Identification of Spruce Budworm Natural Enemies Using a qPCR-Based Molecular Sorting Approach
Abstract
:1. Introduction
2. Materials and Methods
2.1. Development of a Barcode Sequence Database for Spruce Budworm Parasitoids
2.2. Development of a Barcode Sequence Database for Spruce Budworm Microsporidia
2.3. Development of the Molecular Sorting Tool
2.4. SYBR Green-Based Real-Time PCR Quantification of DNA
2.5. TaqMan Assay Validation Using Purified DNA Samples and gBlocks Gene Fragments
2.6. Testing of the Molecular Sorting Tool Using Field-Collected Budworm Larvae
2.7. Assessing the Limit of Detection
3. Results
3.1. Tool Development and Architecture
3.2. Tool Validation Using Synthetic gBlocks® Fragments and DNA Extracts
3.2.1. Detection
3.2.2. Discrimination
3.3. Comparative Performance of the Molecular Sorting Tool Using Field-Collected Larvae
3.4. Assessment of the Limit of Detection
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
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Parasitoid Taxon | Source and Number of Marker Sequences Used 1 | ||||
---|---|---|---|---|---|
28S rDNA | COI | ||||
GenBank | New | GenBank | New | ||
Frequent | Diptera (Sarcophagidae) | ||||
Sarcophaga aldrichi | − | − | 6 | − | |
Diptera (Tachinidae) | |||||
Eumea caesar | 8 | − | 8 | − | |
Lypha fumipennis | − | 3 | 1 | 3 | |
Phryxe pecosensis | 8 | − | 7 | − | |
Smidtia (= Winthemia) fumiferanae | − | 7 | − | 7 | |
Actia interrupta | 10 | 2 | 10 | 2 | |
Hymenoptera (Braconidae) | |||||
Apanteles fumiferanae | 22 | − | 22 | − | |
Meteorus trachynotus | 6 | − | 12 | − | |
Hymenoptera (Eulophidae) | |||||
Elachertus cacoeciae | − | 1 | 3 | 1 | |
Hymenoptera (Ichneumonidae) | |||||
Apechthis ontario | − | 2 | 11 | 2 | |
Glypta fumiferanae | 4 | 15 | 25 | 15 | |
Itoplectis conquisitor | 2 | 2 | 15 | 2 | |
Dirophanes maculicornis | 15 | 1 | 15 | 1 | |
Tranosema rostrale | 2 | 7 | 25 | 10 | |
Tranosema tenuifemur | 7 | − | 8 | − | |
Mesopolobus verditer | 1 | 1 | 13 | 1 | |
Occasional | Diptera (Sarcophagidae) | ||||
Pseudosarcophaga affinis | − | 1 | 6 | 1 | |
Diptera (Tachinidae) | |||||
Madremya saundersii | 1 | 2 | 1 | 2 | |
Nemorilla pystes | − | 1 | − | ||
Hymenoptera (Braconidae) | |||||
Apanteles morrisi | 1 | − | 5 | − | |
Apanteles petrovae | 1 | − | 3 | − | |
Bassus binominata | 1 | − | 1 | − | |
Charmon extensor | 4 | − | 1 | − | |
Dolichogenidea absona | 2 | 2 | 2 | 2 | |
Macrocentrus fumiferanae | 6 | − | 4 | − | |
Hymenoptera (Ichneumonidae) | |||||
Enytus montanus | 5 | − | 2 | − | |
Exochus nigripalpis | − | 2 | 1 | 1 | |
Less common | Hymenoptera (Braconidae) | ||||
Apanteles milleri | 1 | − | 1 | − | |
Hymenoptera (Ichneumonidae) | |||||
Acropimpla sp. | − | 1 | − | 1 | |
Agrypon prismaticum | − | 2 | − | 2 | |
Campoplex spp. | 1 | − | 1 | − | |
Gelis spp. | 2 | 2 | 20 | 2 | |
Parania geniculata | − | 2 | − | 2 | |
Phytodietus spp. | − | 2 | 5 | 2 | |
Scambus sp. | 2 | − | 2 | − | |
Stictopisthus flaviceps | 1 | − | 1 | − |
Target Group | Family | Assay Code 1 | Assay Name | Fluorophore | Position 2 |
---|---|---|---|---|---|
Lepidoptera | Tortricidae | 4-plex 1A | SBW COI | Texas Red | 273-400 |
Diptera | Not applicable | 4-plex 1B | Diptera GEN 28S | Cy5 Tao | 8-119 |
Hymenoptera | Not applicable | 4-plex 1C | Hymenoptera GEN 28S | FAM LNA | 96-273 |
Microsporidia | Not applicable | 4-plex 1D | Microsporidia SSU rDNA | HEX Zen | 706-94 |
Diptera | Sarcophagidae | 3-plex 2A | Sarcophaga aldrichi COI | Cy5 Tao | 432-560 |
Diptera | Tachinidae | 3-plex 2B | Phryxe pecosensis COI | FAM LNA | 295-380 |
Diptera | Tachinidae | 3-plex 2C | Eumea caesar 28S | HEX LNA | 195-362 |
Diptera | Tachinidae | 3-plex 3A | Smidtia fumiferanae COI | HEX ZEN | 526-672 |
Diptera | Tachinidae | 3-plex 3B | Lypha fumipennis 28S | FAM LNA | 107-285 |
Diptera | Tachnidae | 3-plex 3C | Actia interrupta COI | Cy5 Tao | 344-489 |
Hymenoptera | Braconidae | 4-plex 4A | Apanteles sp. 28S | HEX LNA | 143-303 |
Hymenoptera | Braconidae | 4-plex 4B | Apanteles fumiferanae COI | Cy5 LNA | 242-364 |
Hymenoptera | Ichneumonidae | 4-plex 4C | Glypta fumiferanae 28S | Texas Red | 141-313 |
Hymenoptera | Ichneumonidae | 4-plex 4D | Tranosema rostrale COI | FAM Zen | 365-511 |
Hymenoptera | Ichneumonidae | 4-plex 5A | Itoplectis conquisitor COI | Texas Red | 31-218 |
Hymenoptera | Pteromalidae | 4-plex 5B | Mesopolobus verditer COI | Cy5 Tao | 245-373 |
Hymenoptera | Ichneumonidae | 4-plex 5C | Apechthis ontario COI | HEX Zen | 381-561 |
Hymenoptera | Ichneumonidae | 4-plex 5D | Tranosema tenuifemur 28S | FAM LNA | 99-215 |
Hymenoptera | Braconidae | 3-plex 6A | Meteorus trachynotus 28S | Cy5 Tao | 162-243 |
Hymenoptera | Eulophidae | 3-plex 6B | Elachertus cacoeciae COI | HEX Zen | 287-432 |
Hymenoptera | Ichneumonidae | 3-plex 6C | Dirophanes hariolus COI | FAM LNA | 463-552 |
Microsporidia | Nosematidae | 3-plex 7A | Nosema SSU rDNA | FAM Zen | 805-940 |
Microsporidia | Nosematidae | 3-plex 7B | Vairimorpha SSU rDNA | Cy5 Tao | 247-353 |
Microsporidia | Glugeidae | 3-plex 7C | Cystosporogenes SSU rDNA | HEX Zen | 78-201 |
Assay | Amplicon Length | Ct Value @ 10 fg | Test Species Used 1 |
---|---|---|---|
SBW COI | 128bp | 20.10 | |
Hymenoptera GEN 28S | 178bp | 20.86 | Apanteles fumiferanae |
Diptera GEN 28S | 112bp | 22.66 | Lypha fumipennis |
Microsporidia SSU rDNA | 89bp | 21.82 | Nosema fumiferanae |
Sarcophaga aldrichi COI | 128bp | 21.48 | |
Phryxe pecosensis COI | 110bp | 20.58 | |
Eumea caesar 28S | 168bp | 20.23 | |
Smidtia fumiferanae COI | 121bp | 20.42 | |
Lypha fumipennis 28S | 177bp | 20.91 | |
Actia interrupta COI | 146bp | 22.96 | |
Apanteles sp 28S | 161bp | 20.56 | |
Apanteles fumiferanae COI | 123bp | 23.41 | |
Glypta fumiferanae 28S | 173bp | 20.58 | |
Tranosema rostrale COI | 157bp | 22.35 | |
Itoplectis conquisitor COI | 188bp | 21.66 | |
Mesopolobus verditer COI | 129bp | 20.18 | |
Apechthis ontario COI | 181bp | 21.03 | |
Tranosema tenuifemur 28S | 106bp | 20.80 | |
Meteorus trachynotus 28S | 78bp | 20.36 | |
Elachertus cacoeciae COI | 146bp | 24.38 | |
Dirophanes hariolus COI | 90bp | 20.12 | |
Nosema SSU rDNA | 136bp | 20.58 | |
Vairimorpha SSU rDNA | 107bp | 21.14 | |
Cystosporogenes SSU rDNA | 124bp | 20.51 |
Target Group | Sample Species | Hym 28S 1-plex | Hym 28S 4-plex | Hym 28S 4-plex + SBW | Dipt 28S 1-plex | Dipt 28S 4-plex | Dipt 28S 4-plex + SBW | SBW COI 4-plex + SBW | Microspo 1-plex | Microspo 4-plex + SBW |
---|---|---|---|---|---|---|---|---|---|---|
Diptera | Sarcophaga aldrichi 1 | - | - | - | - | - | - | - | - | No Ct |
Diptera | Phryxe pecosensis | - | No Ct | No Ct | 27.12 | 26.76 | 26.76 | 20.52 | - | No Ct |
Diptera | Eumea caesar 2 | - | No Ct | No Ct | 28.33 | 27.60 | 27.79 | 20.05 | - | No Ct |
Diptera | Smidtia fumiferanae | - | No Ct | No Ct | 27.56 | 27.28 | 27.20 | 20.59 | - | No Ct |
Diptera | Lypha fumipennis | - | No Ct | No Ct | 28.64 | 28.24 | 28.35 | 20.58 | - | No Ct |
Diptera | Actia interrupta | - | No Ct | No Ct | 27.16 | 26.68 | 26.65 | 20.46 | - | No Ct |
Diptera | Agria affinis 3 | - | - | No Ct | - | - | 27.86 | 20.47 | - | No Ct |
Diptera | Madremya saundersii | - | - | No Ct | - | - | 28.96 | 20.46 | - | No Ct |
Hymenoptera | Apanteles fumiferanae2 | 28.48 | 27.91 | 28.24 | - | No Ct | No Ct | 20.51 | - | No Ct |
Hymenoptera | Glypta fumiferanae | 27.09 | 26.48 | 27.02 | - | No Ct | No Ct | 20.63 | - | No Ct |
Hymenoptera | Tranosema rostrales | 28.56 | 27.87 | 28.41 | - | No Ct | No Ct | 20.43 | - | No Ct |
Hymenoptera | Itoplectis conquisitor | 28.34 | 27.65 | 28.20 | - | No Ct | No Ct | 20.55 | - | No Ct |
Hymenoptera | Mesopolobus verditer | 28.87 | 28.16 | 28.80 | - | No Ct | No Ct | 20.44 | - | No Ct |
Hymenoptera | Apechthis ontario | 27.63 | 26.93 | 27.77 | - | No Ct | No Ct | 20.46 | - | No Ct |
Hymenoptera | Tranosema tenuifemur 2 | 27.76 | 27.49 | 27.47 | - | No Ct | No Ct | 20.10 | - | No Ct |
Hymenoptera | Meteorus trachynotus | 26.85 | 26.54 | 26.80 | - | No Ct | No Ct | 20.54 | - | No Ct |
Hymenoptera | Elachertus cacoeciae | 29.95 | 28.85 | 29.28 | - | No Ct | No Ct | 20.63 | - | No Ct |
Hymenoptera | Dirophanes hariolus | 28.69 | 27.95 | 28.23 | - | No Ct | No Ct | 20.38 | - | No Ct |
Hymenoptera | Acropimpla sp. | - | - | 27.56 | - | - | No Ct | 20.30 | - | No Ct |
Hymenoptera | Agrypon sp. | - | - | 30.12 | - | - | No Ct | 20.54 | - | No Ct |
Hymenoptera | Campoplex sp. | - | - | 29.06 | - | - | No Ct | 20.53 | - | No Ct |
Hymenoptera | Dolochogenidae absona | - | - | 28.24 | - | - | No Ct | 20.30 | - | No Ct |
Hymenoptera | Enytus montanus | - | - | 28.07 | - | - | No Ct | 20.38 | - | No Ct |
Hymenoptera | Exochus nigripalpis | - | - | 28.17 | - | - | No Ct | 20.56 | - | No Ct |
Hymenoptera | Parania geniculata | - | - | 27.12 | - | - | No Ct | 20.34 | - | No Ct |
Hymenoptera | Phytodietus sp. | - | - | 29.40 | - | - | No Ct | 20.45 | - | No Ct |
Microsporidia | Nosema fumiferanae4 | - | - | No Ct | - | - | No Ct | 20.23 | 27.55 | 27.13 |
Microsporidia | Vairimorpha sp. 4 | - | - | No Ct | - | - | No Ct | 20.06 | 28.73 | 28.49 |
Microsporidia | Cystosporogenes sp. 4 | - | - | No Ct | - | - | No Ct | 20.39 | 28.19 | 27.99 |
Lepidoptera | Choristoneura fumiferana 2 | No Ct | No Ct | No Ct | No Ct | No Ct | No Ct | 20.64 | No Ct | No Ct |
Module | Assay | Ct Value Simplex | Ct Value Multiplex | Ct Value Multiplex + SBW |
---|---|---|---|---|
2 | Sarcophaga aldrichi COI 1 | 27.68 | 27.98 | 28.51 |
Phryxe pecosensis COI | 28.56 | 28.50 | 28.45 | |
Eumea caesar 28S 2 | 26.18 | 26.56 | 26.44 | |
Smidtia fumiferanae COI | 33.25 | 33.60 | 33.33 | |
Lypha fumipennis 28S | 30.47 | 30.10 | 30.30 | |
Actia interrupta COI | 29.09 | 29.21 | 29.15 | |
3 | Apanteles sp. 28S 2 | 29.02 | 28.65 | 29.14 |
Apanteles fumiferanae COI 2 | 30.45 | 31.30 | 30.53 | |
Glypta fumiferanae 28S | 29.04 | 28.56 | 28.01 | |
Tranosema rostrale COI | 31.05 | 31.33 | 31.05 | |
Itoplectis conquisitor COI | 32.65 | 32.52 | 31.92 | |
Mesopolobus verditer COI | 31.67 | 31.15 | 32.10 | |
Apechthis ontario COI | 32.32 | 31.38 | 31.13 | |
Tranosema tenuifemur 28S 2 | 28.33 | 28.20 | 28.23 | |
Meteorus trachynotus 28S | 28.60 | 28.46 | 28.53 | |
Elachertus cacoeciae COI | 31.65 | 31.73 | 31.84 | |
Dirophanes hariolus COI | 29.90 | 30.14 | 30.64 | |
4 | Nosema SSU rDNA 3 | 26.48 | 26.43 | 26.81 |
Vairimorpha SSU rDNA 3 | 28.78 | 28.62 | 28.84 | |
Cystosporogenes SSU rDNA 3 | 27.66 | 27.71 | 27.62 |
Days After Oviposition | Proportion Detected |
---|---|
0 | 0/8 |
1 | 7/8 |
2 | 6/8 |
5 | 6/8 |
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Nisole, A.; Stewart, D.; Kyei-Poku, G.; Nadeau, M.; Trudeau, S.; Huron, P.; Djoumad, A.; Kamenova, S.; Smith, M.A.; Eveleigh, E.; et al. Identification of Spruce Budworm Natural Enemies Using a qPCR-Based Molecular Sorting Approach. Forests 2020, 11, 621. https://doi.org/10.3390/f11060621
Nisole A, Stewart D, Kyei-Poku G, Nadeau M, Trudeau S, Huron P, Djoumad A, Kamenova S, Smith MA, Eveleigh E, et al. Identification of Spruce Budworm Natural Enemies Using a qPCR-Based Molecular Sorting Approach. Forests. 2020; 11(6):621. https://doi.org/10.3390/f11060621
Chicago/Turabian StyleNisole, Audrey, Don Stewart, George Kyei-Poku, Marianne Nadeau, Simon Trudeau, Paule Huron, Abdelmadjid Djoumad, Stefaniya Kamenova, M. Alex Smith, Eldon Eveleigh, and et al. 2020. "Identification of Spruce Budworm Natural Enemies Using a qPCR-Based Molecular Sorting Approach" Forests 11, no. 6: 621. https://doi.org/10.3390/f11060621
APA StyleNisole, A., Stewart, D., Kyei-Poku, G., Nadeau, M., Trudeau, S., Huron, P., Djoumad, A., Kamenova, S., Smith, M. A., Eveleigh, E., Johns, R. C., Martel, V., & Cusson, M. (2020). Identification of Spruce Budworm Natural Enemies Using a qPCR-Based Molecular Sorting Approach. Forests, 11(6), 621. https://doi.org/10.3390/f11060621