | |||
Ononis spinosa | 1 | 2 | 5 | ||
Robinia pseudoacacia | 2 | ||||
Trifolium | 18 | 6 | 23 | ||
arvense | 9 | 1 | |||
pratense | 1 | ||||
repens | 6 | 4 | |||
Vicia | 4 | ||||
Fagaceae | 1 | ||||
Fagus | 1 | 2 | |||
Hydrangeaceae | Hydrangea | 15 | 20 | ||
paniculata | 7 | ||||
quercifolia | 2 | ||||
Philadelphus | 2 | ||||
Hydrophyllaceae | Phacelia tanacetifolia | 11 | 6 | 34 | |
Hypericaceae | Hypericum | 18 | 8 | 17 | |
Lamiaceae | Clinopodium | 2 | |||
Galeopsis | 4 | ||||
Lycopus | 1 | ||||
europaeus | 1 | ||||
Mentha | 6 | 7 | 7 | ||
Physostegia | 1 | ||||
Lythraceae | Lythrum salicaria | 60 | 66 | 64 | |
Malvaceae | 37 | ||||
Alcea | 8 | ||||
rosea | 14 | ||||
Malva | 3 | ||||
Malva moschata | 3 | ||||
Tilia | 1 | ||||
Oleaceae | Ligustrum | 9 | 27 | ||
ovalifolium | 8 | ||||
Onagraceae | Chamaenerion angustifolium | 2 | 2 | ||
Oenothera | 10 | 10 | |||
Oenothera biennis | 9 | ||||
Orobanchaceae | Melampyrum pratense | 1 | |||
Odontites | 3 | ||||
vulgaris | 3 | 2 | |||
Papaveraceae | Papaver rhoeas | 1 | |||
Plantaginaceae | Digitalis purpurea | 1 | 1 | ||
Linaria | 4 | ||||
vulgaris | 2 | 9 | |||
Plantago lanceolata | 3 | ||||
Plumbaginaceae | Limonium | 9 | |||
Plumbaginaceae | Limonium vulgare | 2 | 3 | ||
Polygonaceae | Fallopia | 2 | |||
Polygonum aviculare | 1 | 1 | |||
Rumex | 4 | ||||
Ranunculaceae | Aconitum | 1 | |||
Anemone | 2 | ||||
hupehensis | 3 | 3 | |||
Clematis | 1 | ||||
Ranunculus | 3 | ||||
flammula | 2 | 2 | |||
Rosaceae | 22 | ||||
Potentilla anserina | 4 | 4 | 9 | ||
Prunus | 1 | 4 | |||
Rosa | 8 | 14 | |||
Rubus | 8 | 3 | |||
Spiraea | 1 | 2 | 11 | ||
Salicaceae | 5 | ||||
Sapindaceae | Acer | 1 | |||
Scrophulariaceae | Buddleja | 20 | |||
officinalis | 1 | ||||
davidii | 13 | ||||
Solanaceae | 6 | ||||
Solanum dulcamara | 10 | 17 | |||
Pinaceae | Pinus | 25 |
Optimizations
Data type: workflow
Explanation note: Lab protocol (incl PCR) optimizations.
DNA extraction protocol
Data type: protocol
trnL-P6 protocol - primer sequences
Data type: PCR protocol & primer
Reference database protocol
Data type: workflow
Explanation note: Reference database filtering steps.
Sequence processing workflow
Data type: workflow
R pipeline and reference database
Data type: R script, fasta file
Raw ASV data
Data type: ASV table
Explanation note: ASV table and sample number list, bumblebee voucher information.