ABSTRACT
Forage fish tend to respond strongly to environmental variability and therefore may be particularly sensitive to marine climate stressors. We used controlled laboratory experiments to assess the vulnerability of Pacific herring (Clupea pallasii) embryos to the combined effects of high partial pressure of carbon dioxide (PCO2) and a simulated marine heatwave. The two PCO2 treatments reflected current conditions (∼550 µatm) and a future extreme level (∼2300 µatm). The dynamics of the heatwave (i.e. rate of onset: ∼0.85°C day−1; maximum intensity: +4.4°C) were modeled from the most extreme events detected by a long-term regional temperature dataset. Simultaneous exposure to these potential stressors did not affect embryo survival. However, the heatwave did elicit significant metabolic effects that included higher rates of routine metabolism (Q10=1.15–1.72), growth (Q10=1.87), rate of development to hatch (Q10=3.01) and yolk consumption (Q10=3.21), as well as a significant reduction in production efficiency (−10.8%) and a three-fold increase in the rate of developmental anomalies. By contrast, high PCO2 conditions produced comparatively small effects on vital rates, including a significant increase in time to hatch (+0.88 days) and a reduction in routine metabolic rate (−6.3%) under the ambient temperature regime only. We found no evidence that high PCO2 increased routine metabolic rate at either temperature. These results indicate that Pacific herring embryos possess sufficient physiological plasticity to cope with extreme seawater acidification under optimal and heatwave temperature conditions, although lingering metabolic inefficiencies induced by the heatwave may lead to important carryover effects in later life stages.
INTRODUCTION
Extreme climatic events, in which environmental conditions rapidly shift beyond predictable variability, pose an immediate threat to ecological communities (Frölicher et al., 2018; Wernberg et al., 2013; Wetz and Yoskowitz, 2013). Phenotypic plasticity may allow individual organisms to withstand periods of extreme stress by adjusting their phenotype through changes in gene expression or function to match the new environment (Fox et al., 2019; Seebacher et al., 2015). However, the capacity for phenotypic plasticity is inherently limited, and thus successful acclimatization will depend on the specific attributes of the extreme event (i.e. the rate of onset, intensity and duration). This situation is complicated further by the fact that plasticity can vary with ontogeny such that specific life stages face a heightened vulnerability to potential stressors (Burggren, 2018). For example, marine fish display a range of plastic responses in behavior, morphology, phenology and physiology that enable species and populations to persist across large spatial and temporal environmental gradients (Jonsson and Jonsson, 2019). However, fish embryos lack the robust homeostatic capacity that is enabled by mature organ systems and must rely largely on molecular mechanisms rather than behavioral plasticity to counter stressful conditions (Dahlke et al., 2020b; Melzner et al., 2009). Indeed, the early life stages of many fish taxa constitute a critical sensitivity bottleneck in the face of emerging climate change (Baumann, 2019; Esbaugh, 2018; Pörtner and Peck, 2010).
Given that the thermal biology of fish embryos has been studied for decades, there are clear expectations regarding how physiological processes will respond to warming. For example, we know that embryos of temperate fish species have a very limited capacity to regulate metabolic rate against acute temperature change [across-species mean temperature coefficient (Q10)≈3.0] and consequently embryos exhibit roughly half the thermal tolerance range compared with juveniles and non-spawning adults of the same species (Rombough, 2011, 1997). By contrast, the extent to which embryonic metabolism is affected by elevated partial pressures of carbon dioxide (PCO2) consistent with near-future ocean acidification (OA) is less understood. Embryos with underdeveloped gills and circulatory systems rely predominately on intracellular mechanisms of pH control (Brauner et al., 2019; Mölich and Heisler, 2005). Acid–base perturbations can be responded to through the increased expression of membrane-bound ion pumps, transporters and gas channels (Brauner et al., 2019; Talbot et al., 2015; Tseng et al., 2013). Acidification also triggers the upregulation of stress and repair genes, including heat shock proteins and enzymes involved in antioxidant pathways (Tiedke et al., 2013). Maintaining these functions under elevated PCO2 can be energetically costly and observations of isolated fish tissues have shown that acidification triggers higher metabolic rates (Heuer and Grosell, 2016; Kreiss et al., 2015). If embryos allocate their fixed energetic reserves in a compensatory manner, then the redirection of energy towards acid–base homeostasis should come at the expense of critical growth and development (Rombough, 1994). Furthermore, acidification could limit thermal acclimation because the additional energetic costs of acid–base regulation could reduce the pool of energy available to support higher metabolic rates during acute warming (Pörtner, 2008).
To date, very few studies have performed respiratory measurements on fish embryos to test for metabolic shifts under elevated PCO2 conditions consistent with OA. Atlantic cod (Gadus morhua) and polar cod (Boreogadus saida) showed an ∼10% increase in respiration rates when exposed to 1100 µatm PCO2 across most of the respective temperature ranges, except for extreme high temperatures, where the effect was reversed and elevated PCO2 induced a 10–20% reduction to rates of oxygen consumption (Dahlke et al., 2018, 2017). The authors hypothesized that this metabolic response to combined stressors was the result of reduced mitochondrial capacity to form ATP. In all cases, elevated PCO2 acted to reduce the size of newly hatched cod by 10–13%. By contrast, elevated PCO2 had no effect on embryonic metabolism or growth across relevant temperature ranges in the Antarctic dragonfish (Gymnodraco acuticeps; Flynn et al., 2015), Atlantic herring (Clupea harengus; Leo et al., 2018) and Atlantic silverside (Menidia menidia; Murray and Baumann, 2018; Schwemmer et al., 2020). Embryos of the ocellated wrasse (Symphodus ocellatus) that were transplanted into a high PCO2 environment adjacent to a volcanic CO2 seep showed an ∼50% increase in respiration, whereas embryos sourced from a population endemic to the CO2 seeps showed no effect (Cattano et al., 2016). Thus, local adaptation to prevailing PCO2 conditions or multigenerational plasticity could help shape CO2 reaction norms among offspring (Murray et al., 2014). Together, these studies suggest that elevated levels of PCO2 consistent with future acidification (1000–2000 µatm) will produce neutral to perhaps moderate (<±20%) changes to the metabolic rates of fish embryos. Yet, the paucity of studies and species tested to date limits the ability to predict responses in unexamined taxa, particularly when combined with extreme temperature variability.
In the Pacific Northwest (USA), marine ecosystems are under threat from the major climate-associated stressors, including OA and extreme heatwave events (Mauger et al., 2015). The Salish Sea ecosystem is particularly vulnerable to OA owing to a confluence of anthropogenic and natural factors that already cause seasonal PCO2 levels to regularly exceed those shown to be stressful for some marine ectotherms (Evans et al., 2019; Fassbender et al., 2018; Feely et al., 2010), and these will worsen in the future (Pacella et al., 2018). At the same time, the region has recently experienced a series of marine heatwave events, defined as prolonged periods of anomalously warm ocean temperatures that are quantitatively distinct in time and space (Hobday et al., 2016). The North Pacific marine heatwave of 2014–2016 was among the most extreme events on record, during which positive temperature anomalies of 3–6°C persisted for months at a time over much of the northeast Pacific (Bond et al., 2015; Di Lorenzo and Mantua, 2016; Gentemann et al., 2017). The ecological toll of this event was considerable as effects were felt at all trophic levels (Fisher et al., 2020; Piatt et al., 2020; von Biela et al., 2019). Nearshore habitats face the compounding threat of intense atmospheric heatwaves that can rapidly warm shallow systems over the course of hours to days, with lethal consequences for nearshore organisms (Schlegel et al., 2017; Thomsen et al., 2019). For most coastal regions, the frequency of acute nearshore heatwaves remains largely unquantified and the potential for interactions with large-scale marine heatwaves is complex and poorly described, which limits our ability to anticipate how severe these events might become in the immediate future (Schlegel et al., 2017).
Forage fish dominate the mid-trophic levels of many coastal marine ecosystems and serve as a critical conduit of biological production from lower trophic levels to higher order predators (Pikitch et al., 2012). The life history characteristics of many forage fishes lend to ‘boom or bust’ population dynamics because recruitment processes are heavily influenced by environmental variability (Szuwalski et al., 2019; Szuwalski and Hilborn, 2015). Consequently, the future viability of forage fish stocks is complicated by marine climate change (Merino et al., 2010; Shannon et al., 2009). The Pacific herring (Clupea pallasii) occupies a central position in the Salish Sea food web, and all life stages serve as important prey items for a multitude of marine taxa, including sea birds, mammals, and commercially important fish and invertebrates (Penttila, 2007). Despite reduced fishing pressure and intensive conservation efforts, the spawning stock biomass of several Salish Sea herring populations has declined in recent decades (Sandell et al., 2019; Siple and Francis, 2016; Siple et al., 2017). Understanding how extreme environmental variability will influence herring recruitment processes is a question of ecological and socio-economic importance.
Pacific herring reproduce in shallow nearshore environments where adults adhere fertilized embryos to submerged vegetation (Penttila, 2007; Shelton et al., 2014). In the Salish Sea, these nearshore systems have been modified by human activities (Penttila, 2007) and are exposed to episodic events of low seawater pH associated with sharp fluctuations in PCO2 (Evans et al., 2019; Pacella et al., 2018). Spawning phenology is tightly correlated with photoperiod (Petrou et al., 2021), and 20 of the 21 spawning populations found in the southern Salish Sea reproduce from January to April, when water temperatures are generally below 11°C, with the exception of the Cherry Point stock, which reaches peak reproductive activity in late May (Hay, 1985; Sandell et al., 2019). Decades of empirical research have demonstrated that the viability of Pacific herring embryos is maximized between 8 and 10°C and quickly declines with increasing temperature (Alderdice and Hourston, 1985; Alderdice and Velsen, 1971; Dinnel et al., 2010). In the Salish Sea, nearshore heatwaves occur during all seasons (see Supplementary Materials and Methods) and severe acidification events frequently occur during winter and spring (Evans et al., 2019). The simultaneous emergence of these potential stressors shortly after a spawning event could compromise the viability of entire cohorts of newly fertilized embryos.
Clupeid offspring have been shown to be sensitive to the combined effects of elevated PCO2 and temperature through changes in survival and development (Franke and Clemmesen, 2011; Frommel et al., 2014; Leo et al., 2018; Sswat et al., 2018; Villalobos et al., 2020). Yet, the phenotypic plasticity of Pacific herring embryos exposed to combined climate stressors remains understudied, thereby constituting a serious knowledge gap for this critically important species. Accordingly, we used laboratory experiments to test the hypothesis that a heatwave event will reduce embryo survival and metabolic efficiency and that high PCO2 conditions will aggravate physiological effects by (1) increasing the energetic requirements of acid–base regulation while (2) simultaneously limiting the pool of energy that is available for effective thermal acclimation.
- A
assimilation
- AT
total alkalinity
- CI
confidence interval
- CRM
certified reference material
- ddpf
degree-days post-fertilization
- DIC
dissolved inorganic carbon
- dpf
days post-fertilization
- dph
days post-hatch
- E
excretion
- hpf
hours post-fertilization
- LMM
linear mixed model
- ṀO2
oxygen consumption rate
- NERRS
National Estuarine Research Reserve System
- OA
ocean acidification
- P
production
- PCA
principal components analysis
- PCO2
partial pressure of carbon dioxide
- pHNIST
pH on the National Institute of Standards and Technology scale
- pHT
pH on the total scale
- Q10
temperature coefficient
- R
respiration
- RMR
routine metabolic rate
MATERIALS AND METHODS
Collection and description of spawning adults
Animal care and experimental procedures followed the guidelines set forth by the Animal Care Office of Western Washington University (protocol no. 20-002). Wild Clupea pallasii Valenciennes in Cuvier and Valenciennes 1847 that were ripe for spawning were collected from Semiahmoo Bay, WA, USA, on 19 February 2020 by the Washington Department of Fish and Wildlife. The Semiahmoo Bay population is a winter-spawning stock that reproduces during February through early March (Sandell et al., 2019). Despite considerable spatial overlap with the spring-spawning Cherry Point stock, the two populations remain genetically isolated as a result of differing phenological patterns (Petrou et al., 2021; Small et al., 2005). The Semiahmoo Bay population does retain considerable genetic exchange with the other winter-spawning stocks from the Salish Sea (Small et al., 2005). Gonads were dissected from nine females and three males and were stored in glass dishes covered with moist paper towels at 4.5°C for 48 h (Dinnel et al., 2010). The mean (±s.d.) total length, wet mass and gonadic–somatic index of female and male spawners was 18.4±1.0 and 19.7±1.3 cm, 51.9±7.3 and 59.6±13.9 g, and 19.5±3.0 and 17.2±1.7%, respectively.
Criteria for treatment PCO2 and temperature conditions
The experiment was conducted at Western Washington University's Shannon Point Marine Center (Anacortes, WA, USA) using 16 purpose-built experimental flow-through units. Embryos were reared under two PCO2 levels [low PCO2: ∼550 µatm, pH on the total scale (pHT) 7.88; elevated PCO2: ∼2300 µatm, pHT 7.30] crossed with two temperature regimes (ambient and heatwave). The low PCO2 treatment is representative of surface seawater conditions for the Salish Sea during late winter (Fassbender et al., 2018), whereas the high PCO2 treatment reflects maximum of end-of-century PCO2 predicted for the coastal ecosystems of the Pacific Northwest (Evans et al., 2019; Pacella et al., 2018). The ambient temperature treatment fluctuated with the natural conditions (average: 8.8±0.3°C, range: 8.1–10.4°C; Fig. 1) at the laboratory's seawater source (Guemes Channel, 48°30′34.5″N 122°41′04.5″W), which is near the optimal temperature for embryonic development of Salish Sea Pacific herring (Alderdice and Velsen, 1971; Dinnel et al., 2010). All embryos were reared at ambient temperature conditions until ∼3.5 days post-fertilization (dpf) or approximately one-quarter of the embryonic duration for C. pallasii at ∼8.8°C (Kawakami et al., 2011). Heatwave conditions were initiated 88 h post-fertilization (hpf) in half of the replicate tanks per PCO2 level (treatment N=4). Temperatures were increased by ∼0.85°C day‒1 for five consecutive days to achieve a heatwave condition of +4.4°C above ambient (∼8.8°C to ∼13.2°C), which was maintained for the duration of the experiment (Fig. 1).
Heatwave characteristics (i.e. rate of onset, duration and maximum intensity) were determined by analyzing a 19-year temperature dataset from the nearby NERRS Ploeg Channel monitoring station in Padilla Bay, WA [48°33′22.8″N 122°31′51.2″W; http://www.nerrsdata.org (accessed 2 November 2019)]. The station monitors a channel that drains a network of eelgrass beds and tidal flats and thus conditions are broadly representative of herring spawning habitat in the Salish Sea (Bulthuis, 2013). The R package heatwaveR (Schlegel and Smit, 2018) was used to identify heatwaves in the time series based on selection criteria of daily mean temperatures exceeding the 90th percentile of the long-term seasonal climatology for a minimum of five consecutive days (Hobday et al., 2016). The experimental heatwave treatment was based on the average characteristics of the top five heatwave events on record corresponding to a category 2 heatwave as defined by Hobday et al. (2018). See Supplementary Materials and Methods for complete details. The viability of Pacific herring embryos begins to decline from optimal as temperature exceeds 10.5°C and embryonic viability rapidly declines when incubation conditions climb above 13°C (Fig. S1; Alderdice and Velsen, 1971; Dinnel et al., 2010). Thus, the maximum temperature of the simulated heatwave event may approach critical temperature thresholds where interactive effects with high PCO2 are hypothesized to emerge (Lefevre, 2016; Pörtner, 2010).
Experimental system
The 16 experimental units were each composed of an elevated 40-liter mixing tank and a 12-liter main rearing tank. The mixing tank received a continuous supply (∼1 l min−1) of filtered (to 1 µm) seawater (salinity ∼32 ppt) with a stable pHT of ∼7.66. To achieve high PCO2 conditions, the mixing tank continuously received standardized doses of CO2 gas (99% CO2, AirGas) delivered by an eight-channel peristaltic pump (Masterfelx L/S, Cole-Parmer). CO2 was injected directly into the intake of a submersible pump with magnetically driven impellers to promote an even dissolution. Low PCO2 conditions were achieved by stripping CO2 from compressed air (CO2 adsorber, Twin Tower Engineering), which was then bubbled directly into mixing tanks to purge dissolved inorganic carbon (DIC) from seawater. All mixing tanks were continuously bubbled with compressed laboratory air to maintain a dissolved oxygen partial pressure (PO2)>85% air saturation. Heatwave temperatures were controlled by Elitech STC-1000 controllers that powered three 100 W heaters (Aqueon) per unit. During heatwave onset, temperature set points were increased by 0.5°C every 12 h. Small aquarium pumps were positioned in the main rearing tanks to ensure even heating.
Experimental embryos were housed in customized 0.5-liter polyethylene rearing baskets fitted with 300-µm mesh bottoms. Baskets were floated in the main rearing tank. Treated seawater from the mixing tanks was gravity-fed directly into baskets at standardized rates (∼0.5 ml s−1). The temperatures of main rearing tanks were recorded automatically every 30 min starting at 3 dpf (HOBO® Pendant Temp, Onset). Embryo baskets were measured for pH and temperature every ∼12 h by a handheld pH meter (Orion Star A221 meter, 9107BNMD pH triode, Thermo Fisher Scientific) which was calibrated daily with three-point NIST buffers (Fisher Chemical). The pH electrode was cleaned daily in 0.1 mol l−1 HCl and the reference solution was completely exchanged every 5 days. Measured pHNIST values were converted to pHT via a probe-specific conversion formula (see Supplementary Materials and Methods). Dissolved oxygen levels were checked daily with a handheld meter (YSI Model 55) that was calibrated daily using 100% water-saturated air. Embryos were exposed to dim light over a natural light cycle (11 h:13 h light:dark). Experimental pH and temperature conditions are summarized in Fig. 1.
Carbonate chemistry
Discrete seawater samples (25 ml) were taken every third day from each replicate tank (n=5 samples per heatwave replicate; n=6 samples per ambient replicate) for direct measurements of pHT and DIC following methods described by Love et al. (2017). Temperature, pHNIST and salinity were recorded at the time of sampling using the handheld electrode. The samples were filtered to 0.6 µm, poisoned with 10 µl of saturated mercuric chloride solution and stored in 25-ml scintillation vials at 2°C. Restricted access to laboratory facilities during the spring of 2020 led to an unplanned and prolonged delay in sample processing (∼4 months) during which significant off-gassing of dissolved CO2 from high PCO2 samples occurred. Therefore, additional steps were required to estimate carbonate chemistry parameters.
A DIC analyzer (Apollo SciTech AS-C3) was calibrated by developing a standard curve based on five measurements of different volumes (0.5–1.5 ml) of certified reference material (CRM; batch no. 169; Andrew Dickson, University of California San Diego, Scripps Institution of Oceanography, https://www.nodc.noaa.gov/ocads/oceans/Dickson_CRM/batches.html). To measure DIC, samples were warmed to room temperature and the analyzer extracted a minimum of three 1-ml measurements per sample, consisting of a blank followed by at least two consecutive duplicate measurements within 2 μmol l−1. DIC was converted to μmol kg−1 using the sample density based on measurement room temperature and sample salinity. Seawater samples were analyzed concurrently for pHT using a diode array spectrophotometer (Agilent 8453A UV-VIS). Seawater was injected by syringe into a 5-cm jacketed cuvette that was maintained at room temperature via circulated water from a thermostat bath. After the cuvette was loaded into position and the spectrophotometer was blanked, two 30-µl aliquots of m-cresol dye (lot no. MKBR3556V) were injected into the cuvette to generate ‘two-shot’ duplicate measurements of absorbance at three wavelengths (730, 578 and 434 nm). Calculations for pHT were based on absorbance ratios by following Dickson et al. (2007) and included a lot-specific dye correction.
CO2 off-gassing meant that measured DIC and pHT could not be directly used to estimate treatment PCO2 conditions. However, the measurements were sufficient for estimating in situ total alkalinity (AT, µmol kg−1) at the time of sampling given that the AT of poisoned samples is unaffected by gas exchange and will closely reflect conditions at the time of sampling in the absence of biological activity (Dickson et al., 2007). Sample AT was calculated using the R package seacarb (https://cran.r-project.org/package=seacarb) based on direct measurements of salinity, DIC, pHT, typical nutrient levels for the seawater source (total P: 2.2 µmol kg−1; total Si: 2 µmol kg−1), and the room temperature during DIC and pHT measurements. Equilibrium constants for the dissociation of carbonic acid in seawater (K1 and K2) followed Mehrbach et al. (1973) refitted by Dickson and Millero (1987) and the constant for KHSO4 from Dickson (1990). This method was able to consistently reconstruct the AT of Dickson CRMs within ±1% and derived AT values closely matched a regional salinity and alkalinity relationship (+2% on average; Fassbender et al., 2016).
All seacarb calculations used converted pHT values. A summary of treatment carbon chemistry is listed in Table 1.
Fertilization protocols
Embryos were fertilized on 21 February 2020 following established protocols (Dinnel et al., 2010). Gonads were slowly warmed in a walk-in environmental chamber to the fertilization temperature (8.5°C). Four large plastic dishes (two per PCO2 treatment) were lined with 300-μm nylon mesh screening and then were filled with 750 ml of filtered and autoclaved seawater (salinity 32) that was adjusted to 550 or 2300 µatm PCO2. Five 1-cm2 sections of teste were sampled from each male and were eviscerated together on a 300 µm screen and the milt was filtered into a glass beaker filled with 1 liter of clean seawater. The milt solution was mixed and 250 ml was poured into each spawning dish. Small groups of healthy eggs from a single female were then scooped sequentially into the spawning dishes such that eggs were equally but randomly distributed to the four dishes. This process continued with each female until the spawning screens were largely covered with a single layer of eggs. Gametes were left to soak for 1 h after which the screens were rinsed with clean seawater to remove milt and unattached eggs. Adhered embryos were disinfected for 10 min in a 100 ppm Ovadine–seawater solution (Western Chemical). Screens were haphazardly cut into small sections and hung within the floating embryo baskets in each of the four replicate tanks per treatment.
Sampling design and response variables
Fertilization success
Embryos were randomly subsampled (n>20) at 46 hpf from each replicate and photographed using a digital camera (MC170 HD, Leica) mounted on a dissection microscope (SZ40 stereomicroscope, Olympus) to produce calibrated digital images (Leica Application Suite). Fertilization status was determined by the presence or absence of a raised fertilization membrane (Dinnel et al., 2010). Fertilization success was quantified as the ratio of fertilized eggs to the total number of eggs visible in the frame.
Embryo survival
At exactly 2 dpf, 100 fertilized embryos were randomly selected and distributed to a new rearing basket to quantify survival rates to hatching. The remainder of the embryos were maintained in a separate basket for measurements of developmental and metabolic rates. An accident compromised an embryo survival replicate (tank 1; heatwave×high PCO2) and it was removed from the experiment. Baskets were inspected at noon of each day and newly hatched larvae were counted, removed and evaluated for obvious developmental anomalies including hatchlings that exhibited notochord twists, shortenings and curvatures that exceeded 90 deg as well as edemas present in the yolk sac and underdeveloped jaws (Dinnel et al., 2010; Hershberger et al., 2005; Purcell et al., 1990). See Fig. S2 for examples of anomalies. The experimental trials were terminated after three consecutive days of no hatching within each temperature group, which occurred at 17 and 21 dpf under heatwave and ambient temperatures, respectively. The remaining embryos were counted and inspected for developmental status and all unhatched individuals were confirmed to be dead. Total hatch (%) was calculated as the number of hatched larvae (including anomalies) divided by the number of embryos at experiment initiation (n=100). Anomaly rate (%) was calculated as the number of anomalous larvae per 100 initial embryos. Hatching success (%) was calculated as the total number of hatched embryos minus the number of anomalous larvae divided by 100 initial embryos. Time to peak hatch was defined as the dpf to 50 cumulative hatchlings. A developmental rate (% day−1) was calculated for each replicate as 100% divided by dpf to peak hatch.
Metabolic rate
Oxygen concentrations (µmol l−1) were measured and recorded using a Fibox4 oxygen meter equipped with a PSt3 fiber optic sensor (PreSens) using Presens Measurement Studio (v. 2). The sensor was calibrated prior to each trial with a two-point calibration using air-saturated seawater and a concentrated NaSO3 solution (PO2=0) adjusted to the trial temperature. After recording initial oxygen concentrations, vials were slowly inverted every 5 min to reduce oxygen stagnation around the embryos. Blank vials were fitted with a small glass bead (4 mm diameter) to promote mixing. Oxygen concentrations were recorded at ∼15 min intervals until levels reached ∼80% air saturation within embryo vials. The duration of trials varied between 71 and 141 min depending on the temperature treatment and age. At the conclusion of the trial, all embryos were recounted and examined for irregularities that would have affected ṀO2 (i.e. mortality or hatching), and none were identified. Respirometry vials were filled and shaken with 90% ethanol for sterilization between trials.
Oxygen consumption data were analyzed in R (v. 4.0.2) using Rstudio (v. 1.3.1). Linear regressions between oxygen concentration and time were fitted for each respirometry vial. Regression residuals were analyzed for outlying values and clear outlying measurements were removed from blank vials only. The correlation of determination (R2) for all fitted regressions for vials containing embryos was >0.925. Derived slopes were used to calculate rates of individual embryo ṀO2 (nmol O2 h−1) after accounting for the seawater volume of the respirometry vial (total vial volume−total volume of eggs), background oxygen change (calculated as the mean ΔO2 of all blank vials) and the number of embryos per vial. For some trials, the ΔO2 of blank vials was slightly positive, but in all cases blank ΔO2 was less than 8% of ΔO2 in embryo vials. ANOVA indicated that egg surface area was significantly affected by a PCO2×temperature interaction (F=14.965, P<0.001). To account for the influence of egg size, RMR was standardized to the mean embryo surface area of the vial (nmol O2 h−1 mm−2).
Hatch morphometrics
Newly hatched larvae were subsampled (n=12) on the day of peak hatch (heatwave 11 dpf; ambient temperature 14 dpf) from each replicate tank (192 total). Individual larvae were euthanized via an overdose of MS-222, photographed for analysis of morphometric traits, and dried at 60°C for 24 h. Seven size and shape traits were measured in ImageJ (Fig. S2): standard length (tip of the snout to the end of the notochord; nearest 0.01 mm), somatic body area (total tissue surface area minus the yolk sac and finfold, 0.01 mm2), head width (cranial width immediately posterior to the optic disk; 0.01 mm), mean eye width (eye diameter at widest axis, 0.01 mm), post-yolk body depth (dorsal to ventral tissue height including the gut but minus the finfold immediately posterior to the yolk sac; 0.01 mm), post-vent body depth (tissue height immediately posterior to the anus; 0.01 mm) and yolk sac profile area at hatch (0.01 mm2). Duplicate dry masses (0.1 mg) were recorded using a micro balance (AT21 Mass Comparator, Mettler Toledo).
Statistical analyses
Statistical analyses were performed in R. Main and interactive effects of PCO2 level and temperature regime were considered significant at α<0.05. Data are reported as means±1 s.d. unless specified otherwise. Model assumptions were tested using the R package performance (https://CRAN.R-project.org/package=performance). Post hoc tests were run using the R package emmeans (https://CRAN.R-project.org/package=emmeans). Plots were produced with ggplot2 (Wickham, 2016). A one-way ANOVA was used to test the effect PCO2 on logit-transformed fertilization success. A two-way ANOVA was used to determine PCO2×temperature effects on logit-transformed hatching success and time to peak hatch.
A Pearson correlation matrix was constructed to quantify associations between morphometric traits and treatment conditions. A linear dimension reduction was performed on the eight size and shape traits using a principal component analysis (PCA; R package prcomp). The data were centered and scaled prior to PC extraction. Trait correlations, loadings and variance contributions for each PC were calculated in the R package factoextra (https://CRAN.R-project.org/package=factoextra). For each extracted PC, traits with loadings that exceeded ±0.32 were considered practically significant (Tabachnick et al., 2007). Component scores for each PC were assigned to individual larvae. Linear mixed-effect models (LMMs) were constructed to test for significant effects of PCO2, temperature regime and their interaction (fixed effects) on PC scores and individual morphometric traits. Tank ID was set as a random intercept to account for the common rearing environment of larvae sampled from the same replicate tank. LMMs were run using the R packages lme4 and lmerTest, or nlme to accommodate variance heterogeneity between groups using the weights and varIdent functions (Bates et al., 2014 preprint; Kuznetsova et al., 2017; http://CRAN.R-project.org/package=nlme). Treatment effects on yolk consumption rate, log-transformed embryo growth rate and production efficiency were tested with two-way ANOVAs.
RESULTS
Fertilization, hatching and survival
Overall, fertilization success was high (84±7%) and did not significantly vary between PCO2 levels (Table 2). Hatching commenced 10 and 13 dpf in the heatwave and ambient temperature treatments, respectively (Fig. 2). Exposure to the heatwave shortened the average time to peak hatch to 11.0±0.5 dpf compared with 14.5±0.5 dpf under ambient temperatures (ANOVA, P<0.0001; Table 2, Fig. 2). On average, exposure to high PCO2 led to a small but significant delay in hatching by 0.88 days when averaged between temperature treatments (ANOVA, P=0.0007; Fig. 2). No interactive effect between PCO2 and temperature was detected (Table 2).
Total hatch was not affected by PCO2 level, but it was significantly higher in heatwave replicates (90.3±6.9%) compared with the ambient regime (78.4±3.5%) (ANOVA, P=0.001; Table 2, Fig. 3). However, developmental anomalies increased under heatwave conditions by more than three-fold, to 8.9±3.2% (ANOVA, P>0.0001; Table 2, Fig. 3). Mean anomaly rates under heatwave conditions were higher under high (11.3±2.3%) compared with low PCO2 (7.0±2.4%) but the effect was not significant (Table 2). Higher developmental anomalies under the heatwave regime reduced the average hatching success to 81.4±8.9% when pooled across PCO2 treatments, which was not significantly different from ambient replicates (75.6±3.3%) (ANOVA, P=0.0757; Table 2, Fig. 3). Owing to a combination of higher total hatch and slightly lower anomaly rate, hatching success in heatwave×low PCO2 replicates (86.2±7.4%) was, on average, 11 percentage points higher than the heatwave×high PCO2 group (75±6.9%) and both ambient temperature treatments (75–76%; Fig. 3). Despite the difference, the temperature×PCO2 interactive effect was not significant (P=0.0685, Table 2). Interestingly, mean hatching success under heatwave conditions was 19 percentage points higher than the predicted rate for a static exposure to 13.2°C, the maximum intensity of the heatwave (Fig. S2).
Hatch morphometrics
In general, morphometric traits were negatively correlated with the heatwave treatment and were weakly associated with PCO2 level (Table S2, Fig. 4). The first four extracted PCs accounted for 89.8% of the total variance in morphometric traits and were selected for further analysis. PC1 was identified as the body size component and accounted for the majority of the variance in size and shape (59%). With the exception of yolk sac area and dry mass, all other traits showed significant positive loadings onto PC1 (Table S2). Newly hatched larvae exposed to heatwave conditions exhibited significantly lower PC1 scores, indicating a general reduction in body size at hatch (LMM, P<0.001; Table S3), and individually most morphometric traits were significantly reduced under heatwave conditions (Table S3, Fig. 4). When averaged across PCO2 treatments, heatwave-exposed hatchlings had a shorter standard length (7.49±0.57 mm) and smaller body area (2.63±0.38 mm2) relative to the standard length (8.20±0.33 mm) and body area (2.96±0.26 mm2) of larvae from the ambient treatment. PC1 and thus body size was not significantly affected by PCO2 level (Table S3).
PC2 accounted for 14.7% of the total variance in morphometric traits and largely captured variation associated with yolk sac area and dry mass (Table S2). PC2 scores were significantly higher under high PCO2 conditions (LMM, P=0.008; Table S3, Fig. 4). While an interactive effect with temperature was not detected, the effect was more apparent in ambient temperature replicates, where hatchlings exposed to high PCO2 were heavier (+10%) and retained larger yolk sacs (+21%) compared with fish from low PCO2 treatments (Fig. 4). However, when tested individually in a two-way ANOVA, the effect of PCO2 was not significant for either yolk sac area (P=0.086) or dry mass (P=0.297; Table S3). Thus, PC2 represents the linked variation between yolk sac size and dry mass; that is, hatchlings from high PCO2 were slightly heavier because they hatched with larger yolks compared with their low PCO2 conspecifics.
PC3 accounted for a small amount of total variance (8.9%) that was positively associated with standard length and eye width, but negatively correlated with head width and post-yolk body depth (Table S1). Heatwave conditions significantly reduced PC3 scores (LMM, P=0.001; Table S3, Fig. 4) and PC3 was not affected by PCO2 (Table S3, Fig. 4). This indicates that there was a small tendency for heatwave-exposed larvae to develop wider skulls and a deeper body depth while growing to a shorter length with smaller eyes relative to ambient offspring. PC4 account for 6.2% of total variance in morphometric traits and was only associated with variation in eye width (Table S2) and PC4 was unaffected by treatment conditions (Table S2, Fig. 4).
Treatment effects on physiological rates
Under the ambient temperature regime, embryonic RMR increased linearly with developmental day (∼20% day−1, ANOVA, P<0.001; Table 3, Fig. 5) and exposure to high PCO2 significantly reduced RMR by an average of 6.3% across measurement days (ANOVA, P=0.006; Table 3, Fig. 5). For embryos exposed to a progressively warming heatwave environment, RMR increased by 39% from 6 to 7 dpf (11 to 12.2°C) (ANOVA, P<0.001; Table 3, Fig. 5). From 7 to 8 dpf (12.2° to 13.2°C), RMR again increased significantly (ANOVA, P<0.001; Table 3) but the change (+11%) was relatively small compared with the increase observed from 6 to 7 dpf and the average daily increase under ambient conditions. Overall, there was no effect of PCO2 in embryos exposed to heatwave conditions. When compared on the same day of sampling, heatwave-exposed embryos had significantly higher RMRs on days 6 (+23%, ANOVA: P<0.001), 7 (+44%, ANOVA: P<0.001) and 8 (+34%, ANOVA: P<0.001) post-fertilization (Table 3, Fig. 5). A significant temperature×PCO2 interaction was only detected at 8 dpf (ANOVA, P=0.014; Table 3), where high PCO2 depressed RMR under ambient but not heatwave conditions (Fig. 5).
Q10 coefficients calculated for embryos at 60 ddpf showed that a heatwave intensity of +2.3°C induced a relatively modest increase in RMR with a mean Q10 value of 1.15, with little variation between PCO2 treatments (Fig. 6). At 70 ddpf, the heatwave intensity increased to +3.5°C above ambient and the mean Q10 for RMR increased to 1.72 (Fig. 6). Bootstrapped CIs indicated the Q10 values for 70 ddpf embryos were significantly higher in offspring exposed to high PCO2 (s.e.m.=0.20, Z=2.01, P=0.044). This effect was primarily the result of high PCO2 depressing RMR under ambient temperature conditions while under heatwave conditions PCO2 level had no effect on RMR (Fig. 5).
Developmental rate increased from 6.8±0.2% day−1 under ambient temperature conditions to 8.9±0.6% day−1 in the heatwave treatments (Fig. 7), which corresponds to an average Q10 coefficient of 3.01 (Fig. 6). Exposure to high PCO2 slowed developmental rate by 0.4% day−1 under the ambient temperature and by 0.8% d−1 in heatwave regime (Fig. 7). This led to a higher average Q10 value under low PCO2 conditions, but bootstrapped CIs were not significantly different between PCO2 treatments (s.e.m.=0.26, Z=1.82, P=0.068, Fig. 6). Embryo growth rates were significantly faster under the heatwave (0.68±0.02 mm day−1) versus ambient conditions (0.59±0.01 mm day−1) (ANOVA, P<0.001; Fig. 7, Table S3) which corresponds to a mean Q10 of 1.87 (Fig. 6). Growth rate was not statistically affected by PCO2 (Table S3).
Heatwave exposure significantly increased yolk consumption rate to 12.9±0.5% day−1 relative to a mean of 8.0±0.8% day−1 observed under ambient conditions (ANOVA, P<0.0001; Table S3, Fig. 7) which corresponded to a mean Q10 of 3.21 (Fig. 6). This increase in consumption led to a significant reduction (−27%) in the size of remaining yolk reserves at hatch of heatwave offspring compared with ambient conspecifics (LMM, P<0.001; Table S3, Fig. 4). Yolk consumption rates were very similar between PCO2 treatments under the heatwave, but under the ambient temperature, exposure to high PCO2 reduced yolk consumption rate by 9%; however, the effect was not significant (Table S3, Fig. 7). Exposure to the heatwave significantly reduced production efficiency by 10.8%, indicating that heatwave-exposed embryos consumed a greater fraction of yolk reserves to achieve a smaller size at hatch relative to ambient offspring (ANOVA, P=0.012; Table S3, Fig. 7). Production efficiency was not influenced by PCO2 level (Table S3, Fig. 7).
DISCUSSION
Energy metabolism was unaffected by high PCO2
We hypothesized that (1) exposure to high PCO2 would increase the aerobic respiration of embryos in order to support the increased biosynthesis of acid–base regulatory factors and (2) this effect would limit the pool of energy available to support higher metabolic rates under heatwave conditions, which would compromise metabolic efficiency and increase mortality. However, after repeatedly measuring ṀO2 during the onset of heatwave conditions, we found no evidence that exposure to 2300 µatm PCO2 increased routine metabolic rates above control PCO2 conditions. This lack of CO2 effects on metabolism was corroborated by other measured traits: high PCO2 did not increase the rate of yolk consumption or reduce production efficiency and size at hatch in either temperature group. We should not discount the possibility that acclimatization to high PCO2 involved subtle molecular changes, such as preferential expression of more efficient regulatory pathways which could not be detected by the methods employed by this study (Kwan et al., 2021). However, regardless of the mechanism, it appears that Pacific herring offspring have a high intrinsic capacity for acid–base regulation that does not require a large energetic investment. Furthermore, this capacity means that high PCO2 did not increase embryo mortality by limiting the amount of energy available for thermal acclimation. This finding contrasts with a recent study of Pacific herring in which exposure to ∼1200 µatm PCO2 significantly elevated the rate of embryonic heartbeats by ∼10% at 16°C but not at 10°C (Villalobos et al., 2020). Notably, embryo survival was quite low at 16°C (∼25%), so synergistic effects on metabolic rate in this species might only occur when temperatures approach or exceed upper critical limits, which were not tested in this study (Dahlke et al., 2017).
Significant effects of high PCO2 were limited; exposure to 2300 µatm increased time to hatch by ∼1 day in both temperature groups and reduced routine metabolic rate by 6.3% under the ambient temperature regime only. These effects were accompanied by small and non-significant effects of high CO2, such as slower growth and yolk consumption, including a 9% reduction in the rate of yolk consumption under the ambient temperature. The mechanism underlying this slight metabolic depression is unclear, as the level of PCO2 required to induce an anesthetic response is thought to be orders of magnitude higher than what was applied here (Lefevre, 2019). High PCO2 also increased time to hatch in embryos of the northern sand lance, Ammodytes dubius, where the delay was thought to be caused by low pH interfering with the hatching process directly (Murray et al., 2019). Regardless of the mechanism, a longer time to hatch is unlikely to be adaptive because it would exacerbate the very high rates of predation inflicted upon Pacific herring eggs (Keeling et al., 2017). However, these small effects should not be overstated and our findings join the bulk of experimental evidence showing that high PCO2 conditions consistent with near-future ocean conditions have limited effects (<±10%) on the physiological rates of most marine fish embryos (Flynn et al., 2015; Lefevre, 2019; Leo et al., 2018; Schwemmer et al., 2020).
The effect of high PCO2 on embryo mortality was more complex. Hatching success was very similar between PCO2 treatments under the ambient regime (75–76%) but in heatwave-exposed replicates it was 11% higher under low (86%) compared with high PCO2 (75%). Although the interactive effect was marginally insignificant, the measured difference in survival under the heatwave regime was triggered by a higher total hatch and a lower rate of developmental anomalies under low PCO2. Teratogenic effects under high PCO2 have been observed in other clupeid early life stages. Exposure to ∼1100 µatm PCO2 more than doubled the incidence of malformations in Atlantic herring embryos, with up to 17% of hatchlings showing anomalies when tested across a range of temperatures (Leo et al., 2018). High rates of organ damage were also observed in 3-week-old Atlantic herring larvae reared continuously under ∼2000 µatm PCO2 (Frommel et al., 2014). Furthermore, exposure to ∼1200 µatm PCO2 increased the rate of mortality by 10% in Pacific herring embryos when simultaneously exposed to 16°C, but anomaly rates were not quantified in that study (Villalobos et al., 2020). Thus, there is accumulating evidence that high PCO2 may increase teratogenic effects in clupeid species by impairing normal developmental trajectories. The precise mechanisms involved warrant further examination.
Heatwave impacts: survival was robust but metabolic efficiency declined
Our analysis of the long-term NERRS data from Padilla Bay, WA, found that nearshore heatwaves can occur during all months of the year and therefore have the potential to impact herring spawning events throughout the reproductive season. Although most years of the time series exhibited just one or two events, the period covering the 2014–2016 North Pacific Heatwave Event showed a spike in activity with 26 nearshore events occurring over just 3 years (see Supplementary Materials and Methods). Seven of top 10 most extreme heatwaves were detected during this period. We modeled the simulated heatwave of the experiment after these extreme events with the expectation that embryo survival would decline as temperatures reached maximum intensity, based on an established thermal reaction norm derived from static-temperature experiments on Salish Sea herring (Alderdice and Velsen, 1971). Contrary to our expectation, heatwave exposure actually increased total hatch counts, but the simultaneous increase to the rate of developmental anomalies acted to reduce overall hatching success to a rate similar to that observed in the ambient temperature regime.
The observed higher-than-expected survival was likely due to the specific timing of the thermal challenge: the heatwave was initiated after embryos had developed under ambient conditions for ∼3.5 dpf and maximum intensity was reached when embryos had attained 75% of full development. This suggests the Pacific herring, like other temperate and cold-water fish, are most stenothermal during the earliest phases of embryogenesis (i.e. during gastrulation) and limits of thermal tolerance expand throughout organogenesis (Dahlke et al., 2020a; Flynn and Todgham, 2018; Mueller et al., 2015). As such, Pacific herring embryos were able to outgrow the lethal effects of our simulated heatwave despite being sourced from a population that reproduces in February and early March, when daily mean temperatures are relatively cold and diel variability is low (8.1±1.2°C) (Sandell et al., 2019). These results suggest that winter-spawning Salish Sea herring retain sufficient thermal plasticity to survive a relatively extreme heatwave event, but whether earlier embryonic stages are more sensitive to the thermal stress of a developing heatwave requires further examination.
The heatwave affected most measured physiological rates, but to varying degrees. For example, rate of development to hatch (Q10=3.01) was not matched by a proportional increase in embryonic growth rate (Q10=1.87). This means that despite a faster growth rate, larvae from the heatwave regime were ∼10% smaller at hatch than their conspecifics reared at ambient temperatures. This is consistent with previous findings from Pacific herring (Alderdice and Velsen, 1971; Dinnel et al., 2010; Villalobos et al., 2020) and fits within the broader pattern exhibited by temperate fish of an inverse relationship between hatch size and temperature (Rombough, 1997). It is also assumed that temperature has proportionally equal effect on the rates of growth and yolk consumption, such that production efficiency (i.e. the ratio of tissue produced to yolk assimilated) tends to be insensitive to temperature change within a species' thermal envelope (Houde, 1989; Rombough, 2011). This is a key metabolic relationship, as it enables embryos to achieve exceptionally high specific growth rates via the efficient conversion of maternally derived yolk reserves into new embryonic tissue (Kamler, 2008; Rombough, 2006).
However, we found that heatwave-exposed embryos exhibited a 10.8% reduction in production efficiency as the Q10 coefficient for yolk consumption (Q10=3.21) and was substantially greater than the estimate for growth rate. In effect, this meant that heatwave-exposed embryos consumed a larger fraction of their yolk supply to achieve a smaller body size at hatch. This finding is somewhat contradictory with the modest Q10 coefficients we estimated for RMR during the onset of the heatwave (Q10=1.17 at +2.3°C and Q10=1.70 at +3.5°C). We would have expected a greater effect on RMR to induce a loss of production efficiency, particularly given that fish embryos typically exhibit Q10 coefficients close to 3.0 (Rombough, 2011). However, we could not assess the Q10 for RMR at maximum heatwave intensity (+4.4°C) as the handling required to make the measurements induced hatching in late-stage embryos, but it is probable that it continued to increase as Q10 values for oxygen demand tend to closely align with yolk utilization rates (Houde, 1989; Rombough, 2011). This is consistent with findings from the lake whitefish (Coregonus clupeaformis), where cost of development (which encompasses all energetic processes) showed the largest increase with temperature during the ladder stages of embryogenesis (Mueller et al., 2015).
The higher incidence of developmental anomalies under the heatwave conditions suggests that some embryos were suffering cellular damage related to thermal stress (Basu et al., 2002). Thus, the observed production inefficiencies may be related to the energetically intensive processes related to countering heat stress. As standard metabolic rates increase with warming, additional energetic costs accumulate with the increased biosynthesis of heat shock proteins (Alfonso et al., 2021; Takle et al., 2005). A metabolic trade-off to preserve cellular integrity at the expense of growth could negatively influence recruitment dynamics because higher rates of predation and starvation are inversely correlated with larval size (Hendry et al., 2001; Miller et al., 1988, but see Pepin, 1991). Furthermore, lingering growth deficiencies induced during embryogenesis could be exacerbated during larval and juvenile growth owing to large-scale ecosystem disruption and changes in predator and prey dynamics that accompany prolonged heatwave events (von Biela et al., 2019). Particularly at risk is the Cherry Point herring population, which spawns later than all other herring stocks in the Salish Sea, reaching peak activity in mid-May (Sandell et al., 2019), when nearshore temperatures are warmer and more variable (13.5±2.6°C) compared with conditions for winter spawners and the risk for high intensity heatwaves appears to be greatest in late spring. Despite this late spawning phenology, a recent study on the genetic diversity of Salish Sea herring found no evidence for thermal adaptation in the Cherry Point stock (Petrou et al., 2021), suggesting that embryos are already developing near their maximal thermal limits. The Cherry Point stock was once the largest in the region but has suffered severe declines in recent years (Sandell et al., 2019). Rising ocean temperatures and the emergence of intense regional heatwaves may now be constraining the reproductive viability of this unique population.
Conclusions and future directions
We found that Pacific herring embryos could successfully acclimate to the stimulated heatwave without a reduction in survival, even when simultaneously exposed to high PCO2 conditions. The effects of high PCO2 were minimal and we found no evidence that acidification increased aerobic respiration or increased energy expenditure towards acid–base regulation. However, the heatwave did elicit measurable metabolic trade-offs, including a significant reduction in the production efficiency of developing embryos, resulting in a smaller size at hatch with smaller yolk reserves. Quantifying how these effects will impact the fitness of wild offspring will require long-term studies that can properly assess carryover effects to later life stages. Furthermore, these experimental data need to be synthesized with field observations of community-level heatwave responses to understand the dynamic effects on the predators and prey of herring larvae.
There is a growing understanding that fluctuating environments elicit different physiological responses compared with static environments with the same average values (Cross et al., 2019; Schunter et al., 2021; Tomasetti et al., 2021), necessitating that environmental variability be incorporated into experimental designs (Kroeker et al., 2020; Morash et al., 2018). Although the present study provides critical data on the influence of a developing heatwave, our experimental treatments did not simulate the full complexity of nearshore habitats. For example, high-frequency variations of temperature and PCO2 that fluctuate over diel and tidal cycles are ubiquitous in shallow coastal marine systems (Baumann and Smith, 2017; Pacella et al., 2018). Extreme heatwaves that increase daily mean temperatures will also increase the amplitude of these fluctuations and extend the duration of extreme conditions (Schlegel et al., 2017; Wetz and Yoskowitz, 2013; Zhang et al., 2013). Biological proofs of Jensen's inequality tell us that organismal performance under variable environments is lower than under static conditions of the same mean, and that performance continues to decline as variability increases (Denny, 2017; Morash et al., 2018). Therefore, it is possible that the outcomes of this study could be different if high-frequency fluctuations of temperature and PCO2 were superimposed on top of the daily heatwave progression. This could be addressed by future investigations specifically designed to assess the phenotypic effects of high-frequency exposures to extreme conditions.
Acknowledgements
We thank J. West and T. Sandell and colleagues at Washington Department of Fish and Wildlife for providing adult fish; Shannon Point Marine Center for providing research space and facilities support; B. Olson and B. Love for sharing equipment; and B. Love, W. Evans and A. Fassbender for comments on carbon chemistry calculations.
Footnotes
Author contributions
Conceptualization: C.S.M.; Methodology: C.S.M.; Validation: C.S.M.; Formal analysis: C.S.M.; Investigation: C.S.M.; Resources: T.K.; Data curation: C.S.M.; Writing - original draft: C.S.M., T.K.; Visualization: C.S.M.; Supervision: T.K.; Project administration: C.S.M., T.K.; Funding acquisition: T.K.
Funding
Financial support was provided by the Washington Ocean Acidification Center. Open Access funding provided by University of Washington. Deposited in PMC for immediate release.
Data availability
Data are available in Dryad digital repository (Murray, 2022): dryad.q573n5tkw.
References
Competing interests
The authors declare no competing or financial interests.