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CO2 induced seawater acidification impacts survival and development of European eel embryos

  • Daniela E. Sganga ,

    Roles Data curation, Formal analysis, Investigation, Visualization, Writing – original draft, Writing – review & editing

    delsg@aqua.dtu.dk

    Affiliation National Institute of Aquatic Resources, Technical University of Denmark, Kgs. Lyngby, Denmark

  • Flemming T. Dahlke,

    Roles Conceptualization, Methodology, Resources, Writing – review & editing

    Affiliation Thünen Institute of Fisheries Ecology, Bremerhaven, Germany

  • Sune R. Sørensen,

    Roles Methodology, Resources, Visualization, Writing – review & editing

    Affiliations National Institute of Aquatic Resources, Technical University of Denmark, Kgs. Lyngby, Denmark, Billund Aquaculture, Billund, Denmark

  • Ian A. E. Butts,

    Roles Formal analysis, Writing – review & editing

    Affiliation School of Fisheries, Aquaculture and Aquatic Sciences, Auburn University, Auburn, Alabama, United States of America

  • Jonna Tomkiewicz,

    Roles Project administration, Resources, Writing – review & editing

    Affiliation National Institute of Aquatic Resources, Technical University of Denmark, Kgs. Lyngby, Denmark

  • David Mazurais,

    Roles Methodology, Writing – review & editing

    Affiliation CNRS, IRD, LEMAR, Ifremer, Université de Brest, Plouzané, France

  • Arianna Servili,

    Roles Methodology, Writing – review & editing

    Affiliation CNRS, IRD, LEMAR, Ifremer, Université de Brest, Plouzané, France

  • Francesca Bertolini,

    Roles Methodology, Writing – review & editing

    Affiliation National Institute of Aquatic Resources, Technical University of Denmark, Kgs. Lyngby, Denmark

  • Sebastian N. Politis

    Roles Conceptualization, Investigation, Methodology, Project administration, Writing – review & editing

    Affiliation National Institute of Aquatic Resources, Technical University of Denmark, Kgs. Lyngby, Denmark

Abstract

Fish embryos may be vulnerable to seawater acidification resulting from anthropogenic carbon dioxide (CO2) emissions or from excessive biological CO2 production in aquaculture systems. This study investigated CO2 effects on embryos of the European eel (Anguilla anguilla), a catadromous fish that is considered at risk from climate change and that is targeted for hatchery production to sustain aquaculture of the species. Eel embryos were reared in three independent recirculation systems with different pH/CO2 levels representing “control” (pH 8.1, 300 μatm CO2), end-of-century climate change (“intermediate”, pH 7.6, 900 μatm CO2) and “extreme” aquaculture conditions (pH 7.1, 3000 μatm CO2). Sensitivity analyses were conducted at 4, 24, and 48 hours post-fertilization (hpf) by focusing on development, survival, and expression of genes related to acute stress response (crhr1, crfr2), stress/repair response (hsp70, hsp90), water and solute transport (aqp1, aqp3), acid-base regulation (nkcc1a, ncc, car15), and inhibitory neurotransmission (GABAAα6b, Gabra1). Results revealed that embryos developing at intermediate pH showed similar survival rates to the control, but egg swelling was impaired, resulting in a reduction in egg size with decreasing pH. Embryos exposed to extreme pH had 0.6-fold decrease in survival at 24 hpf and a 0.3-fold change at 48 compared to the control. These observed effects of acidification were not reflected by changes in expression of any of the here studied genes. On the contrary, differential expression was observed along embryonic development independent of treatment, indicating that the underlying regulating systems are under development and that embryos are limited in their ability to regulate molecular responses to acidification. In conclusion, exposure to predicted end-of-century ocean pCO2 conditions may affect normal development of this species in nature during sensitive early life history stages with limited physiological response capacities, while extreme acidification will negatively influence embryonic survival and development under hatchery conditions.

1. Introduction

Ocean acidification (OA) results from the uptake of increasing anthropogenic levels of carbon dioxide (CO2), which dissolves in water causing a decline in pH [1]. Seawater pCO2 in the ocean increases along with atmospheric CO2 levels [2]. Studies have estimated that up to 25% of CO2 emissions, derived from human activities, has been taken up by the ocean causing a decline in global mean surface pH of approximately 0.1 units relative to preindustrial values [3]. Exposure to predicted end-of-century conditions (~1,000 μatm) could impact aquatic organisms [4], where growing experimental evidence is suggesting that OA can negatively affect fish early life development, growth [5, 6], reproduction [7], and behaviour [8, 9].

Adult fish usually have relatively efficient mechanisms for acid-base regulation [10]. Disturbance of acid-base balance due to increased seawater CO2 concentrations is compensated by excretion of protons (H+) via the gills and accumulation of bicarbonate ions (HCO3-) in body fluids. These processes involve various ion transport proteins, such as Na+K+2Cl (nkcc), and Na+Cl (ncc) cotransporters [10, 11]. In addition, CO2 diffusion is mediated by members of the aquaporin gene family [12]. At pH levels consistent with OA, the alterations in HCO3 and Cl gradients can also affect the function of the gamma-aminobutyric acid A receptor (GABAA), the main neurotransmitter receptor in the brain, leading to behavioural alterations [13]. In particular, upregulation of the GABAA receptor α subunits has been observed after exposure to high CO2 [14, 15]. At the same time, high O2 consumption, resulting from increased ion exchange across the gill surface and associated ATP demand, can lead to the formation of reactive oxygen species (ROS). This triggers a cellular stress/repair response, in which the expression of molecular chaperones, such as heat shock proteins (hsp) are upregulated [16].

Fish embryos and larvae are usually more sensitive to pH changes than adults, as organs (e.g., gills) for pH regulation are not fully developed [11, 17, 18]. Homeostatic capacities may increase with the development of specialized cells and tissues after gastrulation [18]. It is also expected that after this critical period, embryos are increasingly able to respond to acid-base balance challenges through changes in the expression of genes encoding relevant proteins (i.e., developmental plasticity) [18, 19]. However, elevated metabolic costs associated with ion transport mechanisms can lead to reduced growth and other downstream consequences, including neurophysiological impairments [11]. As such, concerns arise regarding the potential effects of OA on early life stages of fish species spawning in the ocean, such as the European eel, Anguilla anguilla.

The European eel life cycle involves continental juvenile stages followed by oceanic reproductive and larval stages. Spawning takes place in the Sargasso Sea and leptocephalus larvae are transported to the north-eastern Atlantic coasts where they metamorphose to glass eels [20, 21]. Currently, the European eel stock is listed as “critically endangered” on the IUCN Red List [22] and considered outside of safe biological limits, mainly due to anthropogenic stressors and ongoing climate change [2327]. Eels are also high-value species in aquaculture, where they are farmed in resource-efficient recirculating aquaculture systems (RAS) [28]. However, production is still based on a supply of juveniles (glass eels) caught in nature. Thus, dedicated efforts are made towards closing the European eel life cycle in captivity [29, 30]. This includes identification of optimal environmental conditions for embryonic and larval rearing, such as light [31, 32], salinity [3335], and temperature [3638], as knowledge about their natural reproduction, spawning habitats, and offspring ecophysiology is scarce.

The effects of pH fluctuations on European eel are largely unknown. Yellow eels can tolerate elevated CO2 levels in the blood (hypercapnia) during short-term exposure to acidification, showing no effect on aerobic metabolism and plasma levels of catecholamine and cortisol, which typically increase in response to environmental stress [39, 40]. Likewise, glass eels’ survival rates were not affected by long-term exposure to a pH of 7.6 [41], although a decrease in heat shock response and in the antioxidant enzymatic machinery was observed [42]. The effect of decreased pH on eel early life stages has not been investigated. In this regard, evaluating the sensitivity of eel offspring to fluctuations in pCO2/pH, and identifying the developmental timing and functionality of related regulation pathways may help predicting the effects of ocean acidification on reproductive success and recruitment. Concurrently, such information can be included in the optimization of water quality (CO2/pH) management in eel hatcheries that use RAS technology. In RAS, high CO2/low pH conditions can result from microbial activity in biofilters, with extreme values of up to pH 5 observed under intensive rearing conditions [28].

This study experimentally assessed the sensitivity of hatchery produced European eel offspring to CO2-induced water acidification (pHNBS 7.1, 7.6, and 8.1) at 4, 24, and 48 hours post-fertilization (hpf) by focusing on development and survival of eel embryos. Furthermore, embryonic changes in expression of genes involved in acute stress responses (crhr1, crfr2), stress/repair responses (hsp70, hsp90), water and solute transport (aqp1, aqp3), acid-base regulation (nkcc1a, ncc, car15), and inhibitory neurotransmission (GABAAα6b, Gabra1) were explored. We hypothesized that exposure to acidified seawater can result in an upregulation of these genes as part of a compensatory mechanism, restoring acid-base balance. At the same time, we hypothesized that eel embryos can be sensitive to acidification, which would be reflected in an increased mortality at low water pH.

2. Materials and methods

2.1. Ethics statement

As exclusively embryonic stages of European eel were used, no licence is required according to Danish and European Union regulations.

2.2. Experimental design

The experiment was repeated three times with fertilized eggs from different parental crosses (n = 3) and these crosses were treated as biological replicates for all statistical analyses. The embryos of each cross were incubated at optimum temperature (18°C, [37]), salinity (36, [35]), and three pCO2/pH conditions: (1) control-pH with pH 8.1 and 300 μatm CO2, (2) intermediate-pH with pH 7.6 and 900 μatm, and (3) extreme-pH with pH 7.1 and 3000 μatm (Table 1). The control and intermediate pH treatments correspond respectively to current surface pCO2/pH conditions in the putative eel spawning area in the Sargasso Sea [43] and the extent of global ocean acidification projected by 2100 under a high emission scenario [44]. The extreme-pH treatment was selected to reflect conditions that may occur in RAS systems due to high bacterial activity from nitrifying and heterotrophic bacteria in biofilters and bacteria in hatchery water or from fish metabolism when reared at high densities, i.e., CO2 production [45]. Treatment effects on eel development were assessed based on embryonic survival at 4, 24, and 48 hpf, and embryonic morphometrics at 4 (i.e., irregular cleavages) and 24 hpf (i.e., chorion diameter, perivitelline space area). In addition, gene expression was assessed on embryos sampled at 24 and 48 hpf (detailed below).

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Table 1. European eel, Anguilla anguilla embryos were reared in a series of closed recirculation aquaculture systems, each with a different pCO2/pH treatment.

https://doi.org/10.1371/journal.pone.0267228.t001

2.3. Fertilization

Fertilised eggs of European eel were obtained from the prototype hatchery, EEL-HATCH, managed by the Technical University of Denmark. Gametes originated from wild-caught female broodstock and farmed-raised male broodstock reared at 20°C, applying assisted reproduction protocols for the induction of gametogenesis and final maturation [4648]. Eggs from each female were fertilized separately by different sperm pools of several males [49] to create 3 parental crosses, using standardised fertilisation procedures [35, 50]. Fertilized eggs were then incubated at a salinity of 36, 18°C, and pH 8.1 for 2 h. Egg density was determined by counting 3 × 0.1 mL subsamples of the floating layer. Only floating viable embryos were used for experimentation.

2.4. Embryo incubation

Environmental pCO2/pH conditions were controlled in three custom designed RAS units (Fig 1), each containing 500 L of filtered and UV-sterilized natural North Sea seawater with adjusted salinity (36; Aquaforest Reef Salt, Brzesko, Poland). Each RAS system consisted of a filtration sump (biofilter, protein skimmer and UV sterilizer, 250 L volume) and a header tank (250 L volume) supplying four upwelling incubators (2 L volume each). Three of the four incubators were stocked with ~150 fertilized eggs (embryos) per 100 mL volume and the water exchange rate was set to ~0.3 L per min. The desired pCO2/pH conditions within the RAS units were controlled using a multi-channel feedback system (IKS Aquastar, IKS Computer Systems, Karlsbad, Germany), which continuously measured the seawater pH of the header tank and infused pure CO2 gas into the water to maintain the target pH value (intermediate-pH or extreme-pH). To ensure rapid CO2 dissolution and minimize pCO2/pH fluctuations within the incubators, the water in the header tanks was mixed by injection of compressed air. No CO2 was added to the RAS unit used as the control (pH 8.1). Seawater pH and temperature in the header tanks was recorded automatically every 30 min by the IKS system. In addition, manual (daily) measurements of seawater pH (HQ11D Portable pH Meter, Hach, USA) were taken. The electrodes were calibrated weekly to NBS buffers 4.0, 7.0, and 10.0. Water samples were taken at the beginning and end of the experimental period from the blank incubators, for determining total alkalinity (TA) by acid titration [51]. The measured pHNBS was used to calculate pHT based on conversion constants using the AquaEnv package [52] for R [53], as no Tris buffer reference material was available for empirical conversion of pHNBS/pHT [54]. It is therefore likely that the calculated pHT values are about 0.1 units higher and the estimated pCO2 values correspondingly 10–20% lower than the true values. Other parameters of the carbonate system were calculated from pHT, TA, salinity, and temperature using the package seacarb [55] for R. All water quality parameters are summarized in Table 1.

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Fig 1. European eel, Anguilla anguilla embryos from each treatment were reared in upwelling, 2 L incubators (n = 3) connected to a recirculating aquaculture system (RAS).

Each RAS unit consisted of a sump reservoir (bio-filter, protein skimmer and UV sterilizer, 250 L volume) followed by a similar sized header tank, which supplied 4 incubators (3 containing ~150 embryos per 100 mL and a “blank” incubator for water measurements), with a water exchange rate of ~0.3 L per min. A multi-channel feedback system controlled the pCO2/pH conditions within the RAS units by measuring pH in the header tank and infusing pure CO2 gas into the water to maintain the target pH value at the high and extreme-pCO2 treatments. (1) rearing incubator, (2) rearing incubator replicates, (3) protein skimmer, (4) bio-filter, (5) reservoir, (6) UV-lamp, (7) header tank, (8) air supply, pH regulation (9) CO2 supply, pH regulation.

https://doi.org/10.1371/journal.pone.0267228.g001

2.5. Data collection

2.5.1. Embryonic survival and morphological measurements.

Dead embryos were removed from the bottom of the incubator and counted at 4, 24, and 48 hpf for assessment of embryonic survival. Embryos (n = ~20) from the floating layer from each replicate were randomly sampled at 4 hpf (Fig 2A) and imaged using a digital camera (Digital Sight DS-Fi1, Nikon Corporation, Japan) attached to an objective microscope (Eclipse 55i, Nikon Corporation, Japan) and categorized according to irregular cell cleavage patterns following [35]. Subsequent samples were taken at 24 hpf (Fig 2B) and digitally imaged for measuring chorion diameter and perivitelline space area. NIS-Elements D analysis software (version 3.2) was used to analyse the images (Nikon Corporation, Japan).

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Fig 2.

Developing European eel, Anguilla anguilla embryos at (A) 4, (B) 24, and (C) 48 hours post-fertilization, incubated at 18°C under “control” hatchery conditions.

https://doi.org/10.1371/journal.pone.0267228.g002

2.5.2. Gene expression.

For molecular analysis, a pool of ~20 embryos from each replicate were randomly sampled at 24 and 48 hpf (Fig 2B and 2C), preserved in RNAlater® storage reagent, and kept at -20°C following the procedure suggested by the supplier (Sigma-Aldrich, Germany). Embryos from each replicate were homogenized and RNA was then extracted using the NucleoSpin® RNA Kit (Macherey-Nagel, Germany) following the manufacturer’s instructions. RNA integrity was assessed by agarose gel-electrophoresis. RNA concentration and purity were determined by spectrophotometry using Nanodrop™ One (Thermo Scientific) and normalized to a common concentration of 94 ng/μL with HPLC water. From the resulting total RNA, 850 ng were transcribed using the qScriptTM cDNA Synthesis Kit (Quantabio, Germany) according to the manufacturer’s instructions, including an additional gDNA wipe out step prior to transcription [PerfeCTa DNase I Kit (Quantabio, Germany)].

Quantitative real-time PCR (qRT-PCR) was used to determine the expression levels of five reference and 11 target genes (Table 2). The ef1α, rps18, cox-1, atp6, and slc9a3.1 genes were chosen as housekeeping genes after calculating the geNorm stability (M-value) using the qBase+ software [56]. The analysis revealed that mRNA levels of these genes were stable throughout the analysed samples (gNorm-V < 0.15). We targeted genes related to molecular mechanisms involved in the response to acidification in fish early life stages: heat shock protein 70 (hsp70) and heat shock protein 90 (hsp90), involved in physiological stress/repair response [16, 57, 58]; aquaporin 1 and aquaporin 3 (aqp1, aqp3), which are water and solute transporters [59]; corticotropin-releasing factor receptor 1 and 2 (crhr1, crfr2), that mediate responses to acute stress [60]; Na+K+2Cl- cotransporter 1α (nkcc1a), Na+Cl- Cotransporter b (ncc), and carbonic anhydrase 15 (car15), involved in acid-base regulation [61, 62]; and gamma-aminobutyric acid A receptor subunit α 6b and α 1 (GABAAα6b, Gabra1), related to inhibitory neurotransmission [13]. Primers were designed using primer 3 software version 0.4.0 (http://frodo.wi.mit.edu/primer3/) based on cDNA sequences available in NCBI (https://www.ncbi.nlm.nih.gov/), preferring, when possible, the sequences associated with the latest release of the European eel reference genome (GCF_013347855.1). All primers were designed for an amplification size ranging from 75 to 200 nucleotides and optimal Tm of ~60°C and secondary structures ~0 (within and between each primer pairs).

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Table 2. Sequences of European eel, Anguilla anguilla primers used for amplification of genes by qRT-PCR.

https://doi.org/10.1371/journal.pone.0267228.t002

Expression of genes in each replicate for the samples taken at 24 and 48 hpf were analysed in three technical replicates of each gene using the qPCR BiomarkTM HD technology (Fluidigm) based on 48.48 dynamic arrays (GE chips). In brief, a pre-amplification step was performed with a 500 nM primer pool of all primers in TaqMan-PreAmp Master Mix (Applied Biosystems) and 1.3 μL cDNA per sample for 10 min at 95°C and then 14 cycles of 15 s at 95°C and 4 min at 60°C. Obtained PCR products were diluted 1:10 with low EDTA-TE buffer. The pre-amplified product was loaded onto the chip with Ssofast-EvaGreen Supermix low Rox (Bio Rad) and DNA-Binding Dye Sample Loading Reagent (Fluidigm). Primers were loaded onto the chip at a concentration of 50 μM. The chip was run according to the Fluidigm 48.48 PCR protocol with a Tm of 60°C. The relative quantity of target gene transcripts was normalized and measured using the 2-ΔΔCt method [63]. Coefficient of variation (CV) of technical replicates was calculated and checked to be <0.04.

2.6. Statistical analyses

All data were analysed using SAS statistical software (version 9.1; SAS Institute Inc., Cary, North Carolina). Residuals were tested for normality using the Shapiro-Wilk test and homogeneity of variances was tested using a plot of residuals vs. fit values (PROC GLOT, SAS Institute 2003). Tukey’s post-hoc analyses were used to compare least-squares means between treatments.

The effect of pCO2/pH on the percentage of irregular cleavages at 4 hpf as well as egg chorion diameter and perivitelline space area at 24 hpf were determined using a series of one-way ANOVA models, where parental cross was considered a random factor (SAS PROC MIXED; SAS Institute 2003). Furthermore, mixed-model ANOVAs were used to investigate pCO2/pH effects on survival and gene expression throughout embryonic development. Models contained the pCO2/pH and age (hpf) main effects as well as the pCO2/pH treatment × age interaction. Akaike’s (AIC) information criterion was used to assess which covariance structure (compound symmetry, autoregressive order, or unstructured) was most appropriate [64]. pCO2/pH treatment and age were considered fixed, whereas parental cross was considered random. If a significant pCO2/pH × age interaction was detected, the model was decomposed into a series of reduced ANOVA models to determine the effect of pCO2/pH for each age. This was only the case for survival.

3. Results

3.1. Embryonic survival and morphological traits

There was a significant pCO2/pH × age interaction for embryonic survival (p = 0.0098). All three pCO2/pH treatments were similar at 4 hpf (p = 0.618). By 24 hpf, embryonic survival had a 0.6-fold decline under extreme acidification compared to the experimental control (p = 0.034). A similar response to pCO2/pH was again observed at 48 hpf (p < 0.0001), with a 0.3-fold decline compared to the control (Fig 3A).

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Fig 3.

Effect of pCO2/pH on European eel, Anguilla anguilla (A) survival throughout embryonic development, (B) percentage of irregular cleavages at 4 hours post-fertilization (hpf), (C) chorion diameter at 24 hpf, and (D) area of the perivitelline space at 24 hpf. Values represent means (± SD) among 3 parental replicate crosses. Different letters represent significant differences (p < 0.05) among pCO2/pH treatments at each developmental stage.

https://doi.org/10.1371/journal.pone.0267228.g003

The percentage of irregular cleavages (evaluated at 4 hpf) was similar for all pCO2/pH treatments (p = 0.739), with mean values ranging from 24.62 (intermediate-pH) to 27.99% (control-pH) (Fig 3B). Embryonic morphology at 24 hpf was negatively affected by decreasing pH. Specifically, egg diameter (p < 0.0001) and the size of the perivitelline space (p < 0.0001) were statistically impacted by pCO2/pH (Fig 3C and 3D), where both traits declined in size with decreasing pH of the rearing water.

3.2. Gene expression

3.2.1. Stress/repair.

Expression levels of hsp90 were similar across the pCO2/pH treatments and developmental times, whereas hsp70 expression increased from 24 to 48 hpf (p < 0.0001) (Fig 4A).

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Fig 4.

mRNA transcript abundance in European eel, Anguilla anguilla embryos at 24 and 48 hours post-fertilization for (A) stress/repair responses (hsp70 and hsp90), (B) water and solute transport (aqp1 and aqp3), (C) acute stress responses (crhr1 and crfr2), (D) acid-base regulation (car15, ncc, and nkcc1a), and (E) inhibitory neurotransmission (GABAAα6b and Gabra1). Values represent means (± SD) among three parental replicated crosses and three pCO2/pH treatments at each developmental stage. Different letters represent significant differences (p < 0.05).

https://doi.org/10.1371/journal.pone.0267228.g004

3.2.2. Water and solute transport.

Expression levels of aqp3 significantly increased from 24 to 48 hpf (p < 0.0001), although these levels were not affected by the pCO2/pH treatments. On the other hand, aqp1 expression was similar across the pCO2/pH treatments and developmental times (Fig 4B).

3.2.3. Stress.

No significant differences were detected for crhr1 and crfr2 among the pCO2/pH treatments. However, these genes showed differences in expression patterns during development, where crhr1 showed a decrease in expression from 24 to 48 hpf (p = 0.008), while crfr2 expression significantly increased from 24 to 48 hpf (p = 0.0005) (Fig 4C).

3.2.4. Acid-base regulation.

Expression levels of car 15 and nkcc1a were similar across treatments and developmental times, while ncc expression increased with developmental time, irrespectively of the pCO2/pH treatment (p < 0.0001) (Fig 4D).

3.2.5. Inhibitory neurotransmission.

For all pCO2/pH treatments, GABAAα6b and Gabra1 expression decreased over time (p = 0.003; p = 0.003), although it was not significantly affected by changes in pCO2/pH (Fig 4E).

4. Discussion

Exposure to extreme acidification during European eel embryonic development had a negative impact on survival, while embryos developing at intermediate acidification showed similar survival rates to the control. Even though studies are still limited to a low number of taxa, embryonic sensitivity to acidification appears to be highly variable across fish species. For example, in the two-spotted goby, Gobiusculus flavescens, exposure to pH 7.6 and 1400 μatm resulted in a two-fold increase in embryonic mortality compared to current day values [65]. However, many species, such as the marine medaka, Oryzias melastigma [66, 67] and the Atlantic herring, Clupea harengus [68], are able to tolerate pCO2 levels ranging from 1000 to 4000 μatm (~pH 7.7–7.0) in terms of embryonic survival. Differences in life-history traits may contribute to the observed differential tolerance to acidification across fish species, as inter alia, the duration of the incubation period defines the time of exposure to low pH during these early vulnerable stages [69]. It has also been proposed that species that reproduce in relatively stable pCO2 conditions, such as in open ocean environments, would be most sensitive to high CO2 conditions [70, 71]. On the contrary, those species spawning and developing in coastal areas, where they encounter diel and seasonal fluctuations, ranging 200–5000 μatm, would experience a strong selection for CO2 tolerant phenotypes and therefore, show a decreased sensitivity towards acidification [70, 72]. Eel embryos, in particular, develop in a relatively stable open-ocean habitat, experiencing a seasonal variability of 80–100 μatm pCO2 in the Sargasso Sea [73]. The high embryonic mortality observed in the extreme pH treatment, is thus in agreement with the predictions made under the Ocean Variability Hypothesis [70].

Ocean acidification takes place together with global warming, pollution, and other factors that can potentially affect fish physiology. As such, sensitivity to CO2 is expected to increase when individuals are exposed to adverse drivers simultaneously [74]. In the current study, intermediate acidification alone, affected embryonic morphology (decreased chorion diameter and perivitelline space), but did not have a detrimental effect on embryonic survival in European eel. However, as it was reported for other fish species, when combined with other stressors, such as temperature [5, 18, 75] or hypoxia [76, 77], it could synergistically lead to an increased mortality. Such scenarios should also be considered in relation to European eel culture. Here, decreasing dissolved oxygen levels and pH during offspring culture can occur as a result of high stocking densities [78] or microbial activity [79].

At decreasing pH levels, egg swelling was impaired resulting in a reduction in egg size. Under normal conditions, this process starts with water and ion influx through the chorion from the surrounding media into the perivitelline space, following cortical alveolar exocytosis, which forms colloidal pressure, resulting in egg swelling [80]. As high concentrations of monovalent hydrogen ions have an inhibitory effect on colloidal processes, the exposure of embryos to low pH water during perivitelline space formation leads to a reduction in water uptake [81]. This consequently results in decreased egg size, as was observed for several species [82, 83]. Although egg swelling is mainly expected to occur during a short period of 0–3½ h after activation [49], alterations in water pH impedes embryonic development and may have detrimental effects [84]. In European eel embryos, water uptake continues until the 16-cell stage, when the perivitelline space reaches its maximum size [35]. In the present study, fertilized eggs were transferred to the experimental conditions after being incubated for 2 hpf at “control” conditions. Even at that stage, when they had completed the first cell cleavage and egg swelling was clearly observed, the change from control conditions to decreasing pH levels led to a reduction in perivitelline space size. Such a decrease, even though not leading to direct increased mortality, as was observed for the extreme acidification conditions, could negatively affect the embryos osmoregulatory abilities [85] and potentially lead to abnormalities during later development, which was not evaluated in this study.

Stress factors, such as increases in temperature or changes in salinity, are expected to lead to upregulation of hsp expression [58]. These are molecular chaperones responsible for folding and importing proteins into cellular compartments, preventing protein aggregation, refolding misfolded protein, and degrading unstable proteins [57]. In particular, heat shock response to elevated pCO2 in juvenile stages or adults appears to be restricted to specific tissues, directly exposed to it, such as the gills [16], or have an antagonistic effect with other stressors [42, 86]. However, it is still unclear how acidification affects hsp regulation during embryonic development. In the present study, hsp70 and hsp90 expression in European eel embryos was unaffected by changes in pCO2, even though these genes have been shown to be sensitive in response to other biophysical parameters such as salinity and temperature during early larval stages [33, 37]. One possible explanation would be in relation to the developmental stage at which hsp expression was assessed. In zebrafish, the hsp mechanism has constitutively expressed genes that are induced during environmental stress, providing protection to the embryo. Their regulation is stress specific and varies during development, where early embryonic stages are considered most susceptible [87]. In fact, previous studies in European eel have shown that the expression of hsp90 peaks at 32 hpf and declines towards hatch, whereas hsp70 expression starts to gradually increase from 32 hpf onwards [46]. In the present study, we observed a high mortality from 4 to 24 hpf, when hsp expression was low, and therefore, a low resistance to stressors like acidification could be expected. Moreover, hsp expression was evaluated at a late stage of gastrulation and during early segmentation, targeting embryos that possibly exhibited a higher heat shock response at earlier stages (i.e. before the first sampling point), which compensated potential physiological trauma and therefore were able to tolerate and survive high pCO2 conditions.

Aquaporins are a family of intrinsic membrane proteins that facilitate water transport across biological membranes [88, 89]. It includes water-selective aquaporins (such as aqp1), but also aquaglyceroporin (such as aqp3), which are additionally permeable to glycerol and urea [88, 90]. Furthermore, aqp1 is thought to be involved in angiogenesis and somitogenesis [91] and possibly functions as a gas channel, transporting both, CO2 and NH3 [12, 92]. In zebrafish and killifish, Fundulus heteroclitus, maternally derived aqp1 transcripts are detected during early embryonic development and during somitogenesis, whereas aqp3 transcription increases during mid-blastula transition and gastrulation [91, 93]. Expression of aqp1 decreases after hatch in European eel [33, 34] suggesting that it could also be maternally inherited in this species. On the other hand, aqp3 expression remains constant from hatch until first feeding [33, 34] and is strongly inhibited by reductions in extracellular pH as was observed by heterologous expression in Xenopus oocytes [94]. Thus, the results from the present study show that irrespective of pCO2 conditions, aqp1 expression remained constant for both embryonic stages, whereas aqp3 expression increased during gastrulation, from 24 to 48 hpf. An inverse pattern was observed for killifish, where aqp3 expression was first detected during the gastrula stage, peaking throughout epiboly and declining at the end of gastrulation, suggesting a possible role in water or solute transport during epiboly of the enveloping layer [91]. In this regard, besides its importance for normal physiological function in European eel early larval stages, aqp3 might also play a role during early organogenesis and somite development.

The corticotropin-releasing factor is a neuropeptide that plays a major role in the response to stress [95, 96]. It stimulates the release of corticotropin from the pituitary, which in turn stimulates the production and release of cortisol by the kidney interrenal cells [97, 98]. There are two corticotropin-releasing factor receptors, crhr1 and crfr2, that exhibit different expression patterns among tissues and along development [96, 97]. Maternally derived crfr transcripts are detected in zebrafish embryos, while endogenous transcription starts during early development, although it subsequently declines to undetectable levels [97]. This could explain why zebrafish, as well as several other fish species, do not start to synthesise cortisol until after hatching [98, 99]. In the present study, expression of crhr1 in European eel embryos decreased in all treatments from 24 to 48 hpf, whereas crfr2 showed an opposite trend. This is similar to what was observed for zebrafish embryos, where crhr1 expression started to decline during mid-gastrulation, but crfr2 continued to be detected until advanced stages into segmentation [97]. However, transcription levels of crhr1 and crfr2 were not affected by pCO2 conditions in our study. These results indicate that the hypothalamic-pituitary-interrenal axis might not display a functional response to stress during embryonic development in European eel and/or that the here targeted crfr genes might not be the best biomarkers to study stress activation in eel embryos.

Similarly, acidification is expected to alter the expression of acid-base regulatory genes. The movement of acid-base equivalents is linked with Na+ uptake and involves several ion transporters located in the gill ionocytes, which might take part in restoring acid-base balance during elevated environmental CO2 [11, 100]. We therefore examined the expression of three genes (car15, nkcc1a, and ncc) that are involved in ion uptake and acid-base regulation. From those, nkcc1 is a cotransporter that mediates the entry of Na+, K+ and Cl in fish gills and is located on the basolateral side of the mitochondrion-rich cells [61, 101]. An increase in its expression was observed for European sea bass (Dicentrarchus labrax) juveniles when exposed to acidification in combination with changes in salinity [102]. On the other hand, downregulation of cytoplasmic carbonic anhydrase, which catalyses the hydration of CO2 and provides H+ and HCO3 for exchange with the environment, was observed in response to elevated pCO2 in the gulf toadfish, Opsanus beta [103, 104]. The mRNA of the membrane bound isoform car15 was also downregulated in response to acidification in embryos and larvae of the marine medaka [19]. In the present study, we found that the expression of nkcc1 and car15 in European eel embryos remained constantly low for all pCO2 levels and across developmental stages, probably indicating that the underlying regulating systems were still undeveloped and embryos might have been limited in their ability to regulate a molecular response to acidification. Conversely, ncc expression showed a 50-fold increase from 24 to 48 hpf for all treatments. These Na+Cl- cotransporters are highly expressed in the yolk sac membrane of Mozambique tilapia, Oreochromis mossambicus [105] and in the skin mitochondrion-rich cells of zebrafish embryos [106], which is believed to be the main site for osmoregulation in fish embryos and larvae, as they do not yet have functional gills [107]. In agreement with this, the increase in ncc expression we observed, suggests that ncc may play an important role in osmoregulation already at the maternal-to-zygotic transition, with increasing functionality during embryonic development, towards early larval stages. On the other hand, ncc expression was not affected by reductions in seawater pH, indicating that it might not be involved in the response to acidification at the evaluated developmental stages.

When exposed to elevated pCO2, fish experience changes associated to acid-base compensation that could result in physiological alterations [61]. In particular, HCO3 is accumulated in blood plasma with an associated fall in Cl concentration, which can alter normal ionic flux through gamma-aminobutyric acid type A receptors [108]. Under normal physiological conditions, these ligand-gated chloride ion channels are activated by the neurotransmitter gamma-aminobutyric acid (GABA), leading to hyperpolarization and inhibition of neurons [109]. However, as part of the compensatory mechanism aims to restore acid-base balance, HCO3 and Cl gradients across the membranes are altered leading to a depolarization of the neuron. This reversal of the GABA A receptor has been linked to changes in behaviour and sensory responses in fish [110], while it was observed that the expression of some of the α subunits was upregulated in response to increases in pCO2 [14, 15]. Furthermore, GABA A receptor inhibition and overstimulation of neurons, such as it is expected to occur in relation to acid-base regulation, during embryonic development may cause adverse effects on the developing nervous system. In this regard, exposure of zebrafish embryos to fipronil (an insecticide that inhibits GABA A receptors) and abamectin (also believed to target GABA A receptors), lead to a decrease in spontaneous tail contractions, which is normally the first sign of motor activity [111, 112]. In the present study, we evaluated the expression of two GABA A receptor α subunits, GABAAα6b and Gabra1. Here, changes in their mRNA levels might reflect compensatory mechanisms to acidification [15] that, in turn, could potentially lead to decreased locomotion activity in embryos and other behavioural alterations in later developmental stages. On the other hand, the expression of both genes was unaffected by changes in water pCO2 and it decreased in all treatments from mid-gastrula to early-segmentation stage, which indicates that the mRNA detected could probably be maternally inherited.

Summarizing, this study provides first insights into the morphological and associated molecular changes related to seawater acidification during European eel embryonic development. In regards of ongoing climate change, we conclude that ocean acidification can potentially impair normal development in this species, as we observed that at end-of-century predicted pCO2 levels (intermediate-pH), water uptake and egg swelling was reduced, which translated in eggs with a smaller chorion diameter and perivitelline space. This could have a negative impact on osmoregulation during late embryonic developmental stages, egg buoyancy and potentially on hatching success. In fact, even though only buoyant embryos were sampled (from the floating layer) for all analyses, around 24 hpf and onwards we observed that some embryos started losing buoyancy and were distributed throughout the water column of the incubators in the intermediate and extreme-pH treatments. From an aquaculture perspective, we conclude that pH/CO2 fluctuations can have detrimental effects on offspring production, as increasing acidification caused increased mortality, especially under extreme pH conditions. However, these observed effects of acidification were not reflected by changes in gene expression of the underlying mechanisms investigated in this study, which seem to be under development during early embryonic ontogeny and thus we speculate that they are not yet matured to regulate a molecular response to acidification. Overall, we encourage further studies to address the effects of long-term exposure to acidification, beyond the embryonic stages and also in combination with other stressors that could potentially co-occur in nature, in relation to ocean acidification as well as under hatchery conditions.

Acknowledgments

The project “Improve technology and scale-up production of offspring for European eel aquaculture” (ITS-EEL), funded by the Innovation Fund Denmark (grant no: 7076‐00125B) and ENV-“Fonden” provided the fertilised eggs for this experiment. We would like to thank Julie Josias Nielsen, for assistance during RNA extraction and cDNA synthesis, Dorte Meldrup and Maj-Britt Jacobsen for running the Fluidigm, and Lars-Flemming Pedersen for assistance with the calculation of the carbonate system parameters.

References

  1. 1. Watson SA, Fabricius KE, Munday PL. Quantifying pCO2 in biological ocean acidification experiments: A comparison of four methods. Melzner F, editor. PLoS ONE. 2017;12: e0185469. pmid:28957378
  2. 2. Bates NR. Interannual variability of the oceanic CO2 sink in the subtropical gyre of the North Atlantic Ocean over the last 2 decades. J Geophys Res. 2007;112: C09013.
  3. 3. Pörtner H, Roberts D, Masson-Delmotte V, Zhai P, Tignor M, Poloczanska E, et al. IPCC Special Report on Ocean and Cryosphere in a Changing Climate. Geneva, Switzerland: IPCC Intergovernmental Panel on Climate Change; 2019 p. 142. Report No.: 3.
  4. 4. Cattano C, Claudet J, Domenici P, Milazzo M. Living in a high CO2 world: a global meta-analysis shows multiple trait-mediated fish responses to ocean acidification. Ecol Monogr. 2018;88: 320–335.
  5. 5. Dahlke FT, Leo E, Mark FC, Pörtner H, Bickmeyer U, Frickenhaus S, et al. Effects of ocean acidification increase embryonic sensitivity to thermal extremes in Atlantic cod, Gadus morhua. Glob Change Biol. 2017;23: 1499–1510. pmid:27718513
  6. 6. Ou M, Hamilton TJ, Eom J, Lyall EM, Gallup J, Jiang A, et al. Responses of pink salmon to CO2-induced aquatic acidification. Nature Clim Change. 2015;5: 950–955.
  7. 7. Koenigstein S, Dahlke FT, Stiasny MH, Storch D, Clemmesen C, Pörtner H-O. Forecasting future recruitment success for Atlantic cod in the warming and acidifying Barents Sea. Glob Change Biol. 2018;24: 526–535. pmid:28755499
  8. 8. Lopes AF, Morais P, Pimentel M, Rosa R, Munday PL, Gonçalves EJ, et al. Behavioural lateralization and shoaling cohesion of fish larvae altered under ocean acidification. Mar Biol. 2016;163: 243.
  9. 9. Pimentel MS, Faleiro F, Marques T, Bispo R, Dionísio G, Faria AM, et al. Foraging behaviour, swimming performance and malformations of early stages of commercially important fishes under ocean acidification and warming. Climatic Change. 2016;137: 495–509.
  10. 10. Fabry VJ, Seibel BA, Feely RA, Orr JC. Impacts of ocean acidification on marine fauna and ecosystem processes. ICES Journal of Marine Science. 2008;65: 414–432.
  11. 11. Brauner CJ, Shartau RB, Damsgaard C, Esbaugh AJ, Wilson RW, Grosell M. Acid-base physiology and CO2 homeostasis: Regulation and compensation in response to elevated environmental CO2. Fish Physiology. Elsevier; 2019. pp. 69–132.
  12. 12. Talbot K, Kwong RWM, Gilmour KM, Perry SF. The water channel aquaporin-1a1 facilitates movement of CO2 and ammonia in zebrafish (Danio rerio) larvae. Journal of Experimental Biology. 2015;218: 3931–3940. pmid:26677259
  13. 13. Heuer RM, Hamilton TJ, Nilsson GE. The physiology of behavioral impacts of high CO2. Fish Physiology. Elsevier; 2019. pp. 161–194.
  14. 14. Schunter C, Welch MJ, Nilsson GE, Rummer JL, Munday PL, Ravasi T. An interplay between plasticity and parental phenotype determines impacts of ocean acidification on a reef fish. Nat Ecol Evol. 2018;2: 334–342. pmid:29255298
  15. 15. Lai F, Fagernes CE, Jutfelt F, Nilsson GE. Expression of genes involved in brain GABAergic neurotransmission in three-spined stickleback exposed to near-future CO 2. Conserv Physiol. 2016;4: cow068. pmid:28066553
  16. 16. Tiedke J, Cubuk C, Burmester T. Environmental acidification triggers oxidative stress and enhances globin expression in zebrafish gills. Biochemical and Biophysical Research Communications. 2013;441: 624–629. pmid:24177009
  17. 17. Munday PL, Jones GP, Pratchett MS, Williams AJ. Climate change and the future for coral reef fishes. Fish and Fisheries. 2008;9: 261–285.
  18. 18. Dahlke F, Lucassen M, Bickmeyer U, Wohlrab S, Puvanendran V, Mortensen A, et al. Fish embryo vulnerability to combined acidification and warming coincides with low capacity for homeostatic regulation. Journal of Experimental Biology. 2020; jeb.212589. pmid:32366687
  19. 19. Tseng Y-C, Hu MY, Stumpp M, Lin L-Y, Melzner F, Hwang P-P. CO2-driven seawater acidification differentially affects development and molecular plasticity along life history of fish (Oryzias latipes). Comparative Biochemistry and Physiology Part A: Molecular & Integrative Physiology. 2013;165: 119–130. pmid:23416137
  20. 20. Schmidt J. IV.—The breeding places of the eel. Philosophical Transactions of the Royal Society of London. 1923;211: 179–208.
  21. 21. van Ginneken VJT, Maes GE. The European eel (Anguilla anguilla, Linnaeus), its lifecycle, evolution and reproduction: a literature review. Rev Fish Biol Fisheries. 2005;15: 367–398.
  22. 22. Pike C, Crook V, Gollock M. Anguilla anguilla. The IUCN Red List of Threatened Species 2020: e.T60344A152845178. International Union for Conservation of Nature; 2020.
  23. 23. Knights B. A review of the possible impacts of long-term oceanic and climate changes and fishing mortality on recruitment of anguillid eels of the Northern Hemisphere. Science of The Total Environment. 2003;310: 237–244. pmid:12812748
  24. 24. Friedland KD, Miller MJ, Knights B. Oceanic changes in the Sargasso Sea and declines in recruitment of the European eel. ICES Journal of Marine Science. 2007;64: 519–530.
  25. 25. Bonhommeau S, Chassot E, Rivot E. Fluctuations in European eel (Anguilla anguilla) recruitment resulting from environmental changes in the Sargasso Sea: Fluctuations in glass eel recruitment. Fisheries Oceanography. 2007;17: 32–44.
  26. 26. van den Thillart G, Dufour S, Rankin JC. Spawning Migration of the European Eel. Springer Netherlands; 2009.
  27. 27. Gutiérrez-Estrada JC, Pulido-Calvo I. Is the Atlantic surface temperature a good proxy for forecasting the recruitment of European eel in the Guadalquivir estuary? Progress in Oceanography. 2015;130: 112–124.
  28. 28. Dalsgaard J, Lund I, Thorarinsdottir R, Drengstig A, Arvonen K, Pedersen PB. Farming different species in RAS in Nordic countries: Current status and future perspectives. Aquacultural Engineering. 2013;53: 2–13.
  29. 29. Tomkiewicz J, Politis SN, Sørensen SR, Butts IAE, Kottmann JS. European eel–an integrated approach to establish eel hatchery technology in Denmark. Eels Biology, Monitoring, Management, Culture and Exploitation: Proceedings of the First International Eel Science Symposium. 2019. pp. 340–374.
  30. 30. Mordenti O, Antonio Casalini, Albamaria Parmeggiani, Pietro Emmanuele, Annalisa Zaccaroni. Captive breeding of the European eel: Italian review. Eels Biology, Monitoring, Management, Culture and Exploitation: Proceedings of the First International Eel Science Symposium. 2019.
  31. 31. Politis SN, Butts IAE, Tomkiewicz J. Light impacts embryonic and early larval development of the European eel, Anguilla anguilla. Journal of Experimental Marine Biology and Ecology. 2014;461: 407–415.
  32. 32. Butts IAE, Sørensen SR, Politis SN, Tomkiewicz J. First-feeding by European eel larvae: A step towards closing the life cycle in captivity. Aquaculture. 2016;464: 451–458.
  33. 33. Politis SN, Mazurais D, Servili A, Zambonino-Infante J-L, Miest JJ, Tomkiewicz J, et al. Salinity reduction benefits European eel larvae: Insights at the morphological and molecular level. Chen T-Y, editor. PLoS ONE. 2018;13: e0198294. pmid:29897966
  34. 34. Politis SN, Syropoulou E, Benini E, Bertolini F, Sørensen SR, Miest JJ, et al. Performance thresholds of hatchery produced European eel larvae reared at different salinity regimes. Aquaculture. 2021;539: 736651.
  35. 35. Sørensen SR, Butts IAE, Munk P, Tomkiewicz J. Effects of salinity and sea salt type on egg activation, fertilization, buoyancy and early embryology of European eel, Anguilla anguilla. Zygote. 2016;24: 121–138. pmid:25707438
  36. 36. Miest JJ, Politis SN, Adamek M, Tomkiewicz J, Butts IAE. Molecular ontogeny of larval immunity in European eel at increasing temperatures. Fish & Shellfish Immunology. 2019;87: 105–119. pmid:30590168
  37. 37. Politis SN, Mazurais D, Servili A, Zambonino-Infante J-L, Miest JJ, Sørensen SR, et al. Temperature effects on gene expression and morphological development of European eel, Anguilla anguilla larvae. Durif C, editor. PLoS ONE. 2017;12: e0182726. pmid:28806748
  38. 38. Politis SN, Servili A, Mazurais D, Zambonino-Infante J-L, Miest JJ, Tomkiewicz J, et al. Temperature induced variation in gene expression of thyroid hormone receptors and deiodinases of European eel (Anguilla anguilla) larvae. General and Comparative Endocrinology. 2018;259: 54–65. pmid:29113916
  39. 39. McKenzie DJ, Piccolella M, Valle AZD, Taylor EW, Bolis CL, Steffensen JF. Tolerance of chronic hypercapnia by the European eel Anguilla anguilla. Journal of Experimental Biology. 2003;206: 1717–1726. pmid:12682103
  40. 40. McKenzie DJ, Taylor EW, Dalla Valle AZ, Steffensen JF. Tolerance of acute hypercapnic acidosis by the European eel (Anguilla anguilla). Journal of Comparative Physiology B: Biochemical, Systemic, and Environmental Physiology. 2002;172: 339–346. pmid:12037596
  41. 41. Borges FO, Santos CP, Sampaio E, Figueiredo C, Paula JR, Antunes C, et al. Ocean warming and acidification may challenge the riverward migration of glass eels. Biol Lett. 2019;15: 20180627. pmid:30958222
  42. 42. Lopes AR, Figueiredo C, Sampaio E, Diniz M, Rosa R, Grilo TF. Impaired antioxidant defenses and DNA damage in the European glass eel (Anguilla anguilla) exposed to ocean warming and acidification. Science of The Total Environment. 2021;774: 145499. pmid:33610990
  43. 43. Goodkin NF, Wang B-S, You C-F, Hughen KA, Grumet-Prouty N, Bates NR, et al. Ocean circulation and biogeochemistry moderate interannual and decadal surface water pH changes in the Sargasso Sea: pH Variability in the Sargasso Sea. Geophys Res Lett. 2015;42: 4931–4939.
  44. 44. Kwiatkowski L, Torres O, Bopp L, Aumont O, Chamberlain M, Christian JR, et al. Twenty-first century ocean warming, acidification, deoxygenation, and upper-ocean nutrient and primary production decline from CMIP6 model projections. Biogeosciences. 2020;17: 3439–3470.
  45. 45. Skov PV. CO2 in aquaculture. Fish Physiology. Elsevier; 2019. pp. 287–321.
  46. 46. Kottmann JS, Tveiten H, Miest JJ, Tomkiewicz J. Sex steroid dynamics and mRNA transcript profiles of growth- and development-related genes during embryogenesis following induced follicular maturation in European eel. General and Comparative Endocrinology. 2021;311: 113854. pmid:34265345
  47. 47. Kottmann JS, Jørgensen MGP, Bertolini F, Loh A, Tomkiewicz J. Differential impacts of carp and salmon pituitary extracts on induced oogenesis, egg quality, molecular ontogeny and embryonic developmental competence in European eel. Chen T-Y, editor. PLoS ONE. 2020;15: e0235617. pmid:32634160
  48. 48. Koumpiadis P, Sganga DE, Politis SN, Gallego V, Butts IAE, Asturiano JF, et al. Sperm production and quality in European eel (Anguilla anguilla) in relation to hormonal treatment. Reprod Dom Anim. 2021; rda.14011. pmid:34478180
  49. 49. Sørensen SR, Tomkiewicz J, Munk P, Butts IAE, Nielsen A, Lauesen P, et al. Ontogeny and growth of early life stages of captive-bred European eel. Aquaculture. 2016;456: 50–61.
  50. 50. Butts IAE, Sørensen SR, Politis SN, Pitcher TE, Tomkiewicz J. Standardization of fertilization protocols for the European eel, Anguilla anguilla. Aquaculture. 2014;426–427: 9–13.
  51. 51. Dickson AG, Afghan JD, Anderson GC. Reference materials for oceanic CO2 analysis: a method for the certification of total alkalinity. Marine Chemistry. 2003;80: 185–197.
  52. 52. Hofmann AF, Soetaert K, Middelburg JJ, Meysman FJR. AquaEnv: An Aquatic Acid-Base Modelling Environment in R. Aquat Geochem. 2010;16: 507–546.
  53. 53. R Foundation for Statistical Computing. R: A language and environment for statistical computing. Vienna, Austria; 2021. Available: https://www.R-project.org/
  54. 54. Dickson AG. The carbon dioxide system in seawater: equilibrium chemistry and measurements. Guide to best practices for ocean acidification research and data reporting. 2010. pp. 17–40.
  55. 55. Gattuso J-P, Epitalon J-M, Lavigne H, Orr J. seacarb: Seawater Carbonate Chemistry. R package version 3.3.0. Available: https://CRAN.R-project.org/package=seacarb
  56. 56. Hellemans J, Mortier G, De Paepe A, Speleman F, Vandesompele J. qBase relative quantification framework and software for management and automated analysis of real-time quantitative PCR data. Genome Biol. 2007;8: R19. pmid:17291332
  57. 57. Garrido C, Gurbuxani S, Ravagnan L, Kroemer G. Heat Shock Proteins: Endogenous Modulators of Apoptotic Cell Death. Biochemical and Biophysical Research Communications. 2001;286: 433–442. pmid:11511077
  58. 58. Roberts RJ, Agius C, Saliba C, Bossier P, Sung YY. Heat shock proteins (chaperones) in fish and shellfish and their potential role in relation to fish health: a review: Heat shock proteins in fish and shellfish. Journal of Fish Diseases. 2010;33: 789–801. pmid:20678104
  59. 59. Finn RN, Cerdà J. Aquaporin Evolution in Fishes. Front Physio. 2011;2. pmid:21886623
  60. 60. Huising M, Metz , van Schooten C, Taverne-Thiele A, Hermsen T, Verburg-van Kemenade B, et al. Structural characterisation of a cyprinid (Cyprinus carpio L.) CRH, CRH-BP and CRH-R1, and the role of these proteins in the acute stress response. Journal of Molecular Endocrinology. 2004;32: 627–648. pmid:15171705
  61. 61. Heuer RM, Grosell M. Physiological impacts of elevated carbon dioxide and ocean acidification on fish. American Journal of Physiology-Regulatory, Integrative and Comparative Physiology. 2014;307: R1061–R1084. pmid:25163920
  62. 62. Zimmer AM, Wright PA, Wood CM. Ammonia and urea handling by early life stages of fishes. Journal of Experimental Biology. 2017;220: 3843–3855. pmid:29093184
  63. 63. Livak KJ, Schmittgen TD. Analysis of Relative Gene Expression Data Using Real-Time Quantitative PCR and the 2−ΔΔCT Method. Methods. 2001;25: 402–408. pmid:11846609
  64. 64. Littell RC, Milliken GA, Stroup WW, Wolfinger RD, Schabenberger O. SAS system for mixed models. SAS institute; 1996.
  65. 65. Forsgren E, Dupont S, Jutfelt F, Amundsen T. Elevated CO2 affects embryonic development and larval phototaxis in a temperate marine fish. Ecol Evol. 2013;3: 3637–3646. pmid:24198929
  66. 66. Sun L, Ruan J, Lu M, Chen M, Dai Z, Zuo Z. Combined effects of ocean acidification and crude oil pollution on tissue damage and lipid metabolism in embryo–larval development of marine medaka (Oryzias melastigma). Environ Geochem Health. 2019;41: 1847–1860. pmid:30066097
  67. 67. Mu J, Jin F, Wang J, Zheng N, Cong Y. Effects of CO2-driven ocean acidification on early life stages of marine medaka (Oryzias melastigma). Biogeosciences. 2015;12: 3861–3868.
  68. 68. Franke A, Clemmesen C. Effect of ocean acidification on early life stages of Atlantic herring (Clupea harengus L.). Biogeosciences. 2011;8: 3697–3707.
  69. 69. dos Santos JA, Soares CM, Bialetzki A. Effects of pH on the incubation and early development of fish species with different reproductive strategies. Aquatic Toxicology. 2020;219: 105382. pmid:31865068
  70. 70. Baumann H. Experimental assessments of marine species sensitivities to ocean acidification and co-stressors: how far have we come? Can J Zool. 2019;97: 399–408.
  71. 71. Murray CS, Wiley D, Baumann H. High sensitivity of a keystone forage fish to elevated CO2 and temperature. Steven C, editor. Conservation Physiology. 2019;7: coz084. pmid:31777661
  72. 72. Hamilton SL, Logan CA, Fennie HW, Sogard SM, Barry JP, Makukhov AD, et al. Species-Specific Responses of Juvenile Rockfish to Elevated pCO2: From Behavior to Genomics. Dam HG, editor. PLoS ONE. 2017;12: e0169670. pmid:28056071
  73. 73. Bates NR. Interannual variability of oceanic CO 2 and biogeochemical properties in the Western North Atlantic subtropical gyre. Deep Sea Research Part II: Topical Studies in Oceanography. 2001;48: 1507–28.
  74. 74. Wittmann AC, Pörtner H-O. Sensitivities of extant animal taxa to ocean acidification. Nature Clim Change. 2013;3: 995–1001.
  75. 75. Flynn EE, Bjelde BE, Miller NA, Todgham AE. Ocean acidification exerts negative effects during warming conditions in a developing Antarctic fish. Conserv Physiol. 2015;3: cov033. pmid:27293718
  76. 76. Morrell BK, Gobler CJ. Negative effects of diurnal changes in acidification and hypoxia on early-life stage estuarine fishes. Diversity. 2020;12: 25.
  77. 77. Cross EL, Murray CS, Baumann H. Diel and tidal pCO2 × O2 fluctuations provide physiological refuge to early life stages of a coastal forage fish. Sci Rep. 2019;9: 18146. pmid:31796762
  78. 78. Broach JS, Ohs CL, DiMaggio MA. Effects of egg stocking density on egg hatchability, larval quality and water quality for pinfish, Lagodon rhomboides, and pigfish, Orthopristis chrysoptera. Aquac Res. 2017;48: 3589–3605.
  79. 79. Sørensen SR, Skov PV, Lauesen P, Tomkiewicz J, Bossier P, De Schryver P. Microbial interference and potential control in culture of European eel (Anguilla anguilla) embryos and larvae. Aquaculture. 2014;426–427: 1–8.
  80. 80. Randall DJ, Hoar WS, editors. Eggs and larvae. The physiology of developing fish. San Diego: Academic Press; 1988.
  81. 81. Eddy FB, Talbot C. Formation of the perivitelline fluid in atlantic salmon eggs (Salmo salar) in fresh water and in solutions of metal ions. Comparative Biochemistry and Physiology Part C: Comparative Pharmacology. 1983;75: 1–4.
  82. 82. Duis K, Oberemm A. Sensitivity of early life stages of vendace, Coregonus albula, to acid pH in postmining lakes: An experimental approach. 2000; 214–224.
  83. 83. Reynalte-Tataje DA, Baldisserotto B, Zaniboni-Filho E. The effect of water pH on the incubation and larviculture of curimbatá Prochilodus lineatus (Valenciennes, 1837) (Characiformes: Prochilodontidae). Neotrop ichthyol. 2015;13: 179–186.
  84. 84. Keinänen M, Tigerstedt C, Kålax P, Vuorinen PJ. Fertilization and embryonic development of whitefish (Coregonus lavaretus lavaretus) in acidic low-ionic-strength water with aluminum. Ecotoxicology and Environmental Safety. 2003;55: 314–329. pmid:12798766
  85. 85. Johansson N, Runn P, Sohtell M. Perivitelline pH of salmonide eggs in relation to ambient pH. J Am Water Resources Assoc. 1981;17: 994–999.
  86. 86. Sampaio E, Lopes AR, Francisco S, Paula JR, Pimentel M, Maulvault AL, et al. Ocean acidification dampens physiological stress response to warming and contamination in a commercially-important fish (Argyrosomus regius). Science of The Total Environment. 2018;618: 388–398. pmid:29132006
  87. 87. Krone PH, Lele Z, Sass JB. Heat shock genes and the heat shock response in zebrafish embryos. Biochem Cell Biol. 1997;75: 487–497. pmid:9551174
  88. 88. Cerdà J, Finn RN. Piscine aquaporins: an overview of recent advances. J Exp Zool. 2010;313A: 623–650. pmid:20717996
  89. 89. Knepper MA. The aquaporin family of molecular water channels. Proceedings of the National Academy of Sciences. 1994;91: 6255–6258. pmid:7517546
  90. 90. Tingaud-Sequeira A, Calusinska M, Finn RN, Chauvigné F, Lozano J, Cerdà J. The zebrafish genome encodes the largest vertebrate repertoire of functional aquaporins with dual paralogy and substrate specificities similar to mammals. BMC Evol Biol. 2010;10: 38. pmid:20149227
  91. 91. Tingaud-Sequeira A, Zapater C, Chauvigné F, Otero D, Cerdà J. Adaptive plasticity of killifish (Fundulus heteroclitus) embryos: dehydration-stimulated development and differential aquaporin-3 expression. American Journal of Physiology-Regulatory, Integrative and Comparative Physiology. 2009;296: R1041–R1052. pmid:19193936
  92. 92. Chen L-M, Zhao J, Musa-Aziz R, Pelletier MF, Drummond IA, Boron WF. Cloning and characterization of a zebrafish homologue of human AQP1: a bifunctional water and gas channel. American Journal of Physiology-Regulatory, Integrative and Comparative Physiology. 2010;299: R1163–R1174. pmid:20739606
  93. 93. Chauvigné F, Zapater C, Cerdà J. Role of aquaporins during teleost gametogenesis and early embryogenesis. Front Physio. 2011;2: 66. pmid:21994496
  94. 94. MacIver B, Cutler CP, Yin J, Hill MG, Zeidel ML, Hill WG. Expression and functional characterization of four aquaporin water channels from the European eel (Anguilla anguilla). Journal of Experimental Biology. 2009;212: 2856–2863. pmid:19684221
  95. 95. De Souza EB. Corticotropin-releasing factor receptors: Physiology, pharmacology, biochemistry and role in central nervous system and immune disorders. Psychoneuroendocrinology. 1995;20: 789–819. pmid:8834089
  96. 96. Perrin MH, Vale WW. Corticotropin releasing factor receptors and their ligand family. Annals of the New York Academy of Sciences. 1999;885: 312–328. pmid:10816663
  97. 97. Alderman SL, Bernier NJ. Ontogeny of the corticotropin-releasing factor system in zebrafish. General and Comparative Endocrinology. 2009;164: 61–69. pmid:19366623
  98. 98. Gorissen M, Flik G. The Endocrinology of the Stress Response in Fish. Fish Physiology. Elsevier; 2016. pp. 75–111.
  99. 99. Alsop D, Vijayan MM. Development of the corticosteroid stress axis and receptor expression in zebrafish. American Journal of Physiology-Regulatory, Integrative and Comparative Physiology. 2008;294: R711–R719. pmid:18077507
  100. 100. Hwang P-P, Lee T-H, Lin L-Y. Ion regulation in fish gills: recent progress in the cellular and molecular mechanisms. American Journal of Physiology-Regulatory, Integrative and Comparative Physiology. 2011;301: R28–R47. pmid:21451143
  101. 101. Hwang P-P, Lee T-H. New insights into fish ion regulation and mitochondrion-rich cells. Comparative Biochemistry and Physiology Part A: Molecular & Integrative Physiology. 2007;148: 479–497. pmid:17689996
  102. 102. Shrivastava J, Ndugwa M, Caneos W, De Boeck G. Physiological trade-offs, acid-base balance and ion-osmoregulatory plasticity in European sea bass (Dicentrarchus labrax) juveniles under complex scenarios of salinity variation, ocean acidification and high ammonia challenge. Aquatic Toxicology. 2019;212: 54–69. pmid:31075620
  103. 103. Esbaugh AJ, Heuer R, Grosell M. Impacts of ocean acidification on respiratory gas exchange and acid–base balance in a marine teleost, Opsanus beta. J Comp Physiol B. 2012;182: 921–934. pmid:22581071
  104. 104. Gilmour KM, Perry SF. Carbonic anhydrase and acid–base regulation in fish. Journal of Experimental Biology. 2009;212: 1647–1661. pmid:19448075
  105. 105. Hiroi J, Yasumasu S, McCormick SD, Hwang P-P, Kaneko T. Evidence for an apical Na–Cl cotransporter involved in ion uptake in a teleost fish. Journal of Experimental Biology. 2008;211: 2584–2599. pmid:18689412
  106. 106. Wang Y-F, Tseng Y-C, Yan J-J, Hiroi J, Hwang P-P. Role of SLC12A10.2, a Na-Cl cotransporter-like protein, in a Cl uptake mechanism in zebrafish (Danio rerio). American Journal of Physiology-Regulatory, Integrative and Comparative Physiology. 2009;296: R1650–R1660. pmid:19279294
  107. 107. Kaneko T, Shiraishi K, Katoh F, Hasegawa S, Hiroi J. Chloride cells during early life stages of fish and their functional differentiation. Fisheries Sci. 2002;68: 1–9.
  108. 108. Tresguerres M, Hamilton TJ. Acid–base physiology, neurobiology and behaviour in relation to CO2-induced ocean acidification. Journal of Experimental Biology. 2017;220: 2136–2148. pmid:28615486
  109. 109. Olsen RW, Sieghart W. GABAA receptors: Subtypes provide diversity of function and pharmacology. Neuropharmacology. 2009;56: 141–148. pmid:18760291
  110. 110. Nilsson GE, Dixson DL, Domenici P, McCormick MI, Sørensen C, Watson S-A, et al. Near-future carbon dioxide levels alter fish behaviour by interfering with neurotransmitter function. Nature Clim Change. 2012;2: 201–204.
  111. 111. Raftery TD, Volz DC. Abamectin induces rapid and reversible hypoactivity within early zebrafish embryos. Neurotoxicology and Teratology. 2015;49: 10–18. pmid:25733401
  112. 112. Raftery TD, Isales GM, Yozzo KL, Volz DC. High-content screening assay for identification of chemicals impacting spontaneous activity in Zebrafish embryos. Environ Sci Technol. 2014;48: 804–810. pmid:24328182