One major environmental problem of our time are emerging contaminants in the aquatic environment. While nanoparticles exhibit attractive features such as antimicrobial properties in the case of silver nanoparticles (AgNPs), earlier studies suggest that NPs are not completely filtered out at wastewater treatment plants and may therefore be continuously introduced into the aquatic environment. Although adverse effects of AgNPs on aquatic organisms have been extensively studied, there is still a lack of knowledge on how this chemical stressor interacts with natural cues on the maternal and subsequent generation of aquatic organisms. We tested whether AgNPs (NM-300K, 14.9 ± 2.4 nm, concentration range: 2.5 µg/L – 20 µg/L) affect the kairomone-induced adaptive anti-predator defence mechanism in maternal Daphnia and their offspring. While maternal Daphnia developed typical anti-predator defence mechanisms when exposed to kairomones and AgNPs, their offspring could not develop such adaptive defensive traits. The lack of this defence mechanism in offspring could have dramatic negative consequences (e.g. reduced Daphnia population) for the entire complex food web in the aquatic ecosystem. For a realistic risk assessment, it is extremely important to test combinations of chemical stressors because aquatic organisms are exposed to several natural and artificial chemical stressors at the same time.
Since the end of the 18th century, the industrial revolution has led to enormous technical, health and economic improvements for human welfare. However, technological progress is interfering with global cycles that could lead to negative changes in the environment1. One major environmental problem of our time is the environmental pollution caused by mankind1. In recent decades, pollution of the aquatic environment has risen to new levels2 due to the release of synthetic or natural-occurring compounds found in pharmaceuticals, personal care products, industrial and household products, metals, and nanomaterials into aquatic ecosystems1,2. One of the most commonly used nanomaterials are silver nanoparticles (AgNPs) due to their antimicrobial properties. Many medical products, such as wound dressings, bandages and sanitation devices use AgNPs3. In addition, common household objects, food containers, and sports clothing contain AgNPs, and even washing machines are impregnated with AgNPs to reduce bacterial growth and odour3. Based on their small size (less than 100 nm in size in one dimension), NPs are not completely filtered out at waste-water treatment plants (approximately 50 to 99% removal efficiency with regional variations and depending on the type of NP)4, and a significant amount of Ag-containing NPs is still continuously released into freshwater ecosystems5. Maurer-Jones et al.6 estimated that the predicted environmental concentrations (PECs) for AgNPs in surface water range from 0.088 to 10,000 ng/L.
Besides the numerous studies on the negative effects of high concentrations of AgNPs on aquatic organisms such as Daphnia7,8,9,10,11, it was shown that AgNPs affect aquatic organisms even at low, environmentally relevant concentrations. Hartmann et al.12 reported that low concentrations of AgNPs (1.25–10 µg/L) lead to a significant reduction in reproductive success in Daphnia magna, a key species within the complex aquatic food web and a standard model species for ecotoxicological studies13,14,15. Chronic exposure of Daphnia similis to PVP-coated AgNPs (0.02 and 1 µg/L) inhibited reproduction due to a down regulation of key fatty acids which are required for egg production, larval development and environmental sex determination16. Zhao and Wang17 reported a significant reduction in body length in adult D. magna when exposed to AgNPs (carbonate-coated) at a concentration of less than 5 μg/L.
Although many effects of AgNPs on aquatic organisms are well studied, there is still a lack of knowledge on the interaction of NPs with natural chemical stressors in water systems and how this interaction may affect aquatic organisms. For example, kairomones are chemical stimuli emitted by a predator, which indicates the presence of that predator to the prey. Pokhrel and Dubey18 assumed that on one hand the presence of NPs inhibits the predator to release kairomones into the water and on the other hand NPs might result in a lack of a predator induced response by prey as low concentrations of citrate-AgNPs (2 µg/L) defect the sensory system of Daphnia18. To the best of our knowledge, effects of AgNPs on a kairomone-mediated anti-predator defence in Daphnia spp. and their offspring have never been investigated. Whether AgNPs affect the kairomone-induced anti-predator defence in Daphnia spp. or not is very important to know because in aquatic systems Daphnia are exposed to both chemical stressors simultaneously. Furthermore, investigating the effect of the combined stressors is a much more realistic scenario and will lead to a better risk assessment of AgNPs in the environment. Daphnia is an excellent model species to investigate the development of defensive traits in response to the presence of predators indicated by kairomones19 and to the presence of AgNPs. It has been shown several times that in the presence of a predator species, many species of Daphnia change life history, behavioural and morphological traits20,21. The kairomone-mediated response in Daphnia includes growth of defensive morphological traits, e.g. growth of a helmet22, neckteeth23,24, a crown of thorns25, an elongated tail spine and an increase in overall body size21. Typical predators for Daphnia are the phantom midge larvae Chaoborus, the heteropteran Notonecta sp. or small fishes26,27,28. In the presence of fish predators, Daphnia react with an earlier sexual maturity, an increased fecundity and the production of resting eggs26,29,30. The presence of predators even leads to new defensive traits in the next generation. These protected neonates have a better chance of survival from the moment they are born31. Offspring of adult Daphnia exposed to predatory fish kairomones develop a longer tail spine relative to their total body length than offspring of adult Daphnia that were not exposed to fish kairomones27.
Thus, the aim of this study was to test whether maternal Daphnia exposed to kairomones released from a fish predator and exposed to different environmentally relevant concentrations of AgNPs (NM-300K) are able to develop defensive morphological traits, and/or whether the simultaneous exposure of the maternal generation to kairomones and to different concentrations of AgNPs would lead to adaptations in the offspring or not. We tested different low concentrations of AgNPs to cover a spectrum of possible environmentally relevant contaminations and to exclude single concentration effects. If AgNPs inhibit a predator induced defence in maternal Daphnia and/or offspring, this would have dramatic impacts on Daphnia populations and therefore on the entire complex food web in the aquatic environment with Daphnia as a key species in that food web.
We found that offspring of maternal D. magna which had been exposed to kairomones released from zebrafish, Danio rerio, and simultaneously exposed to AgNPs of different environmentally relevant concentrations [2.5, 5, 10 and 20 µg/L] (Treatments II-V, Fig. 1), did not develop a typical defence mechanism as compared to offspring of maternal Daphnia which had been exposed to kairomones only (Treatment Ia+b) (Tables 1 and 2). Instead, offspring of maternal Daphnia which had been exposed to kairomones and different concentrations of AgNPs had a smaller relative spine length as compared to the other offspring (Tables 1 and 2).
We quantified the total Ag content of the test media to verify the nominal Ag concentrations (Table 3). The measured total Ag concentration in the fresh and aged media for PM (Treatment Ia+b) and Control (Treatment C) were below LOD (<0.1 µg/L). The total Ag concentration of the fresh media samples with PM + AgNPs were 2.2 µg/L (Treatment II), 4.4 µg/L (Treatment III), 9.3 µg/L (Treatment IV), and 18.7 µg/L (Treatment V; Table 3). The total Ag concentration of the aged media for Treatment II, Treatment III, Treatment IV and Treatment V was 2.0 µg/L, 3.1 µg/L, 8.2 µg/L, and 15.5 µg/L, respectively. A S/TEM image of AgNPs (NM-300K) dispersed in ASTM medium, measured directly after the preparation of the stock solution is shown in Fig. S1.
Maternal D. magna exposed to the AgNP-free predator medium (PM; Treatment Ia+b, Fig. 1) served as a positive control. They changed life history and developed typical defence mechanisms (Fig. 2A + B; Table 1). Maternal Daphnia exposed to kairomones (PM) and to different concentrations of AgNPs (Treatment II-V; for more details see Material and Methods section, Fig. 1) simultaneously changed life history and developed defensive traits as well (Fig. 2C + D, Table 1). In the control (C) which served as a general reference, maternal D. magna were exposed to the culture medium (ASTM) containing neither kairomones nor AgNPs (Control (C), Fig. 1) and did not change life history pattern and did not develop defensive traits (Fig. 2A + B, Table 1). Because AgNPs were dissolved and stabilized with NM-300K DIS, we exposed maternal D. magna to NM-300K DIS and PM to test for any effects from the solvent (Treatment Ib, Fig. 1). Because we found no differences in any of the measured parameters between maternal Daphnia in Treatment Ia (PM, Fig. 1) and those in Treatment Ib (PM + NM-300K DIS, Fig. 1) we combined these data for further comparison as Treatment I (data not shown).
We measured and analysed the time taken to first brood and reproductive success (as number of offspring), body length (mBL), spine length (mSL) and relative spine length (mRSL) of maternal Daphnia in all treatments. Additionally, we measured and analysed the body length (oBL), spine length (oSL), and relative spine length (oRSL) of offspring in all treatments. Maternal D. magna exposed to kairomones only (PM, Treatment I, Fig. 1) reproduced significantly earlier (Kruskal-Wallis-test and Dunn’s test, χ² = 6.131, P < 0.01, Fig. 2A), produced a significantly larger number of offspring (one-way ANOVA and Dunnett’s test, P < 0.01, Fig. 2B), developed a significantly larger body length (mBL) (Kruskal-Wallis-test and Dunn’s test, χ² = 7.491, P < 0.01, Table 1), a significantly larger spine length (mSL) (Kruskal-Wallis-test and Dunn’s test, χ² = 6.687, P < 0.01, Table 1) and a significantly larger relative spine length (mRSL) (GLMM, Estimate = 0.115, p < 0.001, Tables 1 and 2) at the end of the experiment (Day 21) in comparison to maternal Daphnia in the control (C) with ASTM culture medium only. Similarly, offspring of maternal Daphnia in Treatment I, exposed to kairomones only (PM), developed a significantly larger body length (oBL) (Kruskal-Wallis-test and Dunn’s test, χ² = 51.1924, P < 0.01, Table 1), a significantly longer spine length (oSL) (Kruskal-Wallis-test and Dunn’s test, χ² = 122.1717, P < 0.01, Table 1) and a significantly larger relative spine length (oRSL) (GLMM, Estimate: 0.009, p < 0.001, Tables 1 and 2) compared to offspring from maternal Daphnia in the control (C). These changes in morphology and in life-history parameters are well described as kairomone-mediated anti-predator defence mechanisms in response to fish predators. Hence, the induction of defensive traits in D. magna was successful in maternal Daphnia and their offspring, when AgNPs were absent.
Maternal Daphnia simultaneously exposed to kairomones and different concentrations of AgNPs did not differ from those exposed to kairomones only (Treatment I) in the time to first brood, with one exception. Maternal Daphnia exposed to PM and 10 µg Ag/L reproduced significantly later (mean of 9.7 days) than maternal Daphnia exposed to PM only (mean of 8.3 days) (Kruskal-Wallis test with Dunn’s test, χ² = 33.241, P < 0.01, Fig. 2C). The number of offspring did not differ between maternal Daphnia exposed to kairomones only and those animals simultaneously exposed to kairomones and different concentrations of AgNPs (Kruskal-Wallis test with Dunn’s test, χ² = 15.928, P > 0.05, Fig. 2D). No concentration dependent pattern was found for maternal Daphnia in Treatment I compared to Treatments II-V regarding body length (mBL) and spine length (mSL) after each moult (Table S2).
The most pronounced effects were observed in the offspring of maternal Daphnia exposed to kairomones in combination with different environmentally relevant concentrations of AgNPs in Treatments II-V. Offspring in Treatment III (PM and 5 µg Ag/L) and Treatment IV (PM and 10 µg Ag/L) were even larger in body length than offspring in Treatment I (PM) (p < 0.05, Table 1) and thus a more attractive prey to predators. Although offspring of Treatment III and V had longer spines (P < 0.05, Table 1) than offspring in Treatment I, they developed a significantly smaller relative spine length (oRSL) when maternal D. magna were exposed to PM and 2.5 µg Ag/L (GLMM, Estimate: − 0.004, p = 0.015, Tables 1 and 2), PM and 5 µg Ag/L (GLMM, Estimate: − 0.007, p < 0.001, Tables 1 and 2), PM and 10 µg Ag/L (GLMM, Estimate: − 0.005 p = 0.006, Tables 1 and 2), and PM and 20 µg Ag/L (GLMM, Estimate: − 0.007, p < 0.05, Tables 1 and 2) compared to offspring born by maternal Daphnia exposed to kairomones only (Treatment I, PM). No clear dose response pattern was found for the body length (oBL) and the spine length (oSL) of offspring from maternal D. magna exposed to PM and AgNPs in comparison to offspring from Treatment I (PM only) (Table 1).
In this study, we detected a defective kairomone-mediated anti-predator defence mechanism in Daphnia daughters when the maternal generation was simultaneously exposed to kairomones from zebrafish D. rerio and AgNPs at environmentally relevant low concentrations. Although maternal D. magna exposed to kairomones and different concentrations of AgNPs developed typical defensive traits, their offspring did not exhibit such traits. They were in some treatments even larger than those offspring from maternal Daphnia exposed to PM only (Treatment I) and they developed a significantly smaller relative spine length which probably makes them even more vulnerable to predators. A smaller relative spine length means that the protection against predators is less efficient for offspring. To the best knowledge of the authors, this is the first study showing that environmentally relevant low concentrations of AgNPs can have a dramatic negative impact on offspring, although they were never directly in contact with these AgNPs (as protected by the brood pouch of maternal Daphnia). Our results indicate that maternal D. magna are not able to produce offspring with an adaptive defence mechanism against fish predators when exposed to PM and AgNPs. The lack of this effective and adaptive defence mechanism will have a dramatic negative impact on Daphnia populations and therefore potentially on the entire food web in the aquatic environment.
In our study, maternal D. magna treated with kairomones only (Treatment I, PM) exhibited a typical kairomone-mediated anti-predator defence mechanism as expected. In this Treatment I, the reproductive success of maternal Daphnia was significantly higher, they reproduce significantly earlier, and their body length was significantly larger in comparison to maternal Daphnia of the control (C) with ASTM-medium only. Thus, our results are in accordance with studies of Barbosa et al.27 and Ślusarczyk et al.30 who showed that the exposure to kairomones from fish predators leads to a significant increase in the number of offspring, in body size and to earlier first reproduction of adult D. magna. In the presence of fish predators, Daphnia invest most of their resources into reproduction than into somatic growth29, leading to an early sexual maturity with more but smaller neonates26. This predator defence mechanism is adaptive because D. magna that sexually mature earlier and with a smaller body size are less conspicuous to fish predators since fish predators select larger prey due to visual hunting32. In general, the development of a larger body size from moult to moult is of great benefit for adult Daphnia. Due to their larger body size and larger spine helmets or teeth, they are less vulnerable to predators like small fish, e.g. the three-spined stickleback. Due to large defensive traits Daphnia which were taken up by the fish were spit out immediately. So far, it is known that environmental pollutants can affect the kairomone-mediated anti-predator defence mechanism in adult Daphnia. Trotter et al.19 found that microplastics inhibit the induction of defensive traits in adult D. longicephala, when they were exposed to kairomones of Notonecta glauca and plastic waste. Further, Pokhrel and Dubey18 showed that adult Daphnia treated with low concentrations of citrate-AgNPs and predator medium of the dragonfly Anax junius, were not able to detect the presence of the predator in a vertical migration test. The authors assumed that the exposure to AgNPs impairs the sensory system of Daphnia, or that the chemoreceptors might be compromised. The chemoreceptors for perception of kairomones are located on the first antennae of Daphnia33. The chemosensilla of the first antennae are developed already in the juvenile stages of a Daphnia’s life cycle, allowing them to detect predators via the chemical signals released into the aquatic environment22,33.
In our study, maternal Daphnia exposed to kairomones and different low concentrations of AgNPs developed similar defensive traits as maternal Daphnia exposed to kairomones only. This is interesting because our previous long-term multi-generation study on Daphnia exposed to similar low and environmentally relevant concentrations of AgNPs showed that Daphnia reproduced less offspring over six successive generations in comparison to Daphnia not exposed to AgNPs12. Thus, the presence of AgNPs leads to a reduction in the reproductive success. In the present study, however, the presence of kairomones only led to an increase in the number of offspring, which is the opposite effect. These differences could be explained by a potential change of the AgNPs induced toxicity due to a high content of dissolved organic matter (DOM)8. The predator fish swam for about 24 hours within the PM used in this study, which should lead to a significant increase of the DOM content in comparison to the ASTM medium alone. Because we did not measure the DOM in this study, we cannot test this hypothesis. However, it has been reviewed by Zhang et al.34 that DOM can stabilize AgNPs in aqueous media by blocking oxidative sites, adhering on the surface of AgNPs, and reduce the toxicity of AgNPs to aquatic organisms. Therefore, three main pathways were identified in this review concerning the reduced toxicity of AgNPs in the presence of DOM: protecting organisms from the NPs itself, scavenging free radicals and combining DOM particles with released ionic silver. These findings support the results regarding the reproduction success in the current study. The fact that maternal Daphnia exposed to both kairomones and AgNPs reproduced a similarly high number of offspring as maternal Daphnia exposed to kairomones only might indicate that the effect of kairomones even prevails the effect of AgNPs.
The fact that maternal Daphnia exposed to kairomones and different low concentrations of AgNPs developed similar defensive traits as maternal Daphnia exposed to kairomones only, gives a first indication that AgNPs in combination with kairomones had no negative impact on the reproductive success of maternal Daphnia. However, we detected a lack of the adaptive kairomone-mediated anti-predator defence mechanism in the offspring of maternal Daphnia exposed to both chemical stressors. Even worse, these offspring had a smaller relative spine length than offspring of Treatment I (PM). But why did these offspring not develop typical kairomone-mediated defence mechanisms? A study by Hales et al.35 found that different gene expression programs are involved in kairomone-mediated anti-predator defence mechanisms in the maternal generation and in offspring of Daphnia ambigua, when exposed to kairomones of redbreast sunfish Lepomis auritus. The authors provided evidence that the gene expression program within a generation (from moult to moult) and the gene expression program involved in transgenerational responses (from mother to offspring) are distinct programs and regulated independently35. Thus, such differences in these two types of gene expression programs might explain, why maternal Daphnia responded to kairomones in the presence of AgNPs but their offspring did not. Further studies are required to identify the mechanisms behind this impairment and the role of NPs in gene expression programs in Daphnia and other aquatic organisms.
This study demonstrates for the first time that environmentally relevant, low concentrations of AgNPs in aquatic environments have a negative impact on the adaptive kairomone-mediated anti-predator defence mechanism in D. magna. Although maternal Daphnia developed typical anti-predator defence mechanisms when exposed to kairomones and AgNPs, their offspring could not develop such adaptive defensive traits. This lack of defence mechanism in offspring of Daphnia could therefore have dramatic impacts and consequences on Daphnia population structure in the presence of predation risk, and thus on the entire complex food web. Hence, this study provides evidence that an anthropogenic pollutant released into the aquatic environment interfere with evolutionary adaptation strategies in cladoceran. Our study is the first one investigating the effect of two chemical stressors on an evolved anti-predator defence strategy in Daphnia with dramatic effects in the offspring. This shows that it is extremely important to test a combination of chemical stressors simultaneously instead of testing them separately. Our approach is a more realistic exposure scenario for an aquatic organism which would typically be exposed to several natural and man-made chemical stressors at the same time. In the future, this experimental approach will enable us to detect possible interacting effects. Additionally, we should not only focus on one generation in risk assessment studies but include at least the following generation as well. Further research is needed to understand how AgNPs affect the kairomone-mediated anti-predator defence mechanism in Daphnia species.
Material and Methods
For the experiments, we used the laboratory-cultured Daphnia magna (clone V) originally provided by the Federal Environment Agency (Berlin, Germany). D. magna were cultured in a temperature conditioned room (20 ± 1 °C) with a light:dark photoperiod of 16:8 h. ASTM reconstituted hard freshwater36, additionally enriched with selenium and vitamins (biotin, thiamine hydrochloride, cyanocobalamin)37 served as culture medium. Once a week the culture medium was renewed and juveniles were removed three times a week to avoid high density12. Test animals were fed daily with the green algae Desmodesmus subspicatus at a carbon concentration of 0.2 mg C/D. magna/day. Algae were cultured with an appropriate culture medium38 in an air conditioned room (24 ± 1 °C) under a 16:8 h light:dark photoperiod. Before use, algae were centrifuged, culture medium discarded and algae pellets resuspended with ultrapure water.
In this study, we used NM-300K particles from the OECD Working Party on Manufactured Nanomaterials (WPMN) Sponsorship39 as AgNPs. The aqueous dispersion of NM-300K contained 10 w/w % silver and two stabilizing agents (4% each of Polyoxethylene Glycerol Trioleate and Polyoxyethylene (20) Sorbita mono-Laurat (Tween 20)) and had an average particle size of 15 nm39. The stability of NM-300K particles in ASTM medium (at equal concentrations as used in this study) shown by STEM analyses also performed at the University of Siegen (Germany) is documented by Hartmann et al.12 and Galhano et al.40. Based on these data, we can confirm that the reference material NM-300K is stable over 24 h (longest period without water exchange) and did not change in shape and size (analysed with the same material as used in this study). A S/TEM image of AgNPs (NM-300K) dispersed in ASTM medium, measured directly after the preparation of the stock solution is shown in Fig. S1.
To generate a homogenous suspension of AgNPs, the NM-300K stock vial was sonicated in an ultrasonic water bath for 10 minutes (Bransonic 221 ultrasonic cleaner, Branson Ultrasonic, USA) prior to use. A working stock with a nominal concentration of 50 mg/L was prepared in ASTM medium to set the test concentrations. As a matrix control, the AgNP-free stabilization agent NM-300K DIS was used. A dispersant stock solution was prepared accordingly. In this solvent with AgNP-free stabilization agent NM-300K DIS we diluted kairomones (see below) for Treatment Ib.
Preparation of kairomone stock medium
Kairomone stock medium (predator medium, PM) was prepared in accordance with Barbosa et al.27. In total, we used eight randomly selected adult wild-type zebrafish Danio rerio from West Aquarium GmbH (Bad Lauterberg, Germany) with a body length of about 40 mm and kept them in one 8 L glass tank filled with ASTM medium (without additional salts and vitamins) for 24 h in a temperature-controlled room (26 ± 1 °C) under a light-dark cycle of 14:10 hours. Fish were fed with 160 D. magna of varying sizes and ages one day before collecting the predator medium (PM). No extra fish flake food was given. After 24 h, when all D. magna were consumed by D. rerio, adult fish were returned to their home tank (80 ×40 ×35 cm³) and debris was allowed to settle down for 10 minutes before the medium, containing fish kairomones (predator medium) was directly used in the experiment. The predator medium (PM) was taken out from the glass tank with a 1 L glass beaker without any additional filtering. The freshly prepared PM was made every day under the same conditions as described above to ensure a high concentration of fish kairomones from D. rerio for the experiment. In their home tank, D. rerio was cultured in 112 L glass tanks (80 ×40 ×35 cm³) in groups of 100 animals with a sex ratio of 50:50 under a light-dark cycle of 14:10 hours and a water temperature of 26 ± 1 °C, a pH-value of 7–7.5 and a conductivity of 450 µS/cm. Water exchange (40%) took place two times a week. Water in the tank was aerated and filtered continuously. In their home tank, fish were fed daily in the morning with dry flake food (JBL GmbH & Co. KG, Germany), and additionally three times a week in the afternoon with brine shrimp Artemia salina.
Experimental procedure and treatments
In this study, we followed the guidelines of the D. magna reproduction test14 and the method of Barbosa et al.27.. In all experiments, a single Daphnia (maternal generation) was placed in a glass beaker (100 mL, Rotilabo, Carl Roth GmbH + Co. KG, Karlsruhe), filled with 50 ml of test medium. Each D. magna was less than 24 h old at the start of the experiment. In each treatment group, maternal D. magna (n = 12) were exposed for 21 days. The offspring were removed from the test vessel as soon as possible and kept in ASTM medium without AgNPs. Thus, offspring were not exposed to AgNPs and we did not perform a multi-generational study. Medium renewal took place daily to ensure a high kairomone concentration throughout the complete test period. The O2 (mg/L), pH and temperature (°C) of old and fresh medium for one test beaker of each treatment group were measured once a week with a WTW Multi 3430 (WTW GmbH, Weilheim, Germany). Daphnia were fed daily with green algae Desmodesmus subspicatus with 0.2 mg C/D. magna/day algae suspension. We determined ‘time to first brood’, ‘reproduction’ (as the number of offspring), ‘maternal body length (mBL)’ (as distance from naupliar eye to the base of the dorsal spine) and ‘maternal spine length (mSL)’, and calculated ‘relative spine length of maternal Daphnia (mRSL)’ after each moult and after 21 days at the end of the experiment. We checked the beaker for offspring daily. We removed offspring of each brood from the beaker as soon as possible and measured ‘offspring body length (oBL)’, ‘offspring spine length (oSL)’, and ‘relative spine length of offspring (oRSL)’ as morphological traits. We took pictures of body length and spine length with a digital camera (Nikon Coolpix L830, Chiyoda, Tokyo, Japan) and analysed pictures using the software AxioVision (Carl Zeiss, Jena). We performed the following controls and treatments:
Ia. PM: Predator medium (PM) containing solely kairomones of D. rerio as a positive control for a kairomone induced response.
Ib. PM + NM-300K DIS: Predator medium (PM) enriched with NM-300K DIS as a control to exclude possible effects of the stabilization agent.
II. PM + 2.5 µg Ag/L: Predator medium (PM) enriched with 2.5 µg/L of AgNPs.
III. PM + 5 µg Ag/L: Predator medium (PM) enriched with 5 µg/L of AgNPs.
IV. PM + 10 µg Ag/L: Predator medium (PM) enriched with 10 µg/L of AgNPs.
V. PM + 20 µg Ag/L: Predator medium (PM) enriched with 20 µg/L of AgNPs.
C. Control: ASTM culture media as a reference.
In a previous study12, we investigated effects of AgNPs alone without kairomones on reproduction in D.magna using the same AgNP material and same AgNP-concentrations as used in this study. We detected a clear negative effect of AgNPs on the reproductive success of adult Daphnia over six generations. Based on the results of our former study we did not test the effects of AgNPs alone without kairomones here again. Exposure to NM-300K DIS alone, however, did not affect any morphological or life history traits in Daphnia12. Thus, we did not perform this additional control here.
All experiments were performed in accordance with relevant German guidelines and regulations.
Determination of total Ag in media samples
A single set (N = 1) of fresh and aged test media samples were collected during the 21-day test period to determine total Ag concentrations. The fresh media sample was taken on day 15 of the reproduction study and the aged media sample 24 h later (day 16), which represented the longest period without water exchange. The aqueous samples were stored at 4 °C prior to analysis. Total Ag content of the aqueous samples was determined with ICP-MS (inductively coupled plasma mass spectrometry; iCAP Qc, Thermo Fisher Scientific, Bremen, Germany). Prior to analysis, samples were taken out of the fridge and shaken for 30 minutes with a shaking machine (Edmund Bühler, Bodelshausen, Germany). The aqueous test samples were digested with concentrated nitric acid (70%, Analytical Reagent Grade, Fisher Scientific, Loughborough, UK) for 90 min and diluted 100 times to obtain a concentration of 2.9% (w/v) HNO3. Silver standard solution (Inorganic Ventures, Christiansburg, VA, USA) was used to calibrate the instrument on the same day, n = 10, 107Ag+ was measured, Indium (Inorganic Ventures, Christiansburg, VA, USA) served as an internal standard. All concentrations were calculated from calibration graphs using the internal standard correction. Limit of detection (LOD) and limit of quantification (LOQ) for 107Ag+ were 0.1 µg/L and 0.3 µg/L, respectively, depending on the experimental setup. The detailed experimental parameters are presented in Supplementary Table S1.
The statistical analysis was performed using the statistical program R version 3.2.441. For all parameters, we first compared parameters between maternal Daphnia from the control (ASTM medium, C) and from Treatment Ia (PM) to test whether D. rerio was a useful predator for testing anti-predator defence mechanism in maternal D. magna. Secondly, we analysed the differences between Treatment Ia (PM) and Treatments II – V (PM + different concentration of AgNPs), including Treatment Ib (PM + NM-300K DIS) to analyse the influence of PM in combination with AgNPs and to exclude possible effects of the dispersant agent on test animals (maternal Daphnia). For each treatment, we calculated the life-history parameters reproduction (cumulative mean number of offspring) ± standard deviation (sd), time to first brood (days ± sd), maternal body length (mBL; mm ± sd), offspring body length (oBL; mm ± sd), maternal spine length (mSL; mm ± sd), offspring spine length (oSL; mm ± sd), and checked the data for normal distribution (Shapiro-Wilk test) and for homogeneity of variances (Bartlett´s test). If both requirements met, we performed a one-way analysis of variances (ANOVA), followed by a Dunnett´s post hoc-test for multiple comparisons to test for statistical differences within treatments. Was one requirement not fulfilled, the nonparametric alternative, the Kruskal-Wallis test and afterwards the Dunn’s Test of multiple comparisons using rank sums42 was used. Because relative spine length of maternal Daphnia (mRSL) and relative spine length in offspring (oRSL) are bounded27, the data were analysed as dependent variables by using a ‘glmer’ (Generalized Linear Mixed Effect Model) of the package lme443. As fixed factor, we added treatment as the categorical variable to each model. Relative spine length of maternal Daphnia (mRSL) and relative spine length in offspring (oRSL) were modelled using a Gamma error distribution and a Log link function27. We included the number of moults and identity of test animals as nested random effects to the model. Model assumptions were checked visually. The p-values were adjusted with Bonferroni correction. Significant p-values were marked with asterisks (*P < 0.05, **P < 0.01, ***P < 0.001). All p-values are two tailed.
The data that support the findings of this study are available from the corresponding author upon reasonable request.
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We thank the FP7 ERA-NET on Nanosafety: Safe Implementation of Innovative Nanoscience and Nanotechnology [SIINN] and the Federal Ministry of Education and Research [BMBF, grant number 03XP0005A] for funding the project FENOMENO. We gratefully acknowledge the Equal Opportunities Office of the University of Siegen for the scholarship to Sarah Hartmann and the ERASMUS+ program for the scholarship and research visit to Anna Beasley. We thank Benedikt Steinhoff and Holger Schönherr for providing the S/TEM image of AgNPs.We acknowledged the open access fund of the University of Siegen.
The authors declare no competing interests.
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Hartmann, S., Beasley, A., Mozhayeva, D. et al. Defective defence in Daphnia daughters: silver nanoparticles inhibit anti-predator defence in offspring but not in maternal Daphnia magna. Sci Rep 10, 8021 (2020). https://doi.org/10.1038/s41598-020-64652-7