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Optimized and validated protocol to the detection of the invasive bivalve Limnoperna fortunei from eDNA plankton samples

Protocolo otimizado e validado para detecção do bivalve invasor Limnoperna fortunei de amostras de DNA ambiental de plâncton

Abstract:

We optimized a methodology for plankton environmental DNA detection of the invasive golden mussel and validated it in samples from a Southern Brazil reservoir. Limnoperna fortunei is a successful invasive alien species that causes significant impacts on freshwater ecosystems. We adjusted and validated the methodology to detect L. fortunei in plankton samples, with a SYBR Green assay. Based on the standard curve analysis, the observed theoretical minimal qPCR detection level was 0.0005625 ng.µL-1 (R2 = 0.99) at a PCR quantification cycle of 14.09–29.56. We also presented a practical guide to be used in monitoring and detection of L. fortunei. The optimized protocol was efficient in detecting L. fortunei and can be used to monitor already infested environments or invasions in new environments.

Keywords:
biological invasion; biomonitoring; golden mussel; qPCR; reservoir

Resumo:

Nós otimizamos uma metodologia para detecção do mexilhão-dourado em amostras de DNA ambiental de plâncton e a validamos em amostras de um reservatório no sul do Brasil. Limnoperna fortunei é uma espécie exótica invasora bem-sucedida que promove impactos significativos nos ecossistemas de água doce. Nós ajustamos e validamos a metodologia para detectar L. fortunei em amostras de plâncton em reservatório, através de ensaios com SYBR Green. O nível teórico mínimo de detecção de qPCR observado, com base na análise de curva padrão, foi de 0,0005625 ng.µL-1 (R2 = 0,99) em um ciclo de quantificação de 14,09–29,56. Nós também apresentamos um guia prático a ser utilizado no monitoramento da invasão de L. fortunei em bacias hidrográficas. A metodologia ajustada foi eficiente na detecção de L. fortunei e, portanto, pode ser usada para monitorar ambientes já infestados ou invasões em novos ambientes em larga escala.

Palavras-chave:
invasão biológica; biomonitoramento; mexilhão-dourado; qPCR; reservatórios

1. Introduction

Invasive alien species (IAS) are changing environments worldwide at an unprecedented rate, threatening to deplete and to homogenize the ecosystems and their respective environmental services (Mack et al., 2000MACK, R.N., SIMBERLOFF, D., LONSDALE, W.M., EVANS, H., CLOUT, M. and BAZZAZ, F.A. Biotic invasions: causes, epidemiology, global consequences, and control. Ecological Applications, 2000, 10(3), 689-710. http://dx.doi.org/10.1890/1051-0761(2000)010[0689:BICEGC]2.0.CO;2.
http://dx.doi.org/10.1890/1051-0761(2000...
; Rahel & Olden, 2008RAHEL, F.J. and OLDEN, J.D. Assessing the effects of climate change on aquatic invasive species. Conservation Biology, 2008, 22(3), 521-533. http://dx.doi.org/10.1111/j.1523-1739.2008.00950.x. PMid:18577081.
http://dx.doi.org/10.1111/j.1523-1739.20...
). The biological invasions are associated with biodiversity loss and the provision of ecosystem services, as supporting, provisioning, regulating and cultural services (Vilà & Hulme, 2017VILÀ, M. and HULME, P.E. Impact of biological invasions on ecosystem services. Cham: Springer International Publishing, 2017. http://dx.doi.org/10.1007/978-3-319-45121-3.
http://dx.doi.org/10.1007/978-3-319-4512...
). Therefore, early detection and rapid response to early stages of invasive species infestation is critical for management and conservation of aquatic ecosystems (Goldberg et al., 2013GOLDBERG, C.S., SEPULVEDA, A., RAY, A., BAUMGARDT, J. and WAITS, L.P. Environmental DNA as a new method for early detection of New Zealand mudsnails (Potamopyrgus antipodarum). Freshwater Science, 2013, 32(3), 792-800. http://dx.doi.org/10.1899/13-046.1.
http://dx.doi.org/10.1899/13-046.1...
; DePaula et al., 2020). The detection and quantification of IAS using visual or microscope identification methods can be difficult and time-consuming (Lucy, 2006LUCY, F. Early life stages of Dreissena polymorpha (zebra mussel): the importance of long-term datasets in invasion ecology. Aquatic Invasions, 2006, 1(3), 171-182. http://dx.doi.org/10.3391/ai.2006.1.3.12.
http://dx.doi.org/10.3391/ai.2006.1.3.12...
; MacKenzie et al., 2006MACKENZIE, D.I., NICHOLS, J.D., ROYLE, J.A., POLLOCK, K.H., BAILEY, L.A. and HINES, J.E. Occupancy estimation and modeling: inferring patterns and dynamics of species occurrence. Amsterdam: Elsevier, 2006.). Specially in the case of small or microorganisms, where the similarity found between species or in their initial life stages may result in uncertainties, adding an extra effort to the identification step (Baldwin et al., 1996BALDWIN, B.S., BLACK, M., SANJUR, O., GUSTAFSON, R., LUTZ, R.A. and VRIJENHOEK, R.C. A diagnostic molecular marker for zebra mussels (Dreissena polymorpha) and potentially co-occurring bivalves: mitochondrial COI. Molecular Marine Biology and Biotechnology, 1996, 5(1), 9-14. PMid:8869514.).

The combination of real-time quantitative PCR (qPCR) with samples of environmental DNA (eDNA) has been used in the characterization, detection, and assessment of aquatic biodiversity (Deiner et al., 2017DEINER, K., BIK, H.M., MÄCHLER, E., SEYMOUR, M., LACOURSIÈRE-ROUSSEL, A., ALTERMATT, F., CREER, S., BISTA, I., LODGE, D.M., DE VERE, N., PFRENDER, M.E. and BERNATCHEZ, L. Environmental DNA metabarcoding: transforming how we survey animal and plant communities. Molecular Ecology, 2017, 26(21), 5872-5895. http://dx.doi.org/10.1111/mec.14350. PMid:28921802.
http://dx.doi.org/10.1111/mec.14350...
; Harrison et al., 2019HARRISON, J.B., SUNDAY, J.M. and ROGERS, S.M. Predicting the fate of eDNA in the environment and implications for studying biodiversity. Proceedings of the Royal Society B, 2019, 286(1915), 20191409. http://dx.doi.org/10.1098/rspb.2019.1409.
http://dx.doi.org/10.1098/rspb.2019.1409...
). The use of eDNA has experienced considered growth and has being used in community and invasion ecology, because it allows you to obtain information from a bulk DNA sample (Taberlet et al., 2012TABERLET, P., COISSAC, E., HAJIBABAEI, M. and RIESEBERG, L.H. Environmental DNA. Molecular Ecology, 2012, 21(8), 1789-1793. http://dx.doi.org/10.1111/j.1365-294X.2012.05542.x. PMid:22486819.
http://dx.doi.org/10.1111/j.1365-294X.20...
). For this reason, the combination of qPCR and eDNA has been used as a technique to monitor aquatic environments (Jerde et al., 2011JERDE, C.L., MAHON, A.R., CHADDERTON, W.L. and LODGE, D.M. “Sight-unseen” detection of rare aquatic species using environmental DNA. Conservation Letters, 2011, 4(2), 150-157. http://dx.doi.org/10.1111/j.1755-263X.2010.00158.x.
http://dx.doi.org/10.1111/j.1755-263X.20...
; Goldberg et al., 2013GOLDBERG, C.S., SEPULVEDA, A., RAY, A., BAUMGARDT, J. and WAITS, L.P. Environmental DNA as a new method for early detection of New Zealand mudsnails (Potamopyrgus antipodarum). Freshwater Science, 2013, 32(3), 792-800. http://dx.doi.org/10.1899/13-046.1.
http://dx.doi.org/10.1899/13-046.1...
; Stoeckle et al., 2017STOECKLE, M.Y., SOBOLEVA, L. and CHARLOP-POWERS, Z. Aquatic environmental DNA detects seasonal fish abundance and habitat preference in an urban estuary. PLoS One, 2017, 12(4), e0175186. http://dx.doi.org/10.1371/journal.pone.0175186. PMid:28403183.
http://dx.doi.org/10.1371/journal.pone.0...
), speeding up and bringing reliability to the use of non-lethal methods.

The golden mussel Limnoperna fortunei (Dunker, 1857) is an invasive bivalve originated from Southeast Asia (Ricciardi, 1998RICCIARDI, A. Global range expansion of the Asian mussel Limnoperna fortunei (Mytilidae): Another fouling threat to freshwater systems. Biofouling, 1998, 13(2), 97-106. http://dx.doi.org/10.1080/08927019809378374.
http://dx.doi.org/10.1080/08927019809378...
). It was detected for the first time in September 1991, in the Río de La Plata estuary (located between Argentina and Uruguay) (Pastorino et al., 1993PASTORINO, G., DARRIGRAN, G., MARTÍN, S.M. and LUNASCHI, L. Limnoperna fortunei (Dunker, 1857) (Mytilidae), nuevo bivalvo invasor en aguas del Río de la Plata. Neotrópica, 1993, 39, 34.). This species is spread throughout Brazil, Argentina, Paraguay, Uruguay, and Bolivia (Darrigran, 2002DARRIGRAN, G. Potential impact of filter-feeding invaders on temperate inland freshwater environments. Biological Invasions, 2002, 4(1/2), 145-156. http://dx.doi.org/10.1023/A:1020521811416.
http://dx.doi.org/10.1023/A:102052181141...
). In Brazil, L. fortunei is distributed along the Pantanal region, Paraná River watershed to the estuary of the La Plata River (Oliveira et al., 2015OLIVEIRA, M.D., CAMPOS, M.C.S., PAOLUCCI, E.M., MANSUR, M.C.D. and HAMILTON, S.K. Colonization and spread of Limnoperna fortunei in South America. In: D. BOLTOSVKOY, ed. Limnoperna fortunei: the ecology, distribution and control of a swiftly spreading invasive fouling mussel. London: Springer, 2015, pp. 333-355. http://dx.doi.org/10.1007/978-3-319-13494-9_19.
http://dx.doi.org/10.1007/978-3-319-1349...
), and also can be found in the São Francisco River Basin (Barbosa et al., 2016BARBOSA, N.P.U., SILVA, F.A., OLIVEIRA, M.D., SANTOS NETO, M.A., CARVALHO, M.D. and CARDOSO, A.V. Limnoperna fortunei (Dunker, 1857) (Mollusca, Bivalvia, Mytilidae): first record in the São Francisco River basin, Brazil. Check List, 2016, 12(1), 1846. http://dx.doi.org/10.15560/12.1.1846.
http://dx.doi.org/10.15560/12.1.1846...
). However, according to the last update (Hermes-Silva et al., forthcomingHERMES-SILVA, S., RIBOLLI, J., ÁVILA-SIMAS, S., ZANIBONI-FILHO, E., CARDOSO, G.F.M. and NUÑER, A.P.O. Limnoperna fortunei - Updating the geographic distribution in the Brazilian watersheds and mapping the regional occurrence in the Upper Uruguay River basin. Biota Neotropica, forthcoming, 21(3), e20201175. http://dx.doi.org/10.1590/1676-0611-BN-2020-1175.
https://doi.org/10.1590/1676-0611-BN-202...
), seven hydrographic basins in South America (Uruguay, South Atlantic, Paraná, Paraguay, San Francisco, Southeast Atlantic Basin and the Eastern Northeast Atlantic Basin) already had records of the invasion of L. fortunei.

The occurrence of L. fortunei can cause ecological and economical impacts in aquatic environments (for more information, see DePaula et al., 2020). Dispersion and colonization/estabilishment success of this species is associated with its biological attributes, such as high fecundity (Callil et al., 2012CALLIL, C.T., TEIXEIRA, A.L., PINILUS, A.C. and SOARES, V. A gametogênese em Limnoperna fortunei (Dunker, 1857). In: M.C.D. MANSUR, C.P. SANTOS, D. PEREIRA, I.C.P. PAZ, M.L.L. ZURITA, M.T.R. RODRIGUEZ, M.V. NEHRKE and P.E.A. BERGONCI, orgs. Guia prático: moluscos límnicos Invasores do Brasil: biologia, prevenção e controle. Porto Alegre: Redes Editora, 2012, pp. 111-118.), free-living planktonic larvae (Cataldo, 2015CATALDO, D.H. Larval Development of Limnoperna fortunei. In: D. BOLTOVSKOY, ed. Limnoperna fortunei: the ecology, distribution and control of a swiftly spreading invasive fouling mussel. London: Springer, 2015, pp. 43-53.), tolerance to prolonged periods of starvation (Cordeiro et al., 2016CORDEIRO, N.I., ANDRADE, J.T., MONTRESOR, L.C., LUZ, D.M., MARTINEZ, C.B., DARRIGRAN, G., PINHEIRO, J. and VIDIGAL, T.H.D.A. Effect of starvation and subsequent feeding on glycogen concentration, behavior and mortality in the golden mussel Limnoperna fortunei (Dunker, 1857)(Bivalvia: Mytilidae). Journal of Limnology, 2016, 75(3), 618-625. http://dx.doi.org/10.4081/jlimnol.2016.1465.
http://dx.doi.org/10.4081/jlimnol.2016.1...
), and to different water temperatures (Andrade et al., 2018ANDRADE, J.T., CORDEIRO, N.I., MONTRESOR, L.C., LUZ, D.M., LUZ, R.C., MARTINEZ, C.B., PINHEIRO, J., PAGLIA, A.P. and VIDIGAL, T.H. Effect of temperature on behavior, glycogen content, and mortality in Limnoperna fortunei (Dunker, 1857)(Bivalvia: Mytilidae). Journal of Limnology, 2018, 77(2). http://dx.doi.org/10.4081/jlimnol.2017.1658.
http://dx.doi.org/10.4081/jlimnol.2017.1...
). As former preventive and controling measures were inefficient, there is a demand to monitore golden mussel dispersion and estabilishment. eDNA analysis offers a cost-efficient approach, with high resolution and sensitivity to detect invasive species and monitoring (Ruppert et al., 2019RUPPERT, K.M., KLINE, R.J. and RAHMAN, M.S. Past, present, and future perspectives of environmental DNA (eDNA) metabarcoding: A systematic review in methods, monitoring, and applications of global eDNA. Global Ecology and Conservation, 2019, 17, e00547. http://dx.doi.org/10.1016/j.gecco.2019.e00547.
http://dx.doi.org/10.1016/j.gecco.2019.e...
; Beng et al., 2020). eDNA analysis relies on optimized protocols with species-specific primers that could avoid/address potential pitfalls (e.g., false negatives and false positives) (Roussel et al., 2015ROUSSEL, J.M., PAILLISSON, J.M., TREGUIER, A. and PETIT, E. The downside of eDNA as a survey tool in water bodies. Journal of Applied Ecology, 2015, 52(4), 823-826. http://dx.doi.org/10.1111/1365-2664.12428.
http://dx.doi.org/10.1111/1365-2664.1242...
) Given this scenario, the present study aimed to optimize and validate a real-time PCR protocol for the detection of L. fortunei using eDNA plankton samples. Additionally, we tested two current protocols and discussed/addressed the limitations of each one, providing a new protocol for the detection of L. fortunei using environmental plankton samples.

2. Material and Methods

2.1. Sampling and DNA extraction

We used plankton samples and golden mussel adults collected at the Itá Reservoir, located in the upper section of the Uruguay River Basin (Figure 1). Five sampling sites were selected based on different water fluviometric characteristics under the reservoir area influence: I1 – Lotic environment with active water flow, located immediately downstream of Machadinho Hydroelectric Power Plant (HPP); I2 - Transitional lotic/lentic environment with moderate water movement, located on the Peixe River, a tributary of the Itá reservoir; I3 - Lentic environment with slow‐moving waters located in the reservoir body; I4 - Lentic environment with slow‐moving waters located in one of the marginal area formed by the reservoir; and I5 - Lentic environment with still or slow‐moving waters located in the reservoir body immediately upstream of the Itá dam.

Figure 1
Sampling sites of eDNA plankton samples collected in the Itá reservoir, Upper Uruguay River, in Southern Brazil.

Pure DNA from L. fortunei adult individuals was used as DNA positive control, whereas eDNA from plankton samples was used to validate the method. Adult individuals were preserved in alcohol 95% and stored in -20 °C freezer. The extraction of the total DNA from adult individuals was performed using the saline method (Aljanabi & Martinez, 1997ALJANABI, S.M. and MARTINEZ, I. Universal and rapid salt-extraction of high quality genomic DNA for PCR-based techniques. Nucleic Acids Research, 1997, 25(22), 4692-4693. http://dx.doi.org/10.1093/nar/25.22.4692. PMid:9358185.
http://dx.doi.org/10.1093/nar/25.22.4692...
): 50 mg of the mantle were homogenized in 400 µL of sterile salt homogenizing buffer (0.4 M NaCl 10 mM Tris-HCl pH 8.0 and 2 mM EDTA pH 8.0) for 10-15 s. Then 40 µL of 20% SDS and 8 µL of 20 mg.ml-1 proteinase K were added and mixed. The samples were incubated at 60 °C for 4 h, then 300 µL of 6 M NaCl was added to each sample. Samples were vortexed for 30 s at maximum speed, and tubes spun down for 30 min at 14 000 g. Supernatant was transferred to new tubes, an equal volume of cold isopropanol was added to each sample, mixed and incubated at -20 °C for 1 h. Samples were then centrifuged for 20 min, 4 °C, at 14 000 g, and the pellet was washed with 70% ethanol, dried and resuspended in 50 µL of sterile dH2O.

Plankton samples (n=20) were collected seasonally in January, April, July, and October of 2019. Sampling was carried out with a plankton net (53 μm), using a motor pump to collect water just below the surface line, following Tschá et al. (2012)TSCHÁ, M.K., PATELLA, R., OSTRENSKY, A. and BOEGER, W.A. O método molecular de prospecção do mexilhão-dourado. In: M.C.D. MANSUR, ed. Moluscos límnicos invasores no Brasil: biologia, prevenção e controle. Porto Alegre: Redes, 2012, pp. 143-148.. To increase sample homogeneity, we pumped and filtered 200 L of water from each of two points located at a distance of 30 m, which were stored in the same bottle. Samples were fixed with ethanol (96%; 1:4 proportion) and were kept on ice to be transported to the laboratory, then stored in a -20 °C freezer until further processing.

At the laboratory, water samples were initially filtered through a 100-micron nylon mesh and subsequently through a 0.22-micron membrane using a vacuum pump. Materials used in each filtration step were immersed in a bleach solution, rinsed with deionized water, and exposed to UV light for 20 min to avoid DNA contamination.

Total DNA was extracted using PureLink™ Microbiome DNA Purification Kit (InvitrogenTM) according to the manufacturer’s instruction. The filter paper with retained material was placed in a bead tube to perform the DNA extraction. DNA concentration and purity were analyzed in a NanoDrop Lite spectrophotometer (Thermo Fisher Scientific) and stored at -20 °C. All samples and specimens were collected under Brazilian environmental agency ICMBIO/SISBIO guidelines (License numbers 62772-1 and 62772-2).

2.2. Real-time PCR for Limnoperna fortunei detection

Real-time PCR protocols were evaluated for L. fortunei detection following the settings described by Endo et al. (2009)ENDO, N., SATO, K. and NOGATA, Y. Molecular based method for the detection and quantification of larvae of the golden mussel Limnoperna fortunei using real-time PCR. Plankton & Benthos Research, 2009, 4(3), 125-128. http://dx.doi.org/10.3800/pbr.4.125.
http://dx.doi.org/10.3800/pbr.4.125...
(named here as Protocol A) and Pie et al. (2017)PIE, M.R., STRÖHER, P.R., AGOSTINIS, A.R., BELMONTE-LOPES, R., TADRA-SFEIR, M.Z. and OSTRENSKY, A. Development of a real-time PCR assay for the detection of the golden mussel (Limnoperna fortunei, Mytilidae) in environmental samples. Annals of the Brazilian Academy of Sciences, 2017, 89(2), 1041-1045. http://dx.doi.org/10.1590/0001-3765201720160723. PMid:28640350.
http://dx.doi.org/10.1590/0001-376520172...
(Protocol B), briefly described below: Protocol A: Primers 5´-TCTCTTCATTTAGCTGGTGCGTC-3´ (Limf-F) and 5´- CAAAACAGATGTAACTGCAAGAGAC-3´ (Limf-R); SYBR® Green QuantiFast PCR Kit (Qiagen). The reaction was performed with 95 °C for 10 s, followed by 40 cycles of 95 °C for 5 s and 60 °C for 30 s. Protocol B: GGGACTGGTTGGACAGTTTAT (Forward); Probe 6FAMCCCAGCAGTTGACATAGCTGCTTTMGB-NFQ (Sense); ACGCACCAGCTAAATGAAGA (Reverse); 12.5-uL total volume including 6.25 uL of TaqMan® Environmental Master Mix 2.0 (Applied Biosystems), 3 μL of DNA as template, 10 nM of each primer, 25 nM of probe, 0.3 μL of TaqMan® Exogenous Internal Positive Control 10X Exo IPC Mix (Applied Biosystems), 0.15 μL of TaqMan® Exogenous Internal Positive Control 50X Exo IPC DNA (Applied Biosystems) and 2.8 μL water. The reaction was performed with 95 °C for 15 min followed by 40 cycles of denaturation at 94 °C for 1 min and annealing/extension at 65 °C for 1 min).

We also performed TaqMan assays using the primers and probe described in Protocol B: we tested higher probe and primers concentrations (0.15 µM for probe and 1.0 µM for each primer) and combined, in the same assay, higher concentration of probe (0.25 µM) and lower concentration of primers (0.05 µM), respecting the limits of the TaqMan assay. Besides that, we tested other probe quenchers (double quencher and NFQ quencher with MGB). In all these assays, we used a serial dilution of known amounts of target DNA from an adult L. fortunei individual, and eDNA plankton samples that tested positive for L. fortunei presence by conventional PCR (according to Boeger et al., 2007BOEGER, W.A., PIE, M.R., FALLEIROS, R.M., OSTRENSKY, A., DARRIGRAN, G., MANSUR, M.C.D. and BELZ, C.E. Testing a molecular protocol to monitor the presence of golden mussel larvae (Limnoperna fortunei) in plankton samples. Journal of Plankton Research, 2007, 29(11), 1015-1019. http://dx.doi.org/10.1093/plankt/fbm075.
http://dx.doi.org/10.1093/plankt/fbm075...
; data not shown).

Additionally, we tested an optimized version of the protocol, using QuantiFast SYBR Green PCR Mix (Qiagen) with primers described by Protocol B, but without the probe (6FAM-CCCAGCAGTTGACATAGCTGCTTT-MGB-NFQ-Sense) (Protocol C). The optimized qPCR assay was performed in a 20 µL reaction volume containing: 10 µL of QuantiFast SYBR Green PCR Mix (Qiagen), 1.0 µL of each primer (Forward: GGGACTGGTTGGACAGTTTAT and Reverse: ACGCACCAGCTAAATGAAGA) (20 µM), eight concentrations of DNA positive control /reaction (45, 4.5, 0.45, 0.045, 0.0045, 0.00225, 0.001125, 0.0005625 ng), and 3.0 µL of RNAse free water (Qiagen). A total of three replicates were carried out for each DNA concentration, and three replicates for negative control without the target DNA. The amplification was performed in a Rotor-Gene TM 6000 (Qiagen) thermocycler, using the program as follows: 5 min at 95 °C, 35 cycles of 10 seconds at 95 °C, and 15 seconds at 60 °C. Then, we proceed to the validation of this protocol, detecting L. fortunei DNA in environmental plankton samples.

2.3. Validation of Limnoperna fortunei detection and quantitative estimation in eDNA plankton samples

The qPCR assays were conducted using three replicates with 8.0 ng of eDNA/reaction from plankton samples and six replicates of no template control (NTC) reactions without a DNA template. We used the optimized reaction in a total 20 µL containing 10 µL of QuantiFast SYBR Green PCR Mix (Qiagen), 1.0 µL of each primer (20 µM), 8.0 ng of eDNA/reaction, and 3.0 µL of RNAse free water (Qiagen). The cycling conditions were: 5 min at 95 °C for polymerase hot-start activation followed by 35 cycles of 10 s at 95 °C denaturation, and 15 s at 60 °C annealing/extension. Rotor-Gene Q Series Software (version 2.3.4) was used to compare each sample with a standard curve produced with pure L. fortunei DNA. Melting curves (ramp from 60 to 95 °C, rising by 1 °C each step) were analyzed to nonspecific products and primer dimer formation.

3. Results

3.1. DNA extraction and qPCR reaction optimization

The eDNA samples concentration varied between 0.6 and 82.0 ng.µL -1, and Optical Density (OD) 260/280 varied between 1.05 and 1.99. Following the original method described in Protocol A, reactions did not show specificity, suggesting the amplification of other species. The samples melting curve peaks were different from the expected for pure L. fortunei DNA or L. fortunei positive plankton samples. Following Protocol B, no amplification was achieved, even with modifications in reagents concentrations and probe chemistry. Our optimized protocol was able to amplify samples from adult L. fortunei individuals and plankton samples, with a minimum limit of 0.0005625 ng of L. fortunei DNA/reaction (Figure 2a). The melting curves analysis demonstrated a single peak at 79.6 °C, confirming L. fortunei DNA amplification and no peaks in negative controls (Figure 2b). A visual scheme of the sampling and laboratory protocols was provided (Figure 3).

Figure 2
(A) Quantitation curves of known amounts and (B) melting curves of known amounts to 45 (red), 4.5 (orange), 0.45 (blue), 0.045 (light green) 0.0045 (purple), 0.00225 (brown), 0.001125 (dark green), 0.0005625 (pink) ng of DNA/reaction of L. fortunei DNA. Negative controls are shown in black lines.
Figure 3
A schematic figure with a practical guide to eDNA plankton sampling and qPCR analysis of Limnoperna fortunei: “A practical guide: eDNA plankton sampling and qPCR analysis of golden mussel, Limnoperna fortunei”. (1) Field sampling: Environmental DNA sampling using a plankton net (mesh opening of 53 μm), with a motor pump and a hose. Collect twice at the same sample site (filtering 200 L each) at two points (30 meters between each one) totalizing 400 L of water. Concentrate the sample in the same bottle; (2) Sample conservation in the field: Fix the collected sample with 96% ethanol in the proportion of 1:4 (sampling:ethanol). Keep the flasks with the samples in ice until getting to the laboratory. Store the sample in a freezer at -20 °C; (3) Sample filtration at the laboratory: Pre-filter the samples with a 100 μm net. Use the filtrate to filter in 0.22 μm smooth membrane filtrates, with the aid of a vacuum pump. Sterilize the materials between one filter and another (UV light); (4) DNA dilution: Extract the DNA from the membrane using a purification kit, following the manufacturer's recommendation. Quantify the total DNA extracted and standardize at 8.0 ng of DNA.µL-1; (5) Real-time PCR: Perform the PCR reaction in a 20 µL in a final volume containing 10 µL of QuantiFast SYBR Green PCR Mix (Qiagen), 1.0 µL of Forward primer (20µM), 1.0 µL of Reverse primer (20 µM), 8.0 ng of eDNA/reaction, and 3.0 µL of RNAse free water (Qiagen) and the program as follows: 5 min at 95 °C, 35 cycles of 10 seconds at 95 °C, and 15 seconds at 60 °C.

The sensitivity of the qPCR-optimized assay (Figure 4), which represents the relationship between the PCR Quantification cycle (Cq) and concentration of DNA for the standard curve, depicted by a straight line with a very high coefficient of determination (R2), was 0.9983. The Cq of 29.56 (14.09–29.56) was required to detect the minimum amount of DNA (Figure 4).

Figure 4
PCR Quantification cycle (Cq) vs. DNA concentration of known amounts (45, 4.5, 0.45, 0.045, 0.0045, 0.00225, 0.001125, 0.0005625 ng of DNA/reaction) of L. fortunei.

3.2. Detection of L. fortunei in plankton samples

All plankton samples were standardized for a quantity of 8.0 ng of DNA/reaction. Melting curves analysis demonstrated a single peak at 79.6 °C in 17 of 20 plankton samples, confirming L. fortunei DNA in the vast majority of samples, as shown in Figure 5. In the positive samples, the L. fortunei DNA quantification ranged between 0.00084 and 1.304179 ng of DNA/reaction.

Figure 5
Melting curves of eDNA plankton samples collected in the Itá reservoir, Upper Uruguay River, Southern Brazil. Blue lines represent positive samples, and red lines represent a negative sample for L. fortunei.

The highest quantity of L. fortunei DNA per reaction (1.304 ng of DNA) was detected in April (site I4), followed by the second highest DNA load per reaction (0.949 ng of DNA) collected in October (site I2). The other samples showed loads below 0.2 ng of L. fortunei DNA, and only in three sampling sites species presence was not detected (I2/April, I3/July, and I4/July). Limnopenra fortunei was detected in all samples collected in spring and summer.

4. Discussion

The preset study optimized and validated an SYBR Green qPCR protocol to detect the invasive golden mussel Limnoperna fortunei in eDNA plankton samples. Twenty samples were collected in the Upper Uruguay River throughout the year to assess the presence of L. fortunei in environmental samples

A former protocol proposed by Endo et al. (2009)ENDO, N., SATO, K. and NOGATA, Y. Molecular based method for the detection and quantification of larvae of the golden mussel Limnoperna fortunei using real-time PCR. Plankton & Benthos Research, 2009, 4(3), 125-128. http://dx.doi.org/10.3800/pbr.4.125.
http://dx.doi.org/10.3800/pbr.4.125...
showed no specific amplification in our samples from the Upper Uruguay River. Comparing the melting curves of pure L. fortunei (DNA positive control) and eDNA, the occurrence of no specific peaks in eDNA indicated amplification of other species. Therefore, this assay was inappropriate to evaluate environmental samples from the Upper Uruguay River. The second qPCR assay tested used hydrolysis probe as qPCR detection chemistry and primers developed by Pie et al. (2017)PIE, M.R., STRÖHER, P.R., AGOSTINIS, A.R., BELMONTE-LOPES, R., TADRA-SFEIR, M.Z. and OSTRENSKY, A. Development of a real-time PCR assay for the detection of the golden mussel (Limnoperna fortunei, Mytilidae) in environmental samples. Annals of the Brazilian Academy of Sciences, 2017, 89(2), 1041-1045. http://dx.doi.org/10.1590/0001-3765201720160723. PMid:28640350.
http://dx.doi.org/10.1590/0001-376520172...
and also failed to amplify pure L. fortunei DNA even with adaptations in reagent concentrations. However, it was possible to detect L. fortunei DNA using primers described by Pie et al. (2017)PIE, M.R., STRÖHER, P.R., AGOSTINIS, A.R., BELMONTE-LOPES, R., TADRA-SFEIR, M.Z. and OSTRENSKY, A. Development of a real-time PCR assay for the detection of the golden mussel (Limnoperna fortunei, Mytilidae) in environmental samples. Annals of the Brazilian Academy of Sciences, 2017, 89(2), 1041-1045. http://dx.doi.org/10.1590/0001-3765201720160723. PMid:28640350.
http://dx.doi.org/10.1590/0001-376520172...
with SYBR green as qPCR detection chemistry.

The optimized SYBR Green assay and sampling method proposed here allowed us to detect and quantify low levels of L. fortunei DNA (0.0005625 ng of target DNA/reaction), similar to the 0.000225 ng of DNA detected in original method (Pie et al., 2017PIE, M.R., STRÖHER, P.R., AGOSTINIS, A.R., BELMONTE-LOPES, R., TADRA-SFEIR, M.Z. and OSTRENSKY, A. Development of a real-time PCR assay for the detection of the golden mussel (Limnoperna fortunei, Mytilidae) in environmental samples. Annals of the Brazilian Academy of Sciences, 2017, 89(2), 1041-1045. http://dx.doi.org/10.1590/0001-3765201720160723. PMid:28640350.
http://dx.doi.org/10.1590/0001-376520172...
), allowing detection at all sampling sites in the study area. Most eDNA studies focusing on detecting aquatic species have used samples from controlled laboratory experiments or in small ecosystems, such as shallow lakes (Eichmiller et al., 2014EICHMILLER, J.J., BAJER, P.G. and SORENSEN, P.W. The relationship between the distribution of common carp and their environmental DNA in a small lake. PLoS One, 2014, 9(11), e112611. http://dx.doi.org/10.1371/journal.pone.0112611. PMid:25383965.
http://dx.doi.org/10.1371/journal.pone.0...
; Stoeckle et al., 2017STOECKLE, M.Y., SOBOLEVA, L. and CHARLOP-POWERS, Z. Aquatic environmental DNA detects seasonal fish abundance and habitat preference in an urban estuary. PLoS One, 2017, 12(4), e0175186. http://dx.doi.org/10.1371/journal.pone.0175186. PMid:28403183.
http://dx.doi.org/10.1371/journal.pone.0...
). In addition to the natural degradation of the samples, eDNA samples are also influenced by dilution effects and physical destruction on lotic systems, the detection in rivers can be more difficult (Balasingham et al., 2017BALASINGHAM, K.D., WALTER, R.P. and HEATH, D.D. Residual eDNA detection sensitivity assessed by quantitative real-time PCR in a river ecosystem. Molecular Ecology Resources, 2017, 17(3), 523-532. http://dx.doi.org/10.1111/1755-0998.12598. PMid:27617668.
http://dx.doi.org/10.1111/1755-0998.1259...
). However, despite the presence of both lentic, lotic and transitional lotic/lentic environments in this study, the method's new settings allow, besides the detection, the quantification of the target DNA concentration in the eDNA sample, obtained through the value of Cq. The Cq curve can be used to measure the relative amount of target sequence in the qPCR reaction (Wilcox et al., 2013WILCOX, T.M., MCKELVEY, K.S., YOUNG, M.K., JANE, S.F., LOWE, W.H., WHITELEY, A.R. and SCHWARTZ, M.K. Robust detection of rare species using environmental DNA: the importance of primer specificity. PLoS One, 2013, 8(3), e59520. http://dx.doi.org/10.1371/journal.pone.0059520. PMid:23555689.
http://dx.doi.org/10.1371/journal.pone.0...
), indicating the density or abundance of the species in the environment (Takahara et al., 2012TAKAHARA, T., MINAMOTO, T., YAMANAKA, H., DOI, H. and KAWABATA, Z. Estimation of fish biomass using environmental DNA. PLoS One, 2012, 7(4), e35868. http://dx.doi.org/10.1371/journal.pone.0035868. PMid:22563411.
http://dx.doi.org/10.1371/journal.pone.0...
). The samples with higher Cq value indicate the smaller amount of the target DNA present in the sample because reactions with fewer initial copies of the target DNA require more amplification to degrade enough probe and emit fluorescence (Heid et al., 1996HEID, C.A., STEVENS, J., LIVAK, K.J. and WILLIAMS, P.M. Real time quantitative PCR. Genome Research, 1996, 6(10), 986-994. http://dx.doi.org/10.1101/gr.6.10.986. PMid:8908518.
http://dx.doi.org/10.1101/gr.6.10.986...
).

The methodology adjustment, such as the inclusion of a pre-filter step with a 100-micron mesh at the laboratory (Figure 3) allowed to reduce the concentration of non-target organisms in the study, such as some zooplankton species, and reduced organic matter, such as wood fragments and leaves. Cataldo (2015)CATALDO, D.H. Larval Development of Limnoperna fortunei. In: D. BOLTOVSKOY, ed. Limnoperna fortunei: the ecology, distribution and control of a swiftly spreading invasive fouling mussel. London: Springer, 2015, pp. 43-53. showed that eggs size and first trochophore of L. fortunei phases falls between 80-100 μm and 95-115 μm, respectively, probably improving the concentration of the eDNA of the target species.

Sampling from varied environments of the reservoir at different seasons allowed us to validate the qPCR methodology, using eDNA plankton samples, because distinct environments may have different concentrations of the target DNA in the plankton and different composition and concentrations of other plankton organisms that could alter the success of amplification. eDNA methodology permits an early detection, is highly reproducible, fast, and technically an easy method to detect aquatic invasive species (Thomas et al., 2020THOMAS, A.C., TANK, S., NGUYEN, P.L., PONCE, J., SINNESAEL, M. and GOLDBERG, C.S. A system for rapid eDNA detection of aquatic invasive species. Environmental DNA, 2020, 2(3), 261-270. http://dx.doi.org/10.1002/edn3.25.
http://dx.doi.org/10.1002/edn3.25...
). Early detection methods allow the adoption of adequate response measures in case of invasive species monitoring plans. The method described here can be used as a monitoring protocol in newly invaded environments and/or with low L. fortunei concentrations, helping to define adequate management and control plans focusing on preventing the invasion and establishment of the golden mussel in new environments.

Acknowledgements

This research was developed within the scope of a Research & Development Program regulated by ANEEL (PD-00403-0043/2017), supported by Engie Brasil Energia, Itá Energética, Energética Barra Grande, Campos Novos Energia, Foz do Chapecó Energia.

  • Cite as: Ribolli, J. et al. Optimized and validated protocol to the detection of the invasive bivalve Limnoperna fortunei from eDNA plankton samples. Acta Limnologica Brasiliensia, 2021, vol. 33, e201.

References

  • ALJANABI, S.M. and MARTINEZ, I. Universal and rapid salt-extraction of high quality genomic DNA for PCR-based techniques. Nucleic Acids Research, 1997, 25(22), 4692-4693. http://dx.doi.org/10.1093/nar/25.22.4692 PMid:9358185.
    » http://dx.doi.org/10.1093/nar/25.22.4692
  • ANDRADE, J.T., CORDEIRO, N.I., MONTRESOR, L.C., LUZ, D.M., LUZ, R.C., MARTINEZ, C.B., PINHEIRO, J., PAGLIA, A.P. and VIDIGAL, T.H. Effect of temperature on behavior, glycogen content, and mortality in Limnoperna fortunei (Dunker, 1857)(Bivalvia: Mytilidae). Journal of Limnology, 2018, 77(2). http://dx.doi.org/10.4081/jlimnol.2017.1658
    » http://dx.doi.org/10.4081/jlimnol.2017.1658
  • BALASINGHAM, K.D., WALTER, R.P. and HEATH, D.D. Residual eDNA detection sensitivity assessed by quantitative real-time PCR in a river ecosystem. Molecular Ecology Resources, 2017, 17(3), 523-532. http://dx.doi.org/10.1111/1755-0998.12598 PMid:27617668.
    » http://dx.doi.org/10.1111/1755-0998.12598
  • BALDWIN, B.S., BLACK, M., SANJUR, O., GUSTAFSON, R., LUTZ, R.A. and VRIJENHOEK, R.C. A diagnostic molecular marker for zebra mussels (Dreissena polymorpha) and potentially co-occurring bivalves: mitochondrial COI. Molecular Marine Biology and Biotechnology, 1996, 5(1), 9-14. PMid:8869514.
  • BARBOSA, N.P.U., SILVA, F.A., OLIVEIRA, M.D., SANTOS NETO, M.A., CARVALHO, M.D. and CARDOSO, A.V. Limnoperna fortunei (Dunker, 1857) (Mollusca, Bivalvia, Mytilidae): first record in the São Francisco River basin, Brazil. Check List, 2016, 12(1), 1846. http://dx.doi.org/10.15560/12.1.1846
    » http://dx.doi.org/10.15560/12.1.1846
  • BENG, K.C. and CORLETT, R.T. Applications of environmental DNA (eDNA) in ecology and conservation: opportunities, challenges and prospects. Biodiversity and Conservation, 2020, 29(7), 2089-2121. http://dx.doi.org/10.1007/s10531-020-01980-0
    » http://dx.doi.org/10.1007/s10531-020-01980-0
  • BOEGER, W.A., PIE, M.R., FALLEIROS, R.M., OSTRENSKY, A., DARRIGRAN, G., MANSUR, M.C.D. and BELZ, C.E. Testing a molecular protocol to monitor the presence of golden mussel larvae (Limnoperna fortunei) in plankton samples. Journal of Plankton Research, 2007, 29(11), 1015-1019. http://dx.doi.org/10.1093/plankt/fbm075
    » http://dx.doi.org/10.1093/plankt/fbm075
  • CALLIL, C.T., TEIXEIRA, A.L., PINILUS, A.C. and SOARES, V. A gametogênese em Limnoperna fortunei (Dunker, 1857). In: M.C.D. MANSUR, C.P. SANTOS, D. PEREIRA, I.C.P. PAZ, M.L.L. ZURITA, M.T.R. RODRIGUEZ, M.V. NEHRKE and P.E.A. BERGONCI, orgs. Guia prático: moluscos límnicos Invasores do Brasil: biologia, prevenção e controle Porto Alegre: Redes Editora, 2012, pp. 111-118.
  • CATALDO, D.H. Larval Development of Limnoperna fortunei In: D. BOLTOVSKOY, ed. Limnoperna fortunei: the ecology, distribution and control of a swiftly spreading invasive fouling mussel London: Springer, 2015, pp. 43-53.
  • CORDEIRO, N.I., ANDRADE, J.T., MONTRESOR, L.C., LUZ, D.M., MARTINEZ, C.B., DARRIGRAN, G., PINHEIRO, J. and VIDIGAL, T.H.D.A. Effect of starvation and subsequent feeding on glycogen concentration, behavior and mortality in the golden mussel Limnoperna fortunei (Dunker, 1857)(Bivalvia: Mytilidae). Journal of Limnology, 2016, 75(3), 618-625. http://dx.doi.org/10.4081/jlimnol.2016.1465
    » http://dx.doi.org/10.4081/jlimnol.2016.1465
  • DARRIGRAN, G. Potential impact of filter-feeding invaders on temperate inland freshwater environments. Biological Invasions, 2002, 4(1/2), 145-156. http://dx.doi.org/10.1023/A:1020521811416
    » http://dx.doi.org/10.1023/A:1020521811416
  • DE PAULA, R.S., REIS, M.P., DE OLIVEIRA JÚNIOR, R.B., ANDRADE, G.R., DE CARVALHO, M.D., CARDOSO, A.V. and JORGE, E.C. Genetic and functional repertoires of Limnoperna fortunei (Dunker, 1857)(Mollusca, Mytilidae): a review on the use of molecular techniques for the detection and control of the golden mussel. Hydrobiologia, 2020, 847(10), 2193-2202. http://dx.doi.org/10.1007/s10750-020-04196-z
    » http://dx.doi.org/10.1007/s10750-020-04196-z
  • DEINER, K., BIK, H.M., MÄCHLER, E., SEYMOUR, M., LACOURSIÈRE-ROUSSEL, A., ALTERMATT, F., CREER, S., BISTA, I., LODGE, D.M., DE VERE, N., PFRENDER, M.E. and BERNATCHEZ, L. Environmental DNA metabarcoding: transforming how we survey animal and plant communities. Molecular Ecology, 2017, 26(21), 5872-5895. http://dx.doi.org/10.1111/mec.14350 PMid:28921802.
    » http://dx.doi.org/10.1111/mec.14350
  • EICHMILLER, J.J., BAJER, P.G. and SORENSEN, P.W. The relationship between the distribution of common carp and their environmental DNA in a small lake. PLoS One, 2014, 9(11), e112611. http://dx.doi.org/10.1371/journal.pone.0112611 PMid:25383965.
    » http://dx.doi.org/10.1371/journal.pone.0112611
  • ENDO, N., SATO, K. and NOGATA, Y. Molecular based method for the detection and quantification of larvae of the golden mussel Limnoperna fortunei using real-time PCR. Plankton & Benthos Research, 2009, 4(3), 125-128. http://dx.doi.org/10.3800/pbr.4.125
    » http://dx.doi.org/10.3800/pbr.4.125
  • GOLDBERG, C.S., SEPULVEDA, A., RAY, A., BAUMGARDT, J. and WAITS, L.P. Environmental DNA as a new method for early detection of New Zealand mudsnails (Potamopyrgus antipodarum). Freshwater Science, 2013, 32(3), 792-800. http://dx.doi.org/10.1899/13-046.1
    » http://dx.doi.org/10.1899/13-046.1
  • HARRISON, J.B., SUNDAY, J.M. and ROGERS, S.M. Predicting the fate of eDNA in the environment and implications for studying biodiversity. Proceedings of the Royal Society B, 2019, 286(1915), 20191409. http://dx.doi.org/10.1098/rspb.2019.1409
    » http://dx.doi.org/10.1098/rspb.2019.1409
  • HEID, C.A., STEVENS, J., LIVAK, K.J. and WILLIAMS, P.M. Real time quantitative PCR. Genome Research, 1996, 6(10), 986-994. http://dx.doi.org/10.1101/gr.6.10.986 PMid:8908518.
    » http://dx.doi.org/10.1101/gr.6.10.986
  • HERMES-SILVA, S., RIBOLLI, J., ÁVILA-SIMAS, S., ZANIBONI-FILHO, E., CARDOSO, G.F.M. and NUÑER, A.P.O. Limnoperna fortunei - Updating the geographic distribution in the Brazilian watersheds and mapping the regional occurrence in the Upper Uruguay River basin. Biota Neotropica, forthcoming, 21(3), e20201175. http://dx.doi.org/10.1590/1676-0611-BN-2020-1175.
    » https://doi.org/10.1590/1676-0611-BN-2020-1175
  • JERDE, C.L., MAHON, A.R., CHADDERTON, W.L. and LODGE, D.M. “Sight-unseen” detection of rare aquatic species using environmental DNA. Conservation Letters, 2011, 4(2), 150-157. http://dx.doi.org/10.1111/j.1755-263X.2010.00158.x
    » http://dx.doi.org/10.1111/j.1755-263X.2010.00158.x
  • LUCY, F. Early life stages of Dreissena polymorpha (zebra mussel): the importance of long-term datasets in invasion ecology. Aquatic Invasions, 2006, 1(3), 171-182. http://dx.doi.org/10.3391/ai.2006.1.3.12
    » http://dx.doi.org/10.3391/ai.2006.1.3.12
  • MACK, R.N., SIMBERLOFF, D., LONSDALE, W.M., EVANS, H., CLOUT, M. and BAZZAZ, F.A. Biotic invasions: causes, epidemiology, global consequences, and control. Ecological Applications, 2000, 10(3), 689-710. http://dx.doi.org/10.1890/1051-0761(2000)010[0689:BICEGC]2.0.CO;2
    » http://dx.doi.org/10.1890/1051-0761(2000)010[0689:BICEGC]2.0.CO;2
  • MACKENZIE, D.I., NICHOLS, J.D., ROYLE, J.A., POLLOCK, K.H., BAILEY, L.A. and HINES, J.E. Occupancy estimation and modeling: inferring patterns and dynamics of species occurrence Amsterdam: Elsevier, 2006.
  • OLIVEIRA, M.D., CAMPOS, M.C.S., PAOLUCCI, E.M., MANSUR, M.C.D. and HAMILTON, S.K. Colonization and spread of Limnoperna fortunei in South America. In: D. BOLTOSVKOY, ed. Limnoperna fortunei: the ecology, distribution and control of a swiftly spreading invasive fouling mussel London: Springer, 2015, pp. 333-355. http://dx.doi.org/10.1007/978-3-319-13494-9_19
    » http://dx.doi.org/10.1007/978-3-319-13494-9_19
  • PASTORINO, G., DARRIGRAN, G., MARTÍN, S.M. and LUNASCHI, L. Limnoperna fortunei (Dunker, 1857) (Mytilidae), nuevo bivalvo invasor en aguas del Río de la Plata. Neotrópica, 1993, 39, 34.
  • PIE, M.R., STRÖHER, P.R., AGOSTINIS, A.R., BELMONTE-LOPES, R., TADRA-SFEIR, M.Z. and OSTRENSKY, A. Development of a real-time PCR assay for the detection of the golden mussel (Limnoperna fortunei, Mytilidae) in environmental samples. Annals of the Brazilian Academy of Sciences, 2017, 89(2), 1041-1045. http://dx.doi.org/10.1590/0001-3765201720160723 PMid:28640350.
    » http://dx.doi.org/10.1590/0001-3765201720160723
  • RAHEL, F.J. and OLDEN, J.D. Assessing the effects of climate change on aquatic invasive species. Conservation Biology, 2008, 22(3), 521-533. http://dx.doi.org/10.1111/j.1523-1739.2008.00950.x PMid:18577081.
    » http://dx.doi.org/10.1111/j.1523-1739.2008.00950.x
  • RICCIARDI, A. Global range expansion of the Asian mussel Limnoperna fortunei (Mytilidae): Another fouling threat to freshwater systems. Biofouling, 1998, 13(2), 97-106. http://dx.doi.org/10.1080/08927019809378374
    » http://dx.doi.org/10.1080/08927019809378374
  • ROUSSEL, J.M., PAILLISSON, J.M., TREGUIER, A. and PETIT, E. The downside of eDNA as a survey tool in water bodies. Journal of Applied Ecology, 2015, 52(4), 823-826. http://dx.doi.org/10.1111/1365-2664.12428
    » http://dx.doi.org/10.1111/1365-2664.12428
  • RUPPERT, K.M., KLINE, R.J. and RAHMAN, M.S. Past, present, and future perspectives of environmental DNA (eDNA) metabarcoding: A systematic review in methods, monitoring, and applications of global eDNA. Global Ecology and Conservation, 2019, 17, e00547. http://dx.doi.org/10.1016/j.gecco.2019.e00547
    » http://dx.doi.org/10.1016/j.gecco.2019.e00547
  • STOECKLE, M.Y., SOBOLEVA, L. and CHARLOP-POWERS, Z. Aquatic environmental DNA detects seasonal fish abundance and habitat preference in an urban estuary. PLoS One, 2017, 12(4), e0175186. http://dx.doi.org/10.1371/journal.pone.0175186 PMid:28403183.
    » http://dx.doi.org/10.1371/journal.pone.0175186
  • TABERLET, P., COISSAC, E., HAJIBABAEI, M. and RIESEBERG, L.H. Environmental DNA. Molecular Ecology, 2012, 21(8), 1789-1793. http://dx.doi.org/10.1111/j.1365-294X.2012.05542.x PMid:22486819.
    » http://dx.doi.org/10.1111/j.1365-294X.2012.05542.x
  • TAKAHARA, T., MINAMOTO, T., YAMANAKA, H., DOI, H. and KAWABATA, Z. Estimation of fish biomass using environmental DNA. PLoS One, 2012, 7(4), e35868. http://dx.doi.org/10.1371/journal.pone.0035868 PMid:22563411.
    » http://dx.doi.org/10.1371/journal.pone.0035868
  • THOMAS, A.C., TANK, S., NGUYEN, P.L., PONCE, J., SINNESAEL, M. and GOLDBERG, C.S. A system for rapid eDNA detection of aquatic invasive species. Environmental DNA, 2020, 2(3), 261-270. http://dx.doi.org/10.1002/edn3.25
    » http://dx.doi.org/10.1002/edn3.25
  • TSCHÁ, M.K., PATELLA, R., OSTRENSKY, A. and BOEGER, W.A. O método molecular de prospecção do mexilhão-dourado. In: M.C.D. MANSUR, ed. Moluscos límnicos invasores no Brasil: biologia, prevenção e controle Porto Alegre: Redes, 2012, pp. 143-148.
  • VILÀ, M. and HULME, P.E. Impact of biological invasions on ecosystem services Cham: Springer International Publishing, 2017. http://dx.doi.org/10.1007/978-3-319-45121-3
    » http://dx.doi.org/10.1007/978-3-319-45121-3
  • WILCOX, T.M., MCKELVEY, K.S., YOUNG, M.K., JANE, S.F., LOWE, W.H., WHITELEY, A.R. and SCHWARTZ, M.K. Robust detection of rare species using environmental DNA: the importance of primer specificity. PLoS One, 2013, 8(3), e59520. http://dx.doi.org/10.1371/journal.pone.0059520 PMid:23555689.
    » http://dx.doi.org/10.1371/journal.pone.0059520

Edited by

Associate Editor: Victor Satoru Saito.

Publication Dates

  • Publication in this collection
    26 May 2021
  • Date of issue
    2021

History

  • Received
    03 Aug 2020
  • Accepted
    31 Mar 2021
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