Abstract
Selenium deficiency and toxicity increase the risk of adverse developmental and reproductive outcomes; however, few multi-stressor studies have evaluated the influence of maternal age on organic selenium dose-response and additional stressors over the life course. While multi-stressor research in mammalian models is time-consuming and expensive, use of alternative models can efficiently produce screening data for prioritizing research in mammalian systems. As a well-known eco-toxicological model, Daphnia pulex, may offer advantages in screening for impacts of multi-stressor exposures. We evaluated the influence of maternal age on the effects of seleno-methionine (SeMet) for lifespan, reproduction, and heat-stress resistance in D. pulex. Our results show effects of SeMet-treatment and maternal age, where the highest SeMet-treatment had reduced lifespan and absence of reproduction, and where Daphnia from late life broods had increased resistance to heat-induced stress. Further analysis suggests an additional interactive effect between maternal age and SeMet treatment on time to first reproduction.
Keywords: metals, maternal effect, selenium, daphnia, hyperthermia, multi-stressor
1. Introduction
Multi-stressor analyses are necessary to understand the interactive effects of the stressors that organisms experience in their environments 1. However, the complex nature of these research questions in mammalian models can result in extensive, time consuming, and costly experiments. Thus, alternative non-vertebrate animal models may offer an efficient and cost-effective method for screening multi-stressor hypotheses over the lifespan. The utility of the freshwater crustacean, Daphnia pulex, is currently being evaluated as a screening model for the chronic effects of multi-stressor exposures 2–4. A well-known eco-toxicological model system, D. pulex has been used since the turn of the 20th century to study the mechanistic nature of environmental factors such as uptake of trace metals 5. It is a model organism for biomedical research with advantageous traits for chronic toxicity testing including parthenogenic (clonal) reproduction, short lifespan (60 days), well-characterized ecology and response to environmental stimuli, tight coupling of somatic growth and reproductive output, ease of laboratory culture maintenance, measureable span of reproduction cycle, release of live offspring every 24 to 48 hours, transparency throughout adulthood, and recently developed genomics tools 5–8. Daphnia is being used to study human pathogen virulence, aging, oxidative stress responses, and xenobiotic detoxification 9. Recently, Mawell et al. identified greater similarities between human and daphnia disease gene clusters than those found in other validated invertebrate model organisms for biomedical research, C. elegans and D. melanogaster10.
Maternal aging may play a key role in the life history success of offspring. Particularly, maternal effects may provide a mechanism for adaptive transgenerational phenotypic plasticity 11,12. For instance, advanced maternal age at conception is suspected of leading to a variety of health complications 13–17 and shorter lifespans 18–20 in progeny. Offspring fecundity is also shown to decrease with maternal age due to decreasing physiological health of the mother’s reproductive system and damage incurred to her gametes 21. Parthenogenic (clonal) model organisms, such as Daphnia pulex, are particularly advantageous for elucidating maternal age effects due to limited genetic variation across offspring22. Previous studies have demonstrated these maternal effects in D. pulex. For example, maternal food environments are shown to affect reproduction in offspring 23 and maternal thermal environments are shown to affect offspring resistance to Microcystis 12.
Although data in mammalian models currently exists for selenium (Se) deficiency 24–26 and toxicity27–29, little is known about the interactions between Se toxicity and other stressor exposures. Animal studies across various taxa show that chronic concentrations of elevated Se result in developmental abnormalities 30,31, reduced reproduction30,32–34, and generation of reactive oxygen species (ROS) 35. Particularly, the Se form Seleno-methionine (SeMet) is speculated to have increased risk for chronic toxicity36 due to incorporation into proteins and low levels of excretion30. At high SeMet concentrations, Se body pools are known to increase, but specific mechanisms underlying Se toxicity are not well characterized 37. A recent study in zebrafish suggests oxidative stress and methylation pathways may play a role in SeMet-induced toxicity 38.
At low supplemental doses, organic Se supplementation increases the immune response and lessens the physiological stress related to hyperthermia 39,40, which is commonly associated with increasing the risk of mortality 41 and exacerbating effects of disease 42,43. Hyperthermia results in altered protein synthesis and enzymatic expression changes in various organ tissues such as muscles, heart, brain, kidney liver, and lungs 44. Many proteins, including stress-induced phosphoprotein 1, suppression of tumorigenicity 13, and Hsp90 beta, exhibit higher expression levels when exposed to elevated environment temperatures 40. Particular physiological responses to heat exposures include proteolysis regulated decreases in protein degradation and increased creatine kinase enzyme presence. Studies of white sturgeon revealed that SeMet supplementation has the capacity to attenuate this effect of proteolysis, thus, potentially promoting an increase in protein degradation due to heat exposure 40. SeMet supplementation trials of swine using nontoxic doses also improved the ability to resist heat-induced stress 39. In Daphnia, utilization of thermal stress has been used to exacerbate toxic response. For instance, Daphnia dually exposed to cadmium and elevated temperature exhibited increased sensitivity 45. Recorded responses of Daphnia to elevated temperatures include changes in swimming behavior, immobilization, and death 46. The effect of SeMet on thermal stress has not yet been evaluated in Daphnia.
The present study builds on this previous literature by utilizing SeMet toxicity as well as the potential for SeMet to mitigate effects by heat-induced stress to elucidate the influence of maternal age in a multi-stressor analysis. The purpose of this study is to investigate the influence of maternal age on the effects of organic selenium (SeMet) in D. pulex on lifespan, reproduction, and resistance to heat-induced stress. We hypothesized that D. pulex obtained from older maternal populations will express exacerbated effects of SeMet toxicity and decreased efficiency of SeMet protection under hyperthermia conditions. We evaluated the interactions between chronic SeMet exposure, maternal age, and resistance to acute heat stress in Daphnia pulex.
2. Materials and Methods
2.1 Model Organism and Culture Media
The Daphnia pulex cultures were established from a clonal population obtained from Indiana University 6. Populations of animals were maintained under previously established laboratory culture protocol conditions 2–4,6. All D. pulex cultures were maintained in COMBO media at a density of 20 animals per 1 L media. COMBO media and Animate stock solutions were prepared as described by Kilham, Kreeger, Lynn, Goulden, & Herrera, 1998. To prepare COMBO media, Calcium Chloride (CaCl2, Acros Organics, ≥ 99% purity, CAS:7447407, lot:A0294654), Magnesium Sulfate (MgSO4, Fisher Scientific, 100.6% purity, CAS:10034998, lot:150090), Sodium Bicarbonate (NaHCO3, Acros Organics, ≥ 99% purity, CAS:7647156, lot:A0289787), Sodium Metasilicate (Na2SiO3, Acros Organics, 47.5% total solids, CAS:13517243, lot:A0292413), Potassium Chloride (KCl, Fisher Scientific, ≥ 99% purity, CAS:7447407, lot:105143), and Boric Acid (H3BO3, Fisher Scientific, ≥ 100.1% purity, CAS:10043353, lot:106357) stock solutions were added (1ml/L) to MilliQ ultrapure deionized water and allowed to aerate for at least 12 hours prior to use. Immediately prior to media changes, 2.18 μg/L Sodium Selenite (Na2SeO3, Acros Organics, 44–46% Se, CAS:10102188, lot:A0270903), 1ml/L Animate stock solution (LiCl, Fisher Scientific, 98.5% purity, CAS:7447418, lot:107322, RbCl, Acros Organics, ≥ 99.8% purity, CAS:7791119, lot:A0279017, SrCl2 6H2O, Acros Organics, 99% purity, CAS:194122500, lot:A0262200, NaBr, Acros Organics, ≥ 99% purity, CAS:7647156, lot:A0294885, KI; lot:A0273463), and RGcomplete™ microalgae concentrate (Reed Mariculture Inc., Campbell, CA 95008), were added to the media batch. For experimental populations, SeMet (CH3SeCH2CH2CH(NH2)COOH, Sigma Aldrich, ≥ 98% purity, CAS:3211765, lot:S3132) was substituted for NaSeO3 as described in section 2.3. Complete media changes were performed every 48-hours unless otherwise stated. Daphnia were kept in 1 L beakers (20 daphnids per 1 L) and housed in a Percival I-36NL environmental chamber to regulate temperature (22.5°C ± 0.05 °C) and light conditions (12-hour light: 12-hour dark cycle).
2.2 Dose-Finding Study
D. pulex were cultured under standard laboratory maintenance protocol with the exception of substituting SeMet for Na2SeO3 during regular media changes. A total of five SeMet treatment concentrations were analyzed: 0-μg SeMet/L, 1-μg SeMet/L, 2-μg SeMet/L, 4-μg SeMet/L, and 8-μg SeMet/L. The highest treatment (8-μg SeMet/L) is the concentration of SeMet at which 50% of the population were dead (LD 50) in adult Daphnia magna after a 48-hour exposure48. A 50% dilution was applied to obtain the remaining treatments. In the control group (0-μg SeMet/L) no additional Se was added. Each SeMet treatment was assessed using a population of n=20 individuals, that were followed as populations throughout their lifespan. Mortality and presence of offspring were recorded throughout the lifespan of each population.
2.3 Seleno-methionine Exposure
Three SeMet doses (0-μg SeMet/L, 1-μg SeMet/L, and 4-μg SeMet/L) were selected based on the ability to monitor effects over the lifespan as well as the presence of a trending deviation in lifespan and reproduction between doses, see section 3.1. The highest treatment (8-μg SeMet/L) was excluded due to high rates of early life mortality.
The SeMet stock solution was prepared prior to the initiation of the experiment by dissolving 10 mg seleno-L-methionine (Fisher Scientific) into 1 L deionized MilliQ ultrapure water. This stock solution was added at specific concentrations, respective to the treatment, to each batch of prepared media in place of inorganic Se (Na2SeO3) typically added, see section 2.1. The base media (COMBO, animate, and algae) was prepared as a single batch, aliquoted into the three SeMet treatment groups, and the designated SeMet stock solution concentration was added. The media was then aliquoted into the appropriate exposure containers (glass beakers or polypropylene conical tubes) for group or individual exposures. Media volumes were adjusted based on the population density during each media change (50 ml media per daphnid). For each experiment, D. pulex neonates began exposure to 0-μg SeMet/L, 1-μg SeMet/L, or the 4-μg SeMet/L within 24 hours of age. Fresh media containing appropriate concentrations of SeMet was supplied every 48-hours during media changes until the conclusion of the experiment.
2.4 Selenium Content Analysis
Daphnia (n=108)[3 SeMet treatments × (3 replicates × 12 individuals per replicate)] were cultured in standard maintenance media, 0-μg SeMet/L, 1-μg SeMet/L, or 4-μg SeMet/L treatments until 11 to 12 days of age. Each animal was then rinsed 3 times with DI water and submitted to the Virginia-Maryland College of Veterinary Medicine Toxicology Lab for quantification of Se content by atomic absorption spectrometry. Samples of COMBO media and COMBO + RG Complete were also submitted for analysis. Briefly, all glassware used was acid-washed and samples were transferred to a glass beaker by adding a mixture of perchloric acid/nitric acid (about 10 ml). The mixture was heated at 250 °C until the volume reached ~ 2 ml. Samples were transferred to 20 ml glass tubes in a final volume of 7 ml of 20% hydrochloric acid. After 1 hour, samples were analyzed by atomic absorption spectrometry with a vapor generator accessory (Wavelength: 196.0 nm).
2.5 Maternal Age
Daphnia pulex maternal populations were established from the third brood of our laboratory maintenance D. pulex culture (maternal age ~ 12 days). Neonates (≤ 24 hours of age; n=80) were obtained from the maintenance population and randomized into four maternal populations. These maternal populations each consisted of n=20 individuals that were housed in 1 L beakers containing 1,000 ml COMBO media and allowed to age under standard laboratory maintenance conditions. All experimental animals exposed to SeMet were obtained from these maternal populations when the mothers were 8-days of age (early life (2nd–3rd) brood) and when the mothers were 32-days of age (late life (12th–14th) brood).
For the lifespan analysis, the offspring from all four maternal populations were combined into a single pool from which offspring were randomized into three SeMet treatment groups [(1 maternal population × 3 SeMet treatments) × 25 replicates per SeMet treatment]. This was conducted once when the maternal populations produced an early life brood and repeated when the maternal populations produced a late life brood. For the heat induced stress analysis, offspring were tracked by maternal population. Within the maternal population tracks, offspring were randomized into the three SeMet treatments and housed as populations, creating one experimental group for each maternal population. This was repeated for replicate groups to ensure that each SeMet treatment is assessed in 8 populations for each maternal age group; giving a total of n=24 exposure groups per maternal age [(4 maternal populations × 3 SeMet treatments) × 2 replicates]. Diagram presentations of the experimental designs are depicted in Figure 1, Figure 2, Figure 3.
Figure 1.

Maternal Age and SeMet treatment Experimental Design
Figure 2.

Lifespan and Reproduction Experimental Design.
Figure 3.

Heat-Induced Stress Experimental Design.
2.7 Lifespan and Reproduction
At each of the two maternal age time points, D. pulex neonates (≤ 24 hours of age, n=75) were obtained from the maternal populations and randomized into the three SeMet treatment (n=25 per SeMet treatment per maternal age). Each neonate was placed into a separate 50 ml polypropylene conical tube containing 50 ml of media with the designated SeMet concentration. Mortality and reproduction were recorded every 48-hours. The number of combined living and dead offspring produced over the individual’s entire lifespan (total reproduction) and the first day offspring were present in the media (time to first reproduction) were recorded for each individual. Individuals that did not survive to reproductive age or did not reproduce were censored from this analysis. Thus, of the 150 neonates combined across all treatments, a total of 98 individuals produced offspring and were included in the time to first reproduction and total reproduction analyses unless otherwise stated. This experiment was performed first for offspring obtained from the early life brood and then repeated for the offspring obtained from the late life brood.
2.8 Heat Induced Stress Analysis
At each of the two maternal age time points, D. pulex neonates (≤ 24 hours of age, n=360) were randomized into 24 exposure populations tracking by maternal population. Fifteen individuals were maintained per exposure population in 1 L glass beakers containing 750 ml of media with the designated concentration of SeMet. The neonates were allowed to age in their designated treatment group for 15-days, changing the media every 48-hours as previously described. Heat exposure temperature, 35°C, and heat exposure duration, 30 minutes, were determined by conducting preliminary trial heat stress experiments, in which produced 80 percent mortality rates, utilizing D. pulex (15 days of age) obtained from our laboratory maintenance populations. This experiment was conducted when the maternal populations produced their early life brood and then repeated for the late life brood.
The heat stresses were conducted in pre-heated (35° C) water baths. Once the water baths reached the designated temperature, D. pulex were moved from their maintenance media (at 24° C) and put into 100 ml glass beakers containing 100 ml media (at room temperature) in groups of 10 individuals per beaker. Media was prepared without algae (food) and only contained COMBO, animate, and the appropriate concentration of SeMet. The beakers containing the D. pulex, were then placed directly into the water bath and were allowed to reach 35° C (approximately 30 minutes). Once the water within the beakers reached 35° C, the 30-minute heat exposure time began. After removal from the water baths, the beakers containing D. pulex were placed back into the environmental chamber and algae was added to the media. The daphnids were allowed to recover for a total time of 24-hours. Mortality and presence of offspring were recorded at 4-hours and 24- hours post heat stress.
2.9 Statistical Analysis
Statistical analysis was conducted using JMP Pro 12.0.1 and IBM SPSS Statistics 24 JMP Pro 12.0.1 computer software. Differences in mortality between SeMet treatment and maternal age groups were determined by constructing a Kaplan-Meier (survival) distribution and testing for significance between groups with the Log rank test. Cox proportional hazards models were used to test for interactions between SeMet exposure and maternal age in lifespan, time to first reproduction, and heat-induced stress mortality. Two-way ANOVAs were constructed to compare the effects and interactions of SeMet treatment and maternal age for measured reproductive parameters total reproduction (lifespan analysis). Differences between SeMet treatment groups or maternal population ages for the reproductive measures were determined using Tukey’s honest significant difference (HSD) test. Chi-Squared were used to assess the presence of offspring post heat-induced stress. All statistical results were considered to be significant if p ≤ 0.05.
3. Results
3.1 Seleno-L-methionine Exposure Dose-Finding Study
This study revealed a significant dose-response effect among SeMet/L treatments where increasing SeMet concentration corresponded with higher mortality rate over the lifespan (X2(4,100) = 58.92, p < 0.0001; Figure 4). Lifespan was shortest for the 8-μg SeMet/L treatment (Mdn ± SE = 11.0 ± 0.85 days) in comparison to all other treatment groups (Mdn ± SE = 41.0 ± 8.2, 39.0 ± 2.9, 23.0 ± 3.0, 27.0 ± 1.7 for 0, 1, 2, and 4-μg SeMet/L respectively). Daphnia exposed to the 0 and 1-μg SeMet/L had longer lifespans than the daphnia exposed to 2 and 4-μg SeMet/L. No differences were observed in survival between the 0 versus the 1-μg SeMet/L or between the 2 versus the 4-μg SeMet/L. The Daphnia in the 0 versus the 1-μg SeMet/L groups had mortality rates that intersected during midlife (30–35 days), calculated as 50 percent of the average laboratory maintenance population lifespan (60–70 days; Figure 4). A similar pattern was seen between the Daphnia exposed to 4-μg SeMet/L versus the Daphnia exposed to 2-μg SeMet/L.
Figure 4.

Kaplan-Meier (survival) curves for each SeMet dose treatment (n=20 in each SeMet treatment group). Based on Log Rank tests, statistically significant differences are present in lifespan between SeMet treatment groups.
3.2 Selenium Content in Daphnia and Media
Based on the dose finding study, subsequent analyses focused on 0, 1, and 4-μg SeMet/L treatments. Evaluation of Se levels in daphnia exposed to each treatment for 12-days show elevated concentrations in 1 and 4-μg SeMet/L treatment groups (median concentrations 746 ppb and 2383 ppb, respectively) when compared to standard media and 0-μg SeMet/L treatment groups (Figure 5). Se concentrations measured in COMBO media and COMBO+RG-Complete algal feed were 2 ppb and 11 ppb, respectively.
Figure 5.

Concentration of Se in Daphnia cultured in standard media (selenite control) and 0, 1, and 4-μg SeMet/L treatments for 12 days (3 replicates per group, 12 individuals in each replicate). Se was not detectable in samples cultured in standard selenite conditions or 0-μg SeMet/L treatment. Limits of Detection ranged between 101 and 220 ng/g.
3.3 Lifespan
A significant dose-response trend is present among SeMet/L treatments (Mdn = 40.0 ± 4.1, 44.0 ± 3.5, 31.0 ± 1.8 days for 0, 1, and 4-μg SeMet/L respectively) where increasing SeMet concentration corresponded with higher mortality rate over the lifespan (X2 (2, 75) = 45.5, p < 0.0001; Figure 6). All treatment groups had similar mortality rates early in life. As they approach mid-life (30 days), the mean lifespan of D. pulex in the 4-μg SeMet treatment starkly declined. However, the difference in mortality rate between 0 and 1-μg SeMet/L treatments diminishes as the Daphnia continued to age (Figure 6). There was no significant effect of maternal population age alone on lifespan ((X2 (5, 75) = 45.5; p=0.66; Table 1). The interactive effect of maternal age on SeMet treatment was non-significant (X2 (5, 75) = 45.5; p=0.44; Table 1).
Figure 6.

Kaplan-Meier (survival) curve for comparison of early life broods exposed to each SeMet treatment vs. late life broods exposed to each SeMet treatment (n=25 per Maternal Age × SeMet treatment group). 4-μg SeMet/L individuals had significantly shorter lifespans that the lower SeMet treatment groups, but no significant differences were detected between maternal age groups.
Table 1.
Summary of statistical results, where SeMet refers to the three SeMet treatments and MA refers to the age of the maternal population at offspring birth.
| Variable | SeMet | MA | SeMet × MA | Pattern |
|---|---|---|---|---|
| Mortality Rate | p < 0.0001 | p = 0.66 | p = 0.44 | The highest treatment (4-μg SeMet/L) mortality rate increased over the lifespan. |
| Total Reproduction | p < 0.0001 | p = 0.32 | p = 0.44 | The highest treatment (4-μg SeMet/L) resulted in cessation of reproduction |
| Time to First Reproduction | N/A (†) | N/A (†) | p < 0.0001 | Offspring obtained from older mothers were more susceptible to increased time to first reproduction with SeMet treatment |
| Survival Post Heat-Induced Stress | p = 0.12 | p = 0.002 | p = 0.10 | Offspring obtained from older mothers had a greater short term survival to heat-induced stress |
| Presence of Offspring Post Heat Stress | p = 0.2 | p = 0.003 | p = 0.08 | Offspring obtained from older mothers had a greater percent of offspring post heat stress |
If an interaction involving a measurement is significant, it is not meaningful to test for the significance of the main effect by itself. Therefore, we denote such cases via N/A.
3.4 Reproduction
3.3.1 Total Reproduction
Overall, SeMet treatment presented a significant effect on total reproduction (F (5, 75) = 23.5, p < 0.0001; Table 1) where the highest SeMet treatment (4-μg SeMet/L) resulted in an absence of reproduction. Due to this lack of reproduction, the highest SeMet treatment group was excluded from further analysis on reproductive parameters. An interaction between SeMet treatment groups (0-μg SeMet/L and 1-μg SeMet/L) and Maternal Age was not present in total reproduction (p = 0.41; Table 1). Significant differences were not found between maternal age populations (Early life brood mean: 256 ± 18, Late life brood mean: 282 ± 18; p = 0.32; Table 1) or between the remaining SeMet treatments for the 0-μg SeMet/L and 1-μg SeMet/L (mean = (272 ± 21 and 266 ± 14 respectively; p = 0.80).
3.3.2 Time to First Reproduction
Daphnia exposed to 4-μg SeMet/L were censored from this analysis due to their lack of reproduction. A significant interaction was present between Maternal Age and SeMet treatments for time to first reproduction (X2 (3, 98) = 55.6, p < 0.0001; Figure 7; Table 1). Daphnia obtained from older maternal populations had delayed time to first reproduction with increased SeMet treatment than younger maternal populations. The pattern is as follows, individuals that were exposed to 0-μg SeMet/L began reproducing earlier in life if they were obtained from a later life brood (Early life brood mean: 9.2 days, 95% CI [8.2, 10]; Late life brood mean: 8.0 days, 95% CI [7.0, 9.0]); whereas Daphnia exposed to 1-μg SeMet/L began reproducing later if they were obtained from a later life brood (Early life brood mean: 11 days, CI 95% [10, 12]; Late life brood mean: 13 days, CI 95% [12, 14],).
Figure 7.

Interaction between Maternal Age and SeMet treatment in time to first reproduction. Values represent the mean ± standard error of the mean (SEM) for onset of reproduction in offspring obtained from a late life brood versus offspring obtained from an early life brood exposed to 0 or 1-μg SeMet/L SeMet treatments. Daphnia exposed to the highest treatment (4-μg SeMet/L) were excluded from this analysis due to their lack of reproduction throughout life.
3.4 Heat Induced Stress
3.4.1 Survival
Overall, there was a significant increase in days survived post-heat stress in Daphnia obtained from older maternal populations (mean = 1.2 ± 0.2 and 2.8 ± 0.2 days for early life brood and late life brood respectively, X2 (6, 480) = 20.5, p = 0.002; Table 1) suggesting that offspring obtained from early life brood are less resistant to heat stress. However, there was no significant effect of SeMet treatment (mean = 2.1 ± 0.3, 1.6 ± 0.2, and 2.3 ± 0.3 days for 0-μg SeMet/L, 1-μg SeMet/L, and 4-μg SeMet/L treatments respectively, p = 0.12; Table 1) or an interaction between SeMet treatment and maternal age (p = 0.10; Table 1).
A trending effect on maternal age occurred where individuals from the late-life brood lived longer after the heat stress than the Daphnia from an early-life brood across all SeMet treatments. By 4 hours post heat stress, 74% of the individuals obtained from the early-life brood and 38% of the individuals obtained from the late-life brood were dead. However, by 24 hours post heat stress, nearly 100% of the remaining Daphnia were dead (98% mortality in Daphnia obtained from a late-life brood, 99.6% mortality in Daphnia obtained from an early-life brood). An interesting inverse response pattern (not significant) was present in the Daphnia exposed to 4-μg SeMet/L in relation to the other SeMet treatments based on maternal age. In the Daphnia obtained from an early-life brood, the individuals exposed to 4-μg SeMet/L had higher percent survival to the heat-induced stress than the other SeMet treatment groups at 4 hours post heat stress. Whereas, in the Daphnia obtained from a later life brood, the individuals exposed to 4-μg SeMet/L had the lowest percent survival of the SeMet treatment groups at 4 hours post heat stress.
3.4.2 Presence of Reproduction after Heat Stress
Similar to the earlier reproduction analysis, D. pulex exposed to the 4-μg SeMet/L did not reproduce and were censored from further analysis. No offspring were found at 4-hours post heat stress. However, at 24-hours post heat stress (nearly 100% maternal mortality), all late-life brood populations and a large portion of the early-life brood populations contained offspring (100% and 56% of populations containing offspring in the late-life broods and early-life broods respectively). An effect of maternal age on presence of reproduction was observed (X2(1, 32), p = 0.003; Table 1) where offspring presence was higher for Daphnia obtained from late-life broods. An effect of SeMet treatment (87% and 68% of populations containing offspring in the 0-μg SeMet/L and 1-μg SeMet/L treatments respectively; X2 (1, 32), p=0.2) or an interaction between maternal population age and SeMet treatment were not found (X2(3, 32), p = 0.08; Table 1).
Among the D. pulex obtained from an early-life brood, there was an interesting pattern of difference in offspring presence between the SeMet treatment groups. In the early-life broods, 75% of the populations exposed to 0-μg SeMet/L treatment produced offspring whereas only 38% of the populations exposed to 1-μg SeMet/L treatment produced offspring. This suggests that in the Daphnia obtained from young mothers, the ability to produce viable offspring may decrease with increasing SeMet treatment during a heat-induced stress. However, this pattern was only seen in the Daphnia obtained from young maternal populations.
4 Discussion
The presented research uses the model system Daphnia pulex to investigate potential multi-stressor interactions between maternal age and response to SeMet treatment. To our knowledge, this is the first study that uses D. pulex to investigate this particular interaction over the lifespan. This study is relevant to the development of alternative screening models in toxicity testing and maternal aging research. Increased abundance of Se in our environment from use of Se supplementation, production of Se wastes, use of Se containing fertilizers, and elevated prevalence of later life pregnancies in many human populations make this multi-stressor hypothesis a relevant human concern.
The purpose of this study was to evaluate a multi-stressor hypothesis utilizing heat-induced stress to exacerbate any maternal age and SeMet treatment interactions. In this study, a significant interaction of maternal age and SeMet treatment was seen for time to first reproduction. Under control conditions (0-μg SeMet/L), offspring obtained from advanced maternal age exhibited earlier initiation of reproduction. Whereas, SeMet treatment produced a trending delay in time to first reproduction in all individuals with more exaggerated effects found in offspring obtained from advanced maternal age. This suggests a difference in SeMet dose-response based on maternal age. At 0-μg SeMet/L, the daphnia from both early and late life broods began reproducing at similar age ranges seen in maintenance populations (6 to 9 days). However, by increasing the SeMet dose, reproduction was delayed. This delayed effect caused by SeMet treatment could be a resulting coping mechanism by which the mother transfers her Se body load to an undeveloped egg and expels it as waste as similarly seen in mammalian systems32. The daphnia from the early-life broods were able to efficiently cope with the elevated levels of SeMet. In contrast, the daphnia from the late-life brood were not able to efficiently cope with the elevated levels of SeMet and thus had delayed reproduction. Similarly, an interaction between maternal age and ethanol exposure was seen in a study conducted by Vorhees (1988), where mice born from older mothers had increased effects of prenatal ethanol treatment including increased mortality, lower weight gain, altered olfactory orientation, and altered behavior49. In contrast, Martínez-Jerónimo et al. (2006) did not detect a significant effect of maternal age on lifespan in response to the toxicity of hexavalent chromium in Daphnia magna50.
A significant interaction of maternal age and SeMet treatment was not detected in response to heat stress. However, older maternal ages did result in an overall increased resistance to heat induced stress regardless of SeMet treatment. It is possible that the difference in percent mortality post heat stress based on maternal age we observed in this study may be due to a maternal aging effect specific to maternal size and ability to produce larger offspring. Daphnia have the ability to continue to grow throughout their adult life, increasing the size of their brood pouch along with the potential size of their offspring as they age 50,51. Larger offspring body sizes from older mothers could potentially increase their ability to maintain homeostasis during a heat stress. This finding is consistent with past studies showed that maternal age was positively associated with heat stress resistance (and offspring body size) in Drosophila mercatorum 52 and Daphnia similoides 12. The effect of maternal age should not be ignored in utilization of Daphnia as an alternative animal model and should be further explored in future research. Further, we found a lack of a main effect of maternal age on lifespan and total reproduction. This is inconsistent with previous aging studies in Drosophila melanogaster 20 and humans 53 where advanced maternal age resulted in decreased lifespans and decreased reproduction in the offspring.
This study is also the first to our knowledge to quantify the effects of chronic exposure to SeMet in D. pulex utilizing lifespan and reproductive measures, which is relevant to the development of alternative whole animal screening models for chronic low-dose exposures. As in mammals, Se is an essential element for Daphnia in development and reproduction 54, and critical points in reproduction are hormonally controlled via interaction with nuclear receptors 55,56. Based on this study, low deviations in Se concentrations administered as SeMet over the lifespan may have the ability to induce negative responses on mortality and reproduction that are not detectable under acute exposure conditions. We found that at the highest SeMet treatment tested (4-μg SeMet/L), overall lifespan significantly decreased and reproduction was inhibited. This was similarly observed in female rats and fish, where excess Se supplementation led to accumulation of Se in organs and tissues of reproductively active females resulting in complete reproductive failures 30. We did not detect deficiency effects in animals exposed to 0-μg SeMet/L, possibly as a result of sufficient levels of Se present in the algae or sufficient maternal transfer of SeMet into the offspring during development.
It should be noted that the animals in our dose-finding study did deviate in response to SeMet in comparison to a previous study in Daphnia magna. According to Ingersoll et al. (1990), the 48-hour LD50 for SeMet is 8-μg SeMet/L in Daphnia magna48. However, in our study, we did not observe high rates of mortality in the 8-μg SeMet/L (or lower SeMet treatments) within the first 48-hours of exposure study. Rather, we saw an increase in mortality over the lifespan and a stark inhibition of reproduction with elevated SeMet treatment. We believe that differences in the investigated parameters in the study of Ingersoll et al. (1990), such as Daphnia species, age of animals, diet, and length of exposure, may account for the discordance with our study.
For this experiment, Daphnia were exposed to SeMet via introduction of a laboratory prepared aqueous stock solution to the media; however, exposure via dietary consumption would be more consistent with human studies. For the purposes of our study in Daphnia pulex, this was not considered to affect the overall outcome of the study. A previous study in Daphnia magna suggested that dietary exposure via algae versus aqueous exposure did not significantly affect SeMet bioaccumulation 57. Decreasing the time between heat stress observations and increasing the sample size would also have improved the statistical power of the experiment. An additional limitation was the use of maternal populations rather than individual mothers to produce experimental offspring. Even though parthenogenic reproduction produces clonal replicates of the mother 5, it is still possible that variation in maternal transfer of Se to offspring could be present between the mothers of each population. Obtaining offspring from individual mothers rather than maternal populations may decrease variation (e.g. due to developmental stage differences in heat stress study) or provide explanations to measurement outliers.
The use of this alternative model can complement in vitro or mathematical systems that are unable to evaluate transgenerational or long-term interactions across whole body organ systems throughout life. Moving forward from this initial evidence supporting the use of this model system for multi-stressor and toxicity testing, additional standardization in culture methodology and reproducibility of parameter evaluation within, as well as across, laboratories needs to be addressed. Additional research on understanding the function of SeMet mechanisms and how SeMet response is affected by maternal age needs to be further investigated. Potential future research areas to address these issues include the role of SeMet in maternal Se transfer, reproductive health, and offspring tolerance to disease and stress during periods of high versus periods of low SeMet exposure.
5 Conclusion
Overall, this study provides evidence that D. pulex may be a useful alternative whole animal model for testing multi-stressor interactions across the lifespan. Elevated doses of SeMet exhibited reproductive and developmental toxicity including premature mortality and cessation of reproduction. This study also provided evidence that older maternal age may provide offspring an advantage in heat stress resistance and exasperated the effects of SeMet on time to first reproduction. These effects of maternal age in Daphnia at time of offspring development may have a significant effect on the response of offspring to environmental stressors and should be further explored in future studies and in other animal model systems. Ultimately, determination of the utility of D. pulex as an alternative model for screening for human toxicity will require additional evaluation of concordance of mechanistic responses.
HIGHLIGHTS.
We evaluated the influence of maternal age on the effects of seleno-methionine (SeMet) on lifespan, reproduction, and heat-stress resistance in D. pulex.
Our results show effects of SeMet-treatment, with the highest SeMet-treatment having reduced lifespan and absence of reproduction.
An interactive effect between SeMet-treatment and maternal age was found on time to first reproduction.
Daphnia from late life broods had increased resistance to heat-induced stress.
Acknowledgments
We would like to gratefully acknowledge and thank Dr. Dale Dickinson, Dr. Michelle Fanucchi, and Dr. Molly Bernhard for their helpful guidance and support.
Funding Information
This work was supported by the Department of Environmental Health Sciences at the University of Alabama at Birmingham School of Public Health and the International Life Sciences Institute North America (ILSI N.A.) Future Leader Award and a Pilot and Feasibility grant supported by the UAB Nutrition and Obesity Research Center (P30DK056336) to JM Gohlke.
Abbreviations
- Se
selenium
- SeMet
seleno-methionine
- NIH
National Institutes of Health
- LD50
Lethal Dose for 50% of population
- CI
confidence interval
- Mdn
median
- M
mean
- X2
Chi-Square Test
Footnotes
Publisher's Disclaimer: This is a PDF file of an unedited manuscript that has been accepted for publication. As a service to our customers we are providing this early version of the manuscript. The manuscript will undergo copyediting, typesetting, and review of the resulting proof before it is published in its final citable form. Please note that during the production process errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain.
References
- 1.Løkke H, Ragas AMJ, Holmstrup M. Tools and perspectives for assessing chemical mixtures and multiple stressors. Toxicology. 2013;314:73–82. doi: 10.1016/j.tox.2012.11.009. [DOI] [PubMed] [Google Scholar]
- 2.Doke D, Hudson S, Dawson J, Gohlke J. Effects of early life exposure to methylmercury on predator response in daphnia pulex. Reprod Toxicol. 2014;49:219–225. doi: 10.1016/j.reprotox.2014.09.006. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Hudson SL, Doke DA, Gohlke JM. The effect of a low iron diet and early life methylmercury exposure in Daphnia pulex. Food Chem Toxicol. 2016 doi: 10.1016/j.fct.2016.01.012. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Schwartz TS, Pearson P, Dawson J, Allison DB, Gohlke JM. Effects of fluctuating temperature and food availability on reproduction and lifespan. Exp Gerontol. 2016 doi: 10.1016/j.exger.2016.06.010. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Lampert W. Daphnia: Model Herbivore, Predator and Prey. Polish J Ecol. 2006;54:607–620. [Google Scholar]
- 6.Shaw JR, et al. Daphnia as an emerging model for toxicological genomics. Advances in Experimental Biology. 2008;2 [Google Scholar]
- 7.Colbourne J, et al. The ecoresponsive genome of Daphnia pulex. Science (80-) 2011;331:555–561. doi: 10.1126/science.1197761. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Ye Z, et al. A New Reference Genome Assembly for the Microcrustacean <em>Daphnia pulex</em>. G3 Genes|Genomes|Genetics. 2017;7:1405–1416. doi: 10.1534/g3.116.038638. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Baldwin WS, Marko PB, Nelson DR. The cytochrome P450 (CYP) gene superfamily in Daphnia pulex. BMC Genomics. 2009;10:169. doi: 10.1186/1471-2164-10-169. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Maxwell EK, et al. Evolutionary profiling reveals the heterogeneous origins of classes of human disease genes: implications for modeling disease genetics in animals. BMC Evol Biol. 2014;14:212. doi: 10.1186/s12862-014-0212-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Mousseau TA, Fox CW. The adaptive significance of maternal effects. Trends in Ecology and Evolution. 1998 doi: 10.1016/S0169-5347(98)01472-4. [DOI] [PubMed] [Google Scholar]
- 12.Lyu K, et al. Cladoceran offspring tolerance to toxic Microcystis is promoted by maternal warming. Environ Pollut. 2017;227:451–459. doi: 10.1016/j.envpol.2017.04.095. [DOI] [PubMed] [Google Scholar]
- 13.Myrskylä M, Fenelon A. Maternal Age and Offspring Adult Health: Evidence From the Health and Retirement Study. Demography. 2012 doi: 10.1007/s13524-012-0132-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Gale E. Maternal age and diabetes in childhood. Br Med. 2010;340:436. doi: 10.1136/bmj.c623. [DOI] [PubMed] [Google Scholar]
- 15.Author M, Hemminki K, Kyyrönen P. Parental Age and Risk of Sporadic and Familial Cancer in Offspring: Implications for Germ Cell. Source Epidemiol. 1999;10:747–751. [PubMed] [Google Scholar]
- 16.Tarín JJ, Brines J, Cano A. Long-term effects of delayed parenthood. Hum Reprod. 1998;13:2371–2376. doi: 10.1093/humrep/13.9.2371. [DOI] [PubMed] [Google Scholar]
- 17.Wang MH, Saal F. Maternal age and traits in offspring. Nature. 2000;407:489–490. doi: 10.1038/35035156. [DOI] [PubMed] [Google Scholar]
- 18.Kemkes-Grottenthaler A. Parental effects on offspring longevity—evidence from 17th to 19th century reproductive histories. doi: 10.1080/03014460410001663407. [DOI] [PubMed] [Google Scholar]
- 19.Liu Y, Zhi M, Li X. Parental age and characteristics of the offspring. Ageing Res Rev. 2011;10:115–123. doi: 10.1016/j.arr.2010.09.004. [DOI] [PubMed] [Google Scholar]
- 20.Priest NK, Mackowiak B, Promislow DEL. THE ROLE OF PARENTAL AGE EFFECTS ON THE EVOLUTION OF AGING. Evolution (N Y) 2002;56:927–935. doi: 10.1111/j.0014-3820.2002.tb01405.x. [DOI] [PubMed] [Google Scholar]
- 21.Smits LJ, Jongbloet PH, Zielhuis GA. Preovulatory overripeness of the oocyte as a cause of ovarian dysfunction in the human female. Med Hypotheses. 1995 doi: 10.1016/0306-9877(95)90218-X. [DOI] [PubMed] [Google Scholar]
- 22.Andersen AM, Wohlfahrt J, Christens P, Olsen J, Melbye M. Maternal age and fetal loss: population based register linkage study. Br Med J. 2000;320:1708–1712. doi: 10.1136/bmj.320.7251.1708. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.LaMontagne JM, McCauley E. Maternal effects in Daphnia: What mothers are telling their offspring and do they listen? Ecol Lett. 2001;4:64–71. [Google Scholar]
- 24.Sánchez-Gutiérrez M, García-Montalvo EA, Izquierdo-Vega JA, Del Razo LM. Effect of dietary selenium deficiency on the in vitro fertilizing ability of mice spermatozoa. Cell Biol Toxicol. 2008 doi: 10.1007/s10565-007-9044-8. [DOI] [PubMed] [Google Scholar]
- 25.Smith OB, Akinbamijo OO. Micronutrients and reproduction in farm animals. Anim Reprod Sci. 2000;60–61:549–560. doi: 10.1016/s0378-4320(00)00114-7. [DOI] [PubMed] [Google Scholar]
- 26.Spears JW, Harvey RW, Segerson EC. Effects of marginal selenium deficiency and winter protein supplementation on growth, reproduction and selenium status of beef cattle. J Anim Sci. 1986;63:586–594. doi: 10.2527/jas1986.632586x. [DOI] [PubMed] [Google Scholar]
- 27.Hoffman DJ. Role of selenium toxicity and oxidative stress in aquatic birds. Aquat Toxicol. 2002;57:11–26. doi: 10.1016/s0166-445x(01)00263-6. [DOI] [PubMed] [Google Scholar]
- 28.Koller LD, Exon JH. The two faces of selenium-deficiency and toxicity–are similar in animals and man. Can J Vet Res. 1986;50:297–306. [PMC free article] [PubMed] [Google Scholar]
- 29.Zeng H. Selenite and Selenomethionine Promote HL-60 Cell Cycle Progression. J Nutr. 2002;132:674–679. doi: 10.1093/jn/132.4.674. [DOI] [PubMed] [Google Scholar]
- 30.Lemy AD. Aquatic selenium pollution is a global environmental safety issue. Ecotoxicol Environ Saf Environ Res. 2004;59:44–56. doi: 10.1016/S0147-6513(03)00095-2. [DOI] [PubMed] [Google Scholar]
- 31.Arthur J, Beckett G. Newer aspects of micronutrients in at risk groups New metabolic roles for selenium. Proc Nutr Soc. 1994;53 doi: 10.1079/pns19940070. [DOI] [PubMed] [Google Scholar]
- 32.Grazul-Bilska AT, et al. Cellular proliferation and vascularization in ovine fetal ovaries: Effects of undernutrition and selenium in maternal diet. Reproduction. 2009:1741–7899. doi: 10.1530/REP-08-0375. [DOI] [PubMed] [Google Scholar]
- 33.Kaushal N, Bansal M. Diminished Reproductive potential of male mice in response to selenium-induced oxidative stress. J Biochem Mol Toxicol. 2009;23:125–136. doi: 10.1002/jbt.20276. [DOI] [PubMed] [Google Scholar]
- 34.Moslemi MK, Tavanbakhsh S. Selenium-vitamin E supplementation in infertile men: Effects on semen parameters and pregnancy rate. Int J Gen Med. 2011;4:99–104. doi: 10.2147/IJGM.S16275. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Papp LV, et al. From Selenium to Selenoproteins: Synthesis, Identity, and Their Role in Human Health. Antioxidants Redox Signal. 2007;9 doi: 10.1089/ars.2007.1528. [DOI] [PubMed] [Google Scholar]
- 36.Schrauzer G. Recent Advances in Nutritional Sciences. J Nutr. 2000:1081–1084. [Google Scholar]
- 37.Wallschläger D, Feldmann J. Formation, occurrence, significance, and analysis of organoselenium and organotellurium compounds in the environment. Organometallics in Environment and Toxicology: Metal ions in life sciences. 2010;7:319–364. doi: 10.1039/BK9781847551771-00319. [DOI] [PubMed] [Google Scholar]
- 38.Thomas JK, Janz DM. Embryo Microinjection of Selenomethionine Reduces Hatchability and Modifies Oxidant Responsive Gene Expression in Zebrafish. Sci Rep. 2016;6:26520. doi: 10.1038/srep26520. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Gan F, et al. Effects of Selenium-Enriched Probiotics on Heat Shock Protein mRNA Levels in Piglet under Heat Stress Conditions. J Agric food Chem. 2013;61:2385–2391. doi: 10.1021/jf300249j. [DOI] [PubMed] [Google Scholar]
- 40.Silvestre F, Linares-Casenave J, Doroshov SI, Kültz D. A proteomic analysis of green and white sturgeon larvae exposed to heat stress and selenium. Sci Total Environ. 2010;408:3176–3188. doi: 10.1016/j.scitotenv.2010.04.005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Laaidi K, et al. The Impact of Heat Islands on Mortality in Paris during the August 2003 Heatwave. Environ Health Perspect. 2011;120:254–259. doi: 10.1289/ehp.1103532. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Snieszko SF. The effects of environmental stress on outbreaks of infectious diseases of fishes. J Fish Biol. 1974;6:197–208. [Google Scholar]
- 43.Knowlton K, et al. The 2006 California heat wave: Impacts on hospitalizations and emergency department visits. Environ Health Perspect. 2009;117:61–67. doi: 10.1289/ehp.11594. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Bogin E, Cheng Peh H, Avidar Y, Israeli A, Kahaner A. The Effects of Long Term High Environmental Temperature on Cellular Enzyme Activities from Different Organs 1) Eur J Clin Chem Clin Biochem. 1996;34:625–629. doi: 10.1515/cclm.1996.34.8.625. [DOI] [PubMed] [Google Scholar]
- 45.Haap T, Schwarz S, Köhler HR. Metallothionein and Hsp70 trade-off against one another in Daphnia magna cross-tolerance to cadmium and heat stress. Aquat Toxicol. 2016 doi: 10.1016/j.aquatox.2015.11.008. [DOI] [PubMed] [Google Scholar]
- 46.Adam B, Zofia S, Tadeusz S. Protective effects of ectoine on heat-stressed Daphnia magna. J Comp Physiol B Biochem Syst Environ Physiol. 2014 doi: 10.1007/s00360-014-0860-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Kilham SS, Kreeger DA, Lynn SG, Goulden CE, Herrera L. COMBO: A defined freshwater culture medium for algae and zooplankton. Hydrobiologia. 1998 doi: 10.1023/A:1003231628456. [DOI] [Google Scholar]
- 48.Ingersoll C, Dwyer F, May T. Toxicity of inorganic and organic selenium to Daphnia magna (cladocera) and Chironomus riparius (diptera) Environ Toxicol Chem. 1990;9:1171–1181. [Google Scholar]
- 49.Vorhees CV. Maternal age as a factor in determining the reproductive and behavioral outcome of rats prenatally exposed to ethanol. Neurotoxicol Teratol. 1988;10:23–34. doi: 10.1016/0892-0362(88)90063-3. [DOI] [PubMed] [Google Scholar]
- 50.Martínez-Jerónimo F, Martínez-Jerónimo L, Espinosa-Chávez F. Effect of culture conditions and mother’s age on the sensitivity of Daphnia magna Straus 1820 (Cladocera) neonates to hexavalent chromium. Ecotoxicology. 2006;15:259–266. doi: 10.1007/s10646-006-0057-5. [DOI] [PubMed] [Google Scholar]
- 51.Sakwirńska O. Persistent maternal identity effects on life history traits in Daphnia. Oecologia. 2004 doi: 10.1007/s00442-003-1434-x. [DOI] [PubMed] [Google Scholar]
- 52.Faurby S, Kjærsgaard A, Pertoldi C, Loeschcke V. The effect of maternal and grandmaternal age in benign and high temperature environments. Exp Gerontol. 2005;40:988–996. doi: 10.1016/j.exger.2005.08.007. [DOI] [PubMed] [Google Scholar]
- 53.Smits L, Zislhuis G, Jongbloet P, Van Poppel F. Mother’s age and daughter’s fecundity. An epidemiological analysis of late 19th to early 20th century family reconstitutions. Int J Epidemiol. 2002;31:349–358. [PubMed] [Google Scholar]
- 54.Keating KI, Caballero Dagbusan B. Effect of selenium deficiency on cuticle integrity in the Cladocera (Crustacea) Proc Natl Acad Sci USA. 1984;81:3433–3437. doi: 10.1073/pnas.81.11.3433. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Magner DB, Antebi A. Caenorhabditis elegans nuclear receptors: insights into life traits. Trends in Endocrinology and Metabolism. 2008;19:153–160. doi: 10.1016/j.tem.2008.02.005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Lafont R, Mathieu M. Steroids in aquatic invertebrates. Ecotoxicology. 2007;16:109–130. doi: 10.1007/s10646-006-0113-1. [DOI] [PubMed] [Google Scholar]
- 57.Besser JM, Canfield TJ, La Point TW. Bioaccumulation of organic and inorganic selenium in a laboratory food chain. Environ Toxicol Chem. 1993;12:57–72. [Google Scholar]
