Universal and blocking primer mismatches limit the use of high‐throughput DNA sequencing for the quantitative metabarcoding of arthropods
Abstract
The quantification of the biological diversity in environmental samples using high‐throughput DNA sequencing is hindered by the PCR bias caused by variable primer–template mismatches of the individual species. In some dietary studies, there is the added problem that samples are enriched with predator DNA, so often a predator‐specific blocking oligonucleotide is used to alleviate the problem. However, specific blocking oligonucleotides could coblock nontarget species to some degree. Here, we accurately estimate the extent of the PCR biases induced by universal and blocking primers on a mock community prepared with DNA of twelve species of terrestrial arthropods. We also compare universal and blocking primer biases with those induced by variable annealing temperature and number of PCR cycles. The results show that reads of all species were recovered after PCR enrichment at our control conditions (no blocking oligonucleotide, 45 °C annealing temperature and 40 cycles) and high‐throughput sequencing. They also show that the four factors considered biased the final proportions of the species to some degree. Among these factors, the number of primer–template mismatches of each species had a disproportionate effect (up to five orders of magnitude) on the amplification efficiency. In particular, the number of primer–template mismatches explained most of the variation (~3/4) in the amplification efficiency of the species. The effect of blocking oligonucleotide concentration on nontarget species relative abundance was also significant, but less important (below one order of magnitude). Considering the results reported here, the quantitative potential of the technique is limited, and only qualitative results (the species list) are reliable, at least when targeting the barcoding COI region.
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This variation in amplification efficiency might severely bias results, particularly in view of the variation in biomass.
“the amplification efficiency of the COI gene varies among species, and this might severely bias results [34,39] particularly in view of the variation in biomass.”
The amplification efficiency of the COI gene varies among species.
“the amplification efficiency of the COI gene varies among species, and this might severely bias results [34,39] particularly in view of the variation in biomass.”
Amplification of diverse multitemplate mixtures using universal primers can lead to highly unequal amplification efficiencies among products.
“Amplification of diverse multitemplate mixtures using universal primers can lead to highly unequal amplification efficiencies among products [39,49].”
Piñol et al. [39] proposed a relationship between biomass and sequence reads, but did not systematically examine this hypothesis.
“Piñol et al. [39] proposed a relationship between biomass and sequence reads, but did not systematically examine this hypothesis.”
Cites
R: A Language and Environment for Statistical Computing
R Core Team (2000) · doi:10.32614/r.manuals · Cited by 355,706 · see citing works
Folmer, O., Black, M., Hoeh, W., Lutz, R., & Vrijenhoek, R. (1994) · PubMed · doi:10.5281/zenodo.15145663 · Cited by 15,546 · see citing works
A Greedy Algorithm for Aligning DNA Sequences
Zhang, Z., Schwartz, S., Wagner, L., & Miller, W. (2000) · Journal of Computational Biology · doi:10.1089/10665270050081478 · Cited by 5,459 · see citing works
Quality control and preprocessing of metagenomic datasets
Schmieder, R., & Edwards, R. A. (2011) · Bioinformatics · doi:10.1093/bioinformatics/btr026 · Cited by 4,989 · see citing works
Microbial diversity in the deep sea and the underexplored “rare biosphere”
Sogin, M. L., Morrison, H. G., Huber, J. A., Welch, D. B. M., Huse, S. M., Neal, P. R., Arrieta, J. M., & Herndl, G. J. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0605127103 · Cited by 3,683 · see citing works
Determination of microbial diversity in environmental samples: pitfalls of PCR-based rRNA analysis
von Wintzingerode, F., Göbel, U. B., & Stackebrandt, E. (1997) · FEMS Microbiology Reviews · doi:10.1111/j.1574-6976.1997.tb00351.x · Cited by 2,054 · see citing works
Quail, M., Smith, M. E., Coupland, P., Otto, T. D., Harris, S. R., Connor, T. R., Bertoni, A., Swerdlow, H. P., & Gu, Y. (2012) · BMC Genomics · doi:10.1186/1471-2164-13-341 · Cited by 2,031 · see citing works
Towards next-generation biodiversity assessment using DNA metabarcoding
TABERLET, P., COISSAC, E., POMPANON, F., BROCHMANN, C., & WILLERSLEV, E. (2012) · Molecular Ecology · doi:10.1111/j.1365-294x.2012.05470.x · Cited by 1,907 · see citing works
Leray, M., Yang, J., Meyer, C., Mills, S. C., Agudelo, N., Ranwez, V., Boehm, J. T., & Machida, R. J. (2013) · Frontiers in Zoology · doi:10.1186/1742-9994-10-34 · Cited by 1,648 · see citing works
Integrative analysis of environmental sequences using MEGAN4Preprint
Huson, D. H., Mitra, S., Ruscheweyh, H., Weber, N., & Schuster, S. C. (2011) · Genome Research · doi:10.1101/gr.120618.111 · Cited by 1,534 · see citing works
Pfenninger, M., & Posada, D. (2002) · Evolution · doi:10.1111/j.0014-3820.2002.tb00191.x · Cited by 1,523 · see citing works
Bias in template-to-product ratios in multitemplate PCR
Polz, M. F., & Cavanaugh, C. M. (1998) · Applied and Environmental Microbiology · doi:10.1128/aem.64.10.3724-3730.1998 · Cited by 1,484 · see citing works
Kwok, S., Kellogg, D. E., McKinney, N., Spasic, D., Goda, L., Levenson, C., & Sninsky, J. J. (1990) · Nucleic Acids Research · doi:10.1093/nar/18.4.999 · Cited by 1,032 · see citing works
Biodiversity soup: metabarcoding of arthropods for rapid biodiversity assessment and biomonitoring
Yu, D. W., Ji, Y., Emerson, B. C., Wang, X., Ye, C., Yang, C., & Ding, Z. (2012) · Methods in Ecology and Evolution · doi:10.1111/j.2041-210x.2012.00198.x · Cited by 748 · see citing works
A universal DNA mini-barcode for biodiversity analysis
Meusnier, I., Singer, G. A. C., Landry, J., Hickey, D. A., Hebert, P. D. N., & Hajibabaei, M. (2008) · BMC Genomics · doi:10.1186/1471-2164-9-214 · Cited by 679 · see citing works
Taxon‐specific PCR for DNA barcoding arthropod prey in bat faeces
Zeale, M. R. K., Butlin, R. K., Barker, G., Lees, D. C., & Jones, G. (2010) · Molecular Ecology Resources · doi:10.1111/j.1755-0998.2010.02920.x · Cited by 596 · see citing works
Barba, M. D., Miquel, C., Boyer, F., Mercier, C., Rioux, D., Coissac, É., & Taberlet, P. (2013) · Molecular Ecology Resources · doi:10.1111/1755-0998.12188 · Cited by 566 · see citing works
Using Environmental DNA to Census Marine Fishes in a Large Mesocosm
Kelly, R. P., Port, J. A., Yamahara, K. M., & Crowder, L. B. (2014) · PLoS ONE · doi:10.1371/journal.pone.0086175 · Cited by 519 · see citing works
Quantifying microbial communities with 454 pyrosequencing: does read abundance count?
Amend, A. S., Seifert, K. A., & Bruns, T. D. (2010) · Molecular Ecology · doi:10.1111/j.1365-294x.2010.04898.x · Cited by 516 · see citing works
Vestheim, H., & Jarman, S. (2008) · Frontiers in Zoology · doi:10.1186/1742-9994-5-12 · Cited by 481 · see citing works
Sipos, R., Székely, A. J., Palatinszky, M., Révész, S., Màrialigeti, K., & Nikolausz, M. (2007) · FEMS Microbiology Ecology · doi:10.1111/j.1574-6941.2007.00283.x · Cited by 464 · see citing works
PCR Biases Distort Bacterial and Archaeal Community Structure in Pyrosequencing Datasets
Pinto, A. J., & Raskin, L. M. (2012) · PLoS ONE · doi:10.1371/journal.pone.0043093 · Cited by 439 · see citing works
Valentini, A., Miquel, C., Nawaz, M. A., Bellemain, E., Coissac, É., Pompanon, F., Gielly, L., Cruaud, C., Nascetti, G., Wincker, P., et al. (2009) · Molecular Ecology Resources · doi:10.1111/j.1755-0998.2008.02352.x · Cited by 434 · see citing works
Analysis of Australian fur seal diet by pyrosequencing prey DNA in faeces
Deagle, B. E., Kirkwood, R., & Jarman, S. (2009) · Molecular Ecology · doi:10.1111/j.1365-294x.2009.04158.x · Cited by 425 · see citing works
Evaluating high‐throughput sequencing as a method for metagenomic analysis of nematode diversity
Porazinska, D. L., Giblin-davis, R. M., Faller, L. L., Farmerie, W. G., Kanzaki, N., Morris, K., Powers, T. O., Tucker, A. E., Sung, W., & Thomas, W. K. (2009) · Molecular Ecology Resources · doi:10.1111/j.1755-0998.2009.02611.x · Cited by 360 · see citing works
Clarke, L. J., Soubrier, J., Weyrich, L. S., & Cooper, A. (2014) · Molecular Ecology Resources · doi:10.1111/1755-0998.12265 · Cited by 351 · see citing works
Shehzad, W., Riaz, T., Nawaz, M. A., Miquel, C., POILLOT, C., Shah, S. A., Pompanon, F., Coissac, É., & Taberlet, P. (2012) · Molecular Ecology · doi:10.1111/j.1365-294x.2011.05424.x · Cited by 304 · see citing works
Soininen, E., Valentini, A., Coissac, É., Miquel, C., Gielly, L., Brochmann, C., Brysting, A., Sønstebø, J., Ims, R., Yoccoz, N., et al. (2009) · Frontiers in Zoology · doi:10.1186/1742-9994-6-16 · Cited by 304 · see citing works
Molecular microbial ecology: land of the one-eyed king
Forney, L. J., Zhou, X., & Brown, C. J. (2004) · Current Opinion in Microbiology · doi:10.1016/j.mib.2004.04.015 · Cited by 300 · see citing works
Zhou, X. Y., Li, Y., Liu, S., Yang, Q. Y., Su, X., Zhou, L., Tang, M., Fu, R., Li, J., & Huang, Q. (2013) · GigaScience · doi:10.1186/2047-217x-2-4 · Cited by 294 · see citing works
Next Generation Sequencing to Define Prokaryotic and Fungal Diversity in the Bovine Rumen
Fouts, D. E., Szpakowski, S., Purushe, J., Torralba, M., Waterman, R. C., MacNeil, M. D., Alexander, L. J., & Nelson, K. E. (2012) · PLoS ONE · doi:10.1371/journal.pone.0048289 · Cited by 286 · see citing works
Pyrosequencing faecal DNA to determine diet of little penguins: is what goes in what comes out?
Deagle, B. E., Chiaradia, A., McInnes, J. C., & Jarman, S. (2010) · Conservation Genetics · doi:10.1007/s10592-010-0096-6 · Cited by 274 · see citing works
TagCleaner: Identification and removal of tag sequences from genomic and metagenomic datasets
Schmieder, R., Lim, Y. W., Rohwer, F. L., & Edwards, R. A. (2010) · BMC Bioinformatics · doi:10.1186/1471-2105-11-341 · Cited by 244 · see citing works
Carew, M. E., Pettigrove, V. J., Metzeling, L., & Hoffmann, A. A. (2013) · Frontiers in Zoology · doi:10.1186/1742-9994-10-45 · Cited by 243 · see citing works
Deagle, B. E., Thomas, A. C., Shaffer, A. K., Trites, A. W., & Jarman, S. (2013) · Molecular Ecology Resources · doi:10.1111/1755-0998.12103 · Cited by 221 · see citing works
Xu, L., Ravnskov, S., Larsen, J., Nilsson, R. H., & Nicolaisen, M. (2011) · Soil Biology and Biochemistry · doi:10.1016/j.soilbio.2011.11.010 · Cited by 210 · see citing works
Bohmann, K., Monadjem, A., Noer, C. L., Rasmussen, M. A., Zeale, M. R. K., Clare, E. L., Jones, G., Willerslev, E., & Gilbert, M. T. P. (2011) · PLoS ONE · doi:10.1371/journal.pone.0021441 · Cited by 204 · see citing works
Pochon, X., Bott, N. J., Smith, K. F., & Wood, S. A. (2013) · PLoS ONE · doi:10.1371/journal.pone.0073935 · Cited by 199 · see citing works
Piñol, J., Andrés, V., Clare, E. L., Arnau, G. M., & Symondson, W. O. C. (2013) · Molecular Ecology Resources · doi:10.1111/1755-0998.12156 · Cited by 190 · see citing works
Self-citationKowalczyk, R., Taberlet, P., Coissac, É., Valentini, A., Miquel, C., Kamiński, T., & Wójcik, J. M. (2011) · Forest Ecology and Management · doi:10.1016/j.foreco.2010.11.026 · Cited by 182 · see citing works
Hiiesalu, I., Öpik, M., METSIS, M. L., Lilje, L., Davison, J., Vasar, M., Moora, M., Zobel, M., Wilson, S. D., & Pärtel, M. (2011) · Molecular Ecology · doi:10.1111/j.1365-294x.2011.05390.x · Cited by 153 · see citing works
Egge, E., Bittner, L., Andersen, T., Audic, S., de Vargas, C., & Edvardsen, B. (2013) · PLoS ONE · doi:10.1371/journal.pone.0074371 · Cited by 138 · see citing works
Rayé, G., Miquel, C., Coissac, É., Redjadj, C., Loison, A., & Taberlet, P. (2010) · Ecological Research · doi:10.1007/s11284-010-0780-5 · Cited by 118 · see citing works
Porazinska, D. L., Sung, W., Giblin-davis, R. M., & Thomas, W. K. (2009) · Molecular Ecology Resources · doi:10.1111/j.1755-0998.2009.02819.x · Cited by 106 · see citing works
Pyrosequencing of prey DNA in reptile faeces: analysis of earthworm consumption by slow worms
BROWN, D. S., Jarman, S., & Symondson, W. O. C. (2011) · Molecular Ecology Resources · doi:10.1111/j.1755-0998.2011.03098.x · Cited by 90 · see citing works
Biodiversity assessment: State‐of‐the‐art techniques in phylogenomics and species identification
Kellar, P. R., & Pires, J. C. (2011) · American Journal of Botany · doi:10.3732/ajb.1000296 · Cited by 77 · see citing works
Microsatellite markers for interspecific mapping of Drosophila simulans and D. sechellia
Colson, I., Macdonald, S. J., & Goldstein, D. B. (1999) · Molecular Ecology · doi:10.1046/j.1365-294x.1999.00737.x · Cited by 38 · see citing works
McPherson, M., & Møller, S. G. (2006) · Taylor & Francis eBooks · doi:10.4324/9780203002674 · Cited by 23 · see citing works
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Deiner, K., Bik, H. M., Mächler, E., Seymour, M., Lacoursière‐Roussel, A., Altermatt, F., Creer, S., Bista, I., Lodge, D. M., de Vere, N., et al. (2017) · Molecular Ecology · doi:10.1111/mec.14350 · Cited by 1,964 · see citing works
Counting with DNA in metabarcoding studies: How should we convert sequence reads to dietary data?
Deagle, B. E., Thomas, A. C., McInnes, J. C., Clarke, L. J., Vesterinen, E. J., Clare, E. L., Kartzinel, T. R., & Eveson, J. P. (2018) · Molecular Ecology · doi:10.1111/mec.14734 · Cited by 834 · see citing works
Elbrecht, V., & Leese, F. (2015) · PLOS ONE · doi:10.1371/journal.pone.0130324 · Cited by 765 · see citing works
Scrutinizing key steps for reliable metabarcoding of environmental samples
Alberdi, A., Aizpurua, O., Gilbert, M. T. P., & Bohmann, K. (2017) · Methods in Ecology and Evolution · doi:10.1111/2041-210x.12849 · Cited by 685 · see citing works
Pawlowski, J. W., Kelly‐Quinn, M., Altermatt, F., Apothéloz‐Perret‐Gentil, L., Beja, P. R., Boggero, A., Borja, Á., Bouchez, A., Cordier, T., Domaizon, I., et al. (2018) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2018.05.002 · Cited by 562 · see citing works
Elbrecht, V., & Leese, F. (2017) · Frontiers in Environmental Science · doi:10.3389/fenvs.2017.00011 · Cited by 465 · see citing works
How quantitative is metabarcoding: A meta‐analytical approach
Lamb, P. D., Hunter, E., Pinnegar, J. K., Creer, S., Davies, R. G., & Taylor, M. I. (2018) · Molecular Ecology · doi:10.1111/mec.14920 · Cited by 449 · see citing works
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Port, J. A., O’Donnell, J. L., Romero‐Maraccini, O. C., Leary, P. R., Litvin, S. Y., Nickols, K. J., Yamahara, K. M., & Kelly, R. P. (2015) · Molecular Ecology · doi:10.1111/mec.13481 · Cited by 438 · see citing works
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Collins, R. A., Bakker, J., Wangensteen, O. S., Soto, A. Z., Corrigan, L., SIMS, D. W., Genner, M. J., & Mariani, S. (2019) · Methods in Ecology and Evolution · doi:10.1111/2041-210x.13276 · Cited by 358 · see citing works
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Piñol, J., Senar, M. À., & Symondson, W. O. C. (2018) · Molecular Ecology · doi:10.1111/mec.14776 · Cited by 262 · see citing works
Self-citationKeck, F., Blackman, R. C., Bossart, R., Brantschen, J., Couton, M., Hürlemann, S., Kirschner, D., Locher, N., Zhang, H., & Altermatt, F. (2022) · Molecular Ecology · doi:10.1111/mec.16364 · Cited by 257 · see citing works
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Short COI markers for freshwater macroinvertebrate metabarcoding
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Galan, M., Pons, J., Tournayre, O., Pierre, É., Leuchtmann, M., Pontier, D., & Charbonnel, N. (2017) · Molecular Ecology Resources · doi:10.1111/1755-0998.12749 · Cited by 197 · see citing works
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Strategies for sample labelling and library preparation in DNA metabarcoding studies
Bohmann, K., Elbrecht, V., Carøe, C., Bista, I., Leese, F., Bunce, M., Yu, D. W., Seymour, M., Dumbrell, A. J., & Creer, S. (2021) · Molecular Ecology Resources · doi:10.1111/1755-0998.13512 · Cited by 143 · see citing works
Indexed PCR Primers Induce Template-Specific Bias in Large-Scale DNA Sequencing Studies
O’Donnell, J. L., Kelly, R. P., Lowell, N. C., & Port, J. A. (2016) · PLoS ONE · doi:10.1371/journal.pone.0148698 · Cited by 140 · see citing works
Bylemans, J., Gleeson, D. M., Hardy, C. M., & Furlan, E. M. (2018) · Ecology and Evolution · doi:10.1002/ece3.4387 · Cited by 137 · see citing works
The effect of tides on nearshore environmental DNA
Kelly, R. P., Gallego, R., & Jacobs-Palmer, E. (2018) · PeerJ · doi:10.7717/peerj.4521 · Cited by 134 · see citing works
A performance evaluation of targeted eDNA and eDNA metabarcoding analyses for freshwater fishes
Bylemans, J., Gleeson, D. M., Duncan, R. P., Hardy, C. M., & Furlan, E. M. (2019) · Environmental DNA · doi:10.1002/edn3.41 · Cited by 132 · see citing works
Freeland, J. R. (2016) · Genome · doi:10.1139/gen-2016-0100 · Cited by 119 · see citing works
da Silva, L. P., Mata, V. A., Lopes, P. B., Pereira, P., Jarman, S., Lopes, R. J., & Beja, P. R. (2019) · Molecular Ecology Resources · doi:10.1111/1755-0998.13060 · Cited by 118 · see citing works
Methods to identify the prey of invertebrate predators in terrestrial field studies
Birkhofer, K., Bylund, H., Dalin, P., Ferlian, O., Gagić, V., Hambäck, P. A., Klapwijk, M. J., Mestre, L., Roubinet, E., Schroeder, M. L., et al. (2017) · Ecology and Evolution · doi:10.1002/ece3.2791 · Cited by 117 · see citing works
Mata, V. A., Rebelo, H., Amorim, F., McCracken, G. F., Jarman, S., & Beja, P. R. (2018) · Molecular Ecology · doi:10.1111/mec.14779 · Cited by 117 · see citing works
PrimerMiner : an r package for development and in silico validation of DNA metabarcoding primers
Elbrecht, V., & Leese, F. (2016) · Methods in Ecology and Evolution · doi:10.1111/2041-210x.12687 · Cited by 114 · see citing works
Valdivia‐Carrillo, T., Rocha‐Olivares, A., Reyes‐Bonilla, H., Domínguez‐Contreras, J. F., & Munguía‐Vega, A. (2021) · Molecular Ecology Resources · doi:10.1111/1755-0998.13375 · Cited by 114 · see citing works
Coble, A. A., Flinders, C., Homyack, J. A., Penaluna, B. E., Cronn, R., & Weitemier, K. (2018) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2018.08.370 · Cited by 110 · see citing works
Effective mosquito and arbovirus surveillance using metabarcoding
Batovska, J., Lynch, S., Cogan, N. O. I., Brown, K., Darbro, J. M., Kho, E. A., & Blacket, M. J. (2017) · Molecular Ecology Resources · doi:10.1111/1755-0998.12682 · Cited by 108 · see citing works
DNA metabarcoding reveals diverse diet of the three-spined stickleback in a coastal ecosystem
Jakubavičiūtė, E., Bergström, U., Eklöf, J., Haenel, Q., & Bourlat, S. J. (2017) · PLoS ONE · doi:10.1371/journal.pone.0186929 · Cited by 104 · see citing works
Dormontt, E. E., van Dijk, K., Bell, K. L., Biffin, E., Breed, M. F., Byrne, M. M., Caddy‐Retalic, S., Encinas‐Viso, F., Nevill, P., Shapcott, A., et al. (2018) · Frontiers in Ecology and Evolution · doi:10.3389/fevo.2018.00134 · Cited by 103 · see citing works
Wang, X., Hua, F., Wang, L., Wilcove, D. S., & Yu, D. W. (2019) · Diversity and Distributions · doi:10.1111/ddi.12972 · Cited by 102 · see citing works
McInnes, J. C., Alderman, R. L., Lea, M., Raymond, B., Deagle, B. E., Phillips, R. A., Stanworth, A. J., Thompson, D. R., Catry, P., Weimerskirch, H., et al. (2017) · Molecular Ecology · doi:10.1111/mec.14245 · Cited by 100 · see citing works
Molecular diet analysis of neotropical bats based on fecal DNA metabarcoding
Ingala, M. R., Simmons, N. B., Wultsch, C., Krampis, K., Provost, K. L., & Perkins, S. L. (2021) · Ecology and Evolution · doi:10.1002/ece3.7579 · Cited by 99 · see citing works
Gurr, G. M., & You, M. (2016) · Frontiers in Plant Science · doi:10.3389/fpls.2015.01255 · Cited by 95 · see citing works
A DNA metabarcoding approach to characterize soil arthropod communities
Oliverio, A., Gan, H., Wickings, K. G., & Fierer, N. (2018) · Soil Biology and Biochemistry · doi:10.1016/j.soilbio.2018.06.026 · Cited by 92 · see citing works
Going out for dinner—The consumption of agriculture pests by bats in urban areas
Aguiar, L., Bueno-Rocha, I. D., Oliveira, G., Pires, E. S., Vasconcelos, S., Nunes, G. L., Frizzas, M. R., & Togni, P. H. B. (2021) · PLoS ONE · doi:10.1371/journal.pone.0258066 · Cited by 92 · see citing works
Current methods and future directions in avian diet analysis
Hoenig, B. D., Snider, A. M., Forsman, A., Hobson, K. A., Latta, S. C., Miller, E. T., Polito, M. J., Powell, L. L., Rogers, S. L., Sherry, T. W., et al. (2021) · The Auk · doi:10.1093/ornithology/ukab077 · Cited by 89 · see citing works
Overcoming the pitfalls of merging dietary metabarcoding into ecological networks
Cuff, J. P., Windsor, F. M., Tercel, M. P. T. G., Kitson, J. J. N., & Evans, D. M. (2021) · Methods in Ecology and Evolution · doi:10.1111/2041-210x.13796 · Cited by 89 · see citing works
Corse, E., Tougard, C., Archambaud‐Suard, G., Agnèse, J., Mandeng, F. D. M., Bilong, C. F. B., Duneau, D., Zinger, L., Chappaz, R., Xu, C. C. Y., et al. (2019) · Ecology and Evolution · doi:10.1002/ece3.5063 · Cited by 85 · see citing works
Plant diversity accurately predicts insect diversity in two tropical landscapes
Zhang, K., Lin, S., Ji, Y., Yang, C., Wang, X., Yang, C., Wang, H., Jiang, H., Harrison, R. D., & Yu, D. W. (2016) · Molecular Ecology · doi:10.1111/mec.13770 · Cited by 83 · see citing works
DNA metabarcoding reveals the complex and hidden responses of chironomids to multiple stressors
Beermann, A. J., Zizka, V. M. A., Elbrecht, V., BARANOV, V. A., & Leese, F. (2018) · Environmental Sciences Europe · doi:10.1186/s12302-018-0157-x · Cited by 83 · see citing works
Pollen metabarcoding as a tool for tracking long‐distance insect migrations
Suchan, T., Talavera, G., Sáez, L., Ronikier, M., & Vila, R. (2018) · Molecular Ecology Resources · doi:10.1111/1755-0998.12948 · Cited by 82 · see citing works
Yates, M. C., Cristescu, M. E., & Derry, A. M. (2021) · Molecular Ecology · doi:10.1111/mec.16202 · Cited by 82 · see citing works
Assessing the utility of metabarcoding for diet analyses of the omnivorous wild pig (Sus scrofa)
Robeson, M. S., Khanipov, K., Golovko, G., Wisely, S. M., White, M. D., Bodenchuk, M. J., Smyser, T. J., Fofanov, Y., Fierer, N., & Piaggio, A. J. (2017) · Ecology and Evolution · doi:10.1002/ece3.3638 · Cited by 82 · see citing works
Waeyenberge, L., Sutter, N. D., Viaene, N. M., & Haegeman, A. (2019) · Diversity · doi:10.3390/d11040052 · Cited by 81 · see citing works
Molecular gut content analysis of different spider body parts
Macías‐Hernández, N., Athey, K. J., Tonzo, V., Wangensteen, O. S., Arnedo, M. A., & Harwood, J. D. (2018) · PLoS ONE · doi:10.1371/journal.pone.0196589 · Cited by 80 · see citing works
The problem of omnivory: A synthesis on omnivory and DNA metabarcoding
Tercel, M. P. T. G., Symondson, W. O. C., & Cuff, J. P. (2021) · Molecular Ecology · doi:10.1111/mec.15903 · Cited by 80 · see citing works
Ji, Y., Huotari, T., Roslin, T. V., Schmidt, N. M., Wang, J., Yu, D. W., & Ovaskainen, O. (2019) · Molecular Ecology Resources · doi:10.1111/1755-0998.13057 · Cited by 78 · see citing works
Fish as predators and prey: DNA ‐based assessment of their role in food webs
Traugott, M., Thalinger, B., Wallinger, C., & Sint, D. (2020) · Journal of Fish Biology · doi:10.1111/jfb.14400 · Cited by 76 · see citing works
Bohmann, K., Gopalakrishnan, S., Nielsen, M., Santos‐Bay, L., Jones, G., Streicker, D. G., & Gilbert, M. T. P. (2018) · Molecular Ecology Resources · doi:10.1111/1755-0998.12891 · Cited by 76 · see citing works
Cannon, M. V., Hester, J., Shalkhauser, A., Chan, E. R., Logue, K., Small, S. T., & Serre, D. (2016) · Scientific Reports · doi:10.1038/srep22908 · Cited by 75 · see citing works
DNA metabarcoding uncovers fungal diversity of mixed airborne samples in Italy
Banchi, E., Ametrano, C. G., Stanković, D., Verardo, P., Moretti, O., Gabrielli, F., Lazzarin, S., Borney, M. F., Tassan, F., Tretiach, M., et al. (2018) · PLoS ONE · doi:10.1371/journal.pone.0194489 · Cited by 74 · see citing works
McInnes, J. C., Jarman, S., Lea, M., Raymond, B., Deagle, B. E., Phillips, R. A., Catry, P., Stanworth, A. J., Weimerskirch, H., Kusch, A., et al. (2017) · Frontiers in Marine Science · doi:10.3389/fmars.2017.00277 · Cited by 73 · see citing works
Blackman, R. C., Mächler, E., Altermatt, F., Arnold, A., Beja, P. R., Boets, P., Egeter, B., Elbrecht, V., Filipe, A. F., Jones, J. I., et al. (2019) · Metabarcoding and Metagenomics · doi:10.3897/mbmg.3.34735 · Cited by 72 · see citing works
Nascimento, F. J. A., Lallias, D., Bik, H. M., & Creer, S. (2018) · Scientific Reports · doi:10.1038/s41598-018-30179-1 · Cited by 70 · see citing works
Ficetola, G. F., Boyer, F., Valentini, A., Bonin, A., Meyer, A., Déjean, T., Gaboriaud, C., Usseglio‐Polatera, P., & Taberlet, P. (2020) · Molecular Ecology · doi:10.1111/mec.15632 · Cited by 70 · see citing works
Extracting abundance information from DNA ‐based data
Luo, M., Ji, Y., Warton, D. I., & Yu, D. W. (2022) · Molecular Ecology Resources · doi:10.1111/1755-0998.13703 · Cited by 68 · see citing works
Paula, D. P., Linard, B., Crampton‐Platt, A., Srivathsan, A., Timmermans, M. J. T. N., SUJII, E. R., Pires, C. S. S., de Souza, L. M., Andow, D. A., & Vogler, A. P. (2016) · PLoS ONE · doi:10.1371/journal.pone.0161841 · Cited by 66 · see citing works
Richardson, R. T., Curtis, H. R., Matcham, E. G., Lin, C., Suresh, S., Sponsler, D. B., Hearon, L. E., & Johnson, R. M. (2018) · Molecular Ecology · doi:10.1111/mec.14975 · Cited by 66 · see citing works
Kennedy, S. R., Prost, S., Overcast, I., Rominger, A. J., Gillespie, R. G., & Krehenwinkel, H. (2020) · Development Genes and Evolution · doi:10.1007/s00427-020-00652-x · Cited by 66 · see citing works
Tsuji, S., Inui, R., Nakao, R., Miyazono, S., Saito, M., Kono, T., & AKAMATSU, Y. (2022) · Scientific Reports · doi:10.1038/s41598-022-25274-3 · Cited by 65 · see citing works
Metabarcoding data allow for reliable biomass estimates in the most abundant animals on earth
Schenk, J., Geisen, S., Kleinbölting, N., & Traunspurger, W. (2019) · Metabarcoding and Metagenomics · doi:10.3897/mbmg.3.46704 · Cited by 65 · see citing works
Bylemans, J., Gleeson, D. M., Lintermans, M., Hardy, C. M., Beitzel, M., Gilligan, D. M., & Furlan, E. M. (2018) · Metabarcoding and Metagenomics · doi:10.3897/mbmg.2.30457 · Cited by 64 · see citing works
Species detection from aquatic eDNA: Assessing the importance of capture methods
Peixoto, S., Chaves, C., Velo‐Antón, G., Beja, P. R., & Egeter, B. (2020) · Environmental DNA · doi:10.1002/edn3.130 · Cited by 63 · see citing works
Capabilities and limitations of using DNA metabarcoding to study plant–pollinator interactions
Arstingstall, K. A., DeBano, S. J., Li, X., Wooster, D. E., Rowland, M. M., Burrows, S. J., & Frost, K. E. (2021) · Molecular Ecology · doi:10.1111/mec.16112 · Cited by 63 · see citing works
Biodiversity Soup II: A bulk‐sample metabarcoding pipeline emphasizing error reduction
Yang, C., Bohmann, K., Wang, X., Cai, W., Wales, N., Ding, Z., Gopalakrishnan, S., & Yu, D. W. (2021) · Methods in Ecology and Evolution · doi:10.1111/2041-210x.13602 · Cited by 62 · see citing works
Schnell, I. B., Bohmann, K., Schultze, S. E., Richter, S. R., Murray, D. C., Sinding, M. S., Bass, D., Cadle, J. E., Campbell, M. J., Dolch, R., et al. (2018) · Molecular Ecology Resources · doi:10.1111/1755-0998.12912 · Cited by 61 · see citing works
Verkuil, Y. I., Nicolaus, M., Ubels, R., Dietz, M. W., Samplonius, J. M., Galema, A., Kiekebos, K., de Knijff, P., & Both, C. (2022) · Ecology and Evolution · doi:10.1002/ece3.8881 · Cited by 60 · see citing works
Cuff, J. P., Kitson, J. J. N., Hemprich-Bennett, D. R., Tercel, M. P. T. G., Browett, S. S., & Evans, D. M. (2022) · Molecular Ecology Resources · doi:10.1111/1755-0998.13705 · Cited by 60 · see citing works
Application of next-generation sequencing for the identification of herbal products
Lo, Y. T., & Shaw, P. C. (2019) · Biotechnology Advances · doi:10.1016/j.biotechadv.2019.107450 · Cited by 57 · see citing works
Meyer, A., Boyer, F., Valentini, A., Bonin, A., Ficetola, G. F., Beisel, J., Bouquerel, J., Wagner, P., Gaboriaud, C., Leese, F., et al. (2020) · Molecular Ecology · doi:10.1111/mec.15723 · Cited by 57 · see citing works
Shokralla, S., Gibson, J. F., King, I. W., Baird, D. J., Janzen, D. H., Hallwachs, W., & Hajibabaei, M. (2016) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/087437 · Cited by 56 · see citing works
Kocher, A., Gantier, J.-C., Gaborit, P., Zinger, L., Holota, H., Valière, S., Dusfour, I., Girod, R., Bañuls, A., & Murienne, J. (2016) · Molecular Ecology Resources · doi:10.1111/1755-0998.12556 · Cited by 55 · see citing works
Schenk, J., Kleinbölting, N., & Traunspurger, W. (2020) · Ecology and Evolution · doi:10.1002/ece3.6104 · Cited by 54 · see citing works
- Authors
- Piñol, J., Mir, G., Gomez‐Polo, P., & Agustí, N.
- Affiliations
- Universitat Autònoma de Barcelona (ES)
- CRAG CSIC IRTA UAB UB Cerdanyola del Vallès 08193 Spain
- Institute of Agrifood Research and Technology (ES)
- Corresponding author
- Piñol, J.
- Venue
- Molecular Ecology Resources
- Publisher
- Wiley
- Published
- 2014-12-23
- Volume
- 15
- Issue
- 4
- Pages
- 819-830
- ISSN
- 1755-098X (ISSN-L)
- 1755-0998
- OpenAlex
- W2051331361
- Cited by
- 423
- References
- 48
- Citations by year
- 2026: 37 · 2025: 42 · 2024: 37 · 2023: 34 · 2022: 45 · 2021: 53 · 2020: 40 · 2019: 31 · 2018: 53 · 2017: 22 · 2016: 20 · 2015: 9
- FWCI
- 14.76
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Molecular Ecology Resources (publishedVersion)
- PubMed (publishedVersion)
- DIGITAL.CSIC (Spanish National Research Council (CSIC)) (submittedVersion)
- Funders
- MINECO (CGL2010-18182, AGL2011-24349)
- Topics
- Physical Sciences › Environmental Science › Ecology › Environmental DNA in Biodiversity Studies
- Life Sciences › Agricultural and Biological Sciences › Ecology, Evolution, Behavior and Systematics › Invertebrate Taxonomy and Ecology
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
- Keywords
- PCR bias, primer-template mismatch, arthropods, COI barcoding, mock communities, amplification efficiency, annealing temperature, dietary assessment, species relative abundance
- MeSH terms
- Animals, Arthropods, Diagnostic Errors, Molecular Sequence Data, Polymerase Chain Reaction, Sequence Analysis, DNA, DNA Primers, Base Pair Mismatch, DNA Barcoding, Taxonomic, High-Throughput Nucleotide Sequencing
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