ABSTRACT
Many marine organisms and life stages lack specialized respiratory structures, like gills, and rely instead on cutaneous respiration, which they facilitate by having thin integuments. This respiratory mode may limit body size, especially if the integument also functions in support or locomotion. Pycnogonids, or sea spiders, are marine arthropods that lack gills and rely on cutaneous respiration but still grow to large sizes. Their cuticle contains pores, which may play a role in gas exchange. Here, we examined alternative paths of gas exchange in sea spiders: (1) oxygen diffuses across pores in the cuticle, a common mechanism in terrestrial eggshells, (2) oxygen diffuses directly across the cuticle, a common mechanism in small aquatic insects, or (3) oxygen diffuses across both pores and cuticle. We examined these possibilities by modeling diffusive oxygen fluxes across all pores in the body of sea spiders and asking whether those fluxes differed from measured metabolic rates. We estimated fluxes across pores using Fick's law parameterized with measurements of pore morphology and oxygen gradients. Modeled oxygen fluxes through pores closely matched oxygen consumption across a range of body sizes, which means the pores facilitate oxygen diffusion. Furthermore, pore volume scaled hypermetrically with body size, which helps larger species facilitate greater diffusive oxygen fluxes across their cuticle. This likely presents a functional trade-off between gas exchange and structural support, in which the cuticle must be thick enough to prevent buckling due to external forces but porous enough to allow sufficient gas exchange.
INTRODUCTION
Many animals exchange some or all of their respiratory gases across their outer integument (i.e. skin or cuticle), a process known as cutaneous respiration (Graham, 1988; Feder and Burggren, 1985). The proportion of total gas exchanged across the outer integument varies across animals, especially among those that live in marine habitats (Feder and Burggren, 1985). Small animals, with relatively thin integuments and relatively low metabolic rates (e.g. flatworms and most marine larvae), rely on diffusion alone (Graham, 1988). By contrast, many larger marine organisms (e.g. many adult vertebrates and arthropods) have relatively thick integuments (skin or cuticle), such that oxygen diffusion alone cannot supply their higher metabolic rates, which are distributed throughout larger volumes. Instead, these groups often have specialized and highly ramified structures (e.g. gills), where most gas exchange occurs. Nevertheless, cutaneous respiration plays a role in all of these groups (Graham, 1988). For example, even in many adult fish, ∼30% of oxygen uptake occurs across the integument (Weibel et al., 1998). Therefore, understanding the mechanisms of cutaneous respiration is important to understanding the physiology of marine animals.
- Ac
cross-sectional area of cuticle segment at top of pore (cm2)
- An
cross-sectional area of segment within pore (cm2)
- d
diameter of pore segment within model (cm)
- dc
diameter of top of pore
- d20
diameter of bottom of pore
- D
diffusion coefficient
- Dc
diffusion coefficient of oxygen in cuticle (cm2 s−1)
- Dt
diffusion coefficient of oxygen in tissue (cm2 s−1)
- Dw
diffusion coefficient of oxygen in seawater (cm2 s−1)
- Gpore
conductance through single pore (µmol s−1 kPa−1)
- Ja
oxygen flux through pores across whole body (µmol s−1)
- Jpore
oxygen flux through a single pore (µmol s−1)
- k
constant, RT/D
- kc
k for diffusion coefficient of oxygen in cuticle, RT/Dc (cm kPa s µmol−1)
- kt
k for diffusion coefficient of oxygen in muscle tissue, RT/Dt (cm kPa s µmol−1)
- kw
k for diffusion coefficient of oxygen in seawater, RT/Dw (cm kPa s µmol−1)
- lc
thickness of segment of cuticle above pore (cm)
- lp
thickness of segment within pore (cm)
- M
body mass
- OLS
ordinary least squares regression
- PD
pore density (pores cm−2)
- PGLS
phylogenetic least squares regression
- R
gas constant (cm3 kPa µmol−1 K−1)
- Rbottom
boundary layer resistance at bottom of pore (kPa s µmol−1)
- Rcuticle
resistance of thin piece of cuticle at top of pore (kPa s µmol−1)
- Rseg
resistance of each segment within pore (kPa s µmol−1)
- Rtop
boundary layer resistance at top of pore (kPa s µmol−1)
- Rtot
total summed resistance (kPa s µmol−1)
- S3
surface area of whole animal based on 3D shape (cm2)
- T
temperature (K)
- Vpore
pore volume across whole animal (cm3)
- x
cuticle thickness or pore length (cm)
- ΔPO2
oxygen gradient (kPa)
We studied cutaneous respiration in sea spiders (phylum Arthropoda, class Chelicerata). Sea spiders are a basal group in the Arthropoda (Arango and Wheeler, 2007) that lack specialized respiratory structures such as gills, but nevertheless can grow to substantial sizes (Moran and Woods, 2012; Child, 1995; Arnaud and Bamber, 1987; Dell, 1972). Sea spiders have reduced thoraces and abdomens and many of their metabolically active tissues, like guts and gonads, are distributed into their legs (Davenport et al., 1987), which reduces the distance oxygen must travel through the body by diffusion. Although sea spiders have been studied for over 150 years (see reviews by Arnaud and Bamber, 1987; King, 1973), we still lack an understanding of the functional morphology of the cuticle as it relates to gas exchange. An obvious possibility is that oxygen diffuses via the pores that appear to cross the cuticles of most species (Fahrenbach, 1994; Davenport et al., 1987; King, 1973), but this idea has never been tested. Here, we tested the role of cuticular pores in oxygen diffusion across the cuticle of sea spiders using a combination of empirical measurements and mathematical modeling.
There are several different avenues by which oxygen may cross the cuticle. First, as hypothesized by Davenport et al. (1987), oxygen may diffuse in through pores that cross the cuticle. In insects, the diffusion coefficient of oxygen through chitin is ∼4% that of the diffusion coefficient through water (Krogh, 1919), which is too low for adequate diffusive supply of oxygen unless the cuticle is extremely thin (e.g. ∼0.2–1.2 µm in the order Plecoptera; Resh et al., 2008). If the diffusion coefficient of oxygen through sea spider cuticle is similar to that of insect cuticle, then pores may permit much higher oxygen fluxes by reducing the amount of solid cuticle through which oxygen must diffuse. Pores in other cutaneous-respiring organisms appear to support almost all of the flux, especially when the integument is also used for support. For example, the pores in sea spiders are morphologically similar to those described from vertebrate and invertebrate eggshells (Rokitka and Rahn, 1987; Kern and Ferguson, 1997; Woods et al., 2005). These pores have been studied relatively extensively, and they do support almost all of the oxygen flux to the embryo (Wangensteen et al., 1971; Paganelli, 1980; Hinton, 1981; Tøien et al., 1988; Rahn and Paganelli, 1990).
Alternatively, cuticular pores may not facilitate oxygen flux; they may be incidental or have some other function (e.g. secretion). Cuticular pores have long been considered to have a secretory function (Fahrenbach, 1994), and it is possible they serve a dual function (secretion and gas exchange). Sea spiders are chelicerates, and the structure of chelicerate cuticle is, in general, morphologically and chemically similar to the cuticles of insects and other arthropods (Davenport et al., 1987; Nentwig, 1987). The thickness of sea spider cuticle ranges from 20 to 150 µm, depending on body size (Lane et al., 2017), which is similar to observed thicknesses of insect cuticle (1 to more than 200 µm) (Vincent and Wegst, 2004) and slightly thicker than Limulus gill cuticle (3–10 µm) (Henry et al., 1996). Sea spiders, however, have unsclerotized and non-calcified cuticle and a microstructure that resembles the thin cuticle of the gills of Limulus and Malacostraca (Fahrenbach, 1994). These observations suggest that even non-porous sea spider cuticle may support high rates of oxygen diffusion. Therefore, sea spider cuticle may support relatively high diffusion coefficients of oxygen or, at least in small sea spider species, it may be thin enough to permit adequate direct diffusion of oxygen even through chitin, as has been observed in many aquatic insects (Weis-Fogh, 1964; Eriksen, 1986; Kehl and Dettner, 2009; Seymour and Matthews, 2013).
Finally, there is an intermediate scenario: each of the two pathways, pores and cuticle, supports some flux. If so, then a third hypothesis is that their relative importance changes in a size-dependent way, where smaller species with relatively thin cuticle take up oxygen directly across the cuticle and through pores while larger species take up oxygen only through pores.
To determine whether pores permit most or all of the inward flux across a range of taxa and body sizes, we measured the density and size of pores and estimated the diffusive fluxes of oxygen across sea spider cuticle. Diffusive fluxes were estimated using a mathematical model based on Fick's law (Fick, 1855; Tøien et al., 1988) that incorporated the shape of the pores and the oxygen gradient between the external and internal environments. This model allowed us to quantitatively estimate the rates of flux across individual pores, which, along with estimates of pore density, we scaled up to whole-animal fluxes of oxygen. We then compared the scaling of oxygen flux to the scaling of metabolic rate, to test the following three hypotheses (Fig. 1). (1) If pores facilitate most of the oxygen movement, then the total flux attributable to pores should closely match metabolic demand across a range of taxa and body sizes. (2) If the pores do not facilitate oxygen diffusion, then the total flux through pores should be lower than that of metabolic demand across a range of taxa and body sizes. (3) If the relative importance of pores varies in a size-dependent way, then small individuals with thin cuticles may obtain sufficient oxygen directly across the cuticle, but large individuals with relatively thick cuticles may obtain larger fractions through their pores.
MATERIALS AND METHODS
We collected sea spiders while SCUBA diving at sites in McMurdo Sound, Antarctica, in 2015 and 2016. Animals were brought to Crary Lab, McMurdo Station, and kept in seawater tables at −1 to 0°C (ambient seawater temperature ∼−1.8°C). Individuals were used within 2 weeks of collection. We collected data from 10 different species of sea spiders in five different families [Ammotheidae: Ammothea glacialis (Hodgson 1907), Ammothea longispina Gordon 1932, Ammothea sp.; Colossendeidae: Colossendeis hoeki Gordon 1944, Colossendeis megalonyx Hoek 1881, Colossendeis scotti Calman 1915; Nymphonidae: Nymphon australe Hodgson 1902, Pentanymphon antarcticum Hodgson 1904; Pallenopsidae: Pallenopsis patagonica (Hoek 1881); Pycnogonidae: Pycnogonum gaini Bouvier 1910]. Because we do not know the age of the animals or time since last molt, the animals used in this study were chosen without bias to cuticle condition to try and minimize any variation in cuticle condition based on age or time since last molt.
Morphological measurements
We weighed and photographed each individual. Each individual was blotted dry, to remove excess water, and then weighed on a microbalance (±0.001 g). Photographs were taken of the dorsal side, with the animal placed flat with its legs fully extended, using a Nikon D7100 digital camera (Nikon Inc., Melville, NY, USA) attached to a tripod. Surface area was estimated in ImageJ (v1.49, http://imagej.nih.gov/ij/) by tracing around the individual and multiplying by two. To account for the three-dimensional shape of the animal, we treated the body of a sea spider as an open cylinder with a calculated surface area of S3=2πrL, where r and L are the radius and length of a leg segment, versus the surface area of a two-dimensional rectangle (S2) of the same diameter and length (S2=2×2rL). These two estimates of surface area are related by the expression S3/S2=π/2, and so S3=1.57×S2, where S2 was the surface area found using ImageJ.
To measure cuticle thickness, or pore length (x, cm), we prepared multiple thin sections (<1 mm each) of a single femur per individual using a razor blade. The thin sections were then mounted under a compound microscope and imaged (Zeiss Axioscope, Zeiss International, Oberkochen, Germany). From those images, we extracted cuticle thickness, which closely approximates pore length. Values were averaged per individual and then per species. Images of each cross-section (e.g. Fig. 2A,C,E,G,I) were taken using a camera mounted on a compound microscope and then analyzed in ImageJ.
We estimated pore density by taking multiple longitudinal sections of a single femur from each animal using a razor blade. Longitudinal images (e.g. Fig. 2B,D,F,H,J) were taken using a camera mounted on a compound microscope (Zeiss Axioscope). In ImageJ, pore density (PD, pores cm−2) was calculated as the total number of pores in a measured area, which were counted and averaged per individual and then per species. To calculate pore volume (Vpore, cm3), the total volume of the cuticle that is porous, we calculated the average volume of a single pore and then multiplied it by the total number of pores for each animal. The total number of pores was estimated by taking pore density (PD) and multiplying it by the surface area (S3). As with cuticle thickness above, these values were averaged per species.
The above traits were measured in the femur of 10 different species. To determine whether cuticle and pore structure varied by leg segment, however, we also used the same methods to measure these traits on the 1st and 2nd tibias of three of those species: Ammothea glacialis (N=8), Colossendeis megalonyx (N=8) and Nymphon australe (N=8).
Oxygen gradient
Internal oxygen levels were measured within a single femur from each individual sea spider (n=46, 2–8 of each species) using a 100 µm tip Clark-style oxygen electrode (Unisense, Aarhus, Denmark) positioned using a micromanipulator. The leg was removed underwater at the proximal end of the third coxa, and the electrode tip was immediately advanced into the center of the femur. Each measurement took place within a water-jacketed glass platform. Seawater temperature was maintained at −1°C using a recirculating water bath. We also measured external oxygen levels 1 cm away from the leg segment. The electrode was connected to a picoammeter (PA2000, Unisense), and data were recorded onto a computer running Expedata (v1.8.4, Sable Systems, North Las Vegas, NV, USA). Prior to each measurement, the electrode was calibrated in N2 and air-saturated seawater at the measurement temperature (∼−1°C). Internal PO2 was then subtracted from external PO2 to estimate the transcuticular oxygen gradient for each animal.
Oxygen consumption
We used data on oxygen consumption from Lane et al. (2017), which was obtained using closed-system respirometry. See Lane et al. (2017) for methods and data values.
Model of oxygen flux through pores
Because most oxygen uptake occurs across the sea spider's legs (Davenport et al., 1987), we focused our analyses on the pore morphology and physiology of the major leg segments. To determine whether there was any variation among segments within individuals and species, we estimated oxygen conductance through an average pore on the femur, first tibia and second tibia of three species [Ammothea glacialis (n=8), Colossendeis megalonyx (n=8) and Nymphon austral (n=3–4)] following the methods described above. Using a linear mixed effects model, with individual as a random factor, we did not find any differences between leg segments for any of the three species for any of the measured variables (Tables S1 and S3). We therefore used pore characteristics from just the femur of each species, which were extrapolated to the whole animal using Eqn 6.
Statistical analyses
For all scaling analyses, we measured body mass, pore diameter, pore length, pore density, pore volume, oxygen flux and oxygen consumption in 10 different species (from five different families) of sea spiders (Tables S4 and S5). To compare how those traits changed with body size, we log10-transformed the data and fitted ordinary least squares regressions (OLS). For each trait, we took the average measurements from 2–8 individuals, which varied depending on the trait. However, for several species (Ammothea sp., Colossendeis hoeki, Pallenopsis patagonica, Pentanymphon antarcticum and Pycnogonum gaini), we collected data on pore density from only one individual.
To account for potential phylogenetic effects on traits, we also conducted phylogenetic least squares regressions (PGLS) on the data following the procedures of Lane et al. (2017). We constructed trees using mitochondrial cytochrome c oxidase (CO1) sequences collected from our samples and then conducted PGLS analyses using: (1) an unconstrained phylogeny built from our CO1 data (PGLS-mtCO1) and (2) a constrained phylogeny following the tree topology of Arango and Wheeler (2007) in which branch lengths were free to vary based on our CO1 data (PGLS-var. brlens). The tree from Arango and Wheeler (2007) was constructed using three nuclear and three mitochondrial genes from 63 different species, representing all 9 sea spider families. We also created a third tree using the constrained topology above but with equal branch lengths (PGLS-equal brlens). As in the OLS models described above, we used species averages and log10-transformed the data prior to running each PGLS model.
We then used Pagel's lambda (Pagel, 1999) to test for phylogenetic signal. Only two variables showed a significant phylogenetic signal (pore diameter and pore density; Table S2). In the two cases where we detected a phylogenetic signal, the PGLS model results are reported in the text and figures (only PGLS-equal brlens are reported, for brevity); otherwise, the OLS results were reported (see Table 1 and Table S2 for full results).
All statistical analyses were conducted in R (v3.3.0, http://www.R-project.org/) and the PGLS models were conducted using the R package ‘ape’ (v3.5) (Pagel, 1992). Data are reported as means±s.e.m.
RESULTS
Interspecific variation in pore morphology
A phylogenetic signal was detected for pore diameter (d, µm), pore density (PD, pores cm−2) and pore volume (Vpore, cm3) with the PGLS-equal brlens model (Table S2), so the PGLS results are presented here, while no signal was detected for pore length (x, µm) (Table S2), so the OLS results are presented here (see Table 1 for regression summary of all models). Pore length and pore diameter both increased with body size (Fig. 4A,B, respectively, Table 1). The relationship between pore length (x, µm) and body mass (M, g) is x=−2.30×M0.37. For pore diameter (d, µm) the relationship with body size is d=1.17×M0.30. Pore density decreased slightly with increasing body size as PD=4.32×M−0.23 (Fig. 4C). Pycnogonum gaini, which had substantially fewer pores per square centimeter than expected for its body size (over one order of magnitude lower), was treated as an outlier and was not included in the pore density analysis. Total pore volume of the entire cuticle (Vpore, cm3) increased with increasing body size as Vpore=−2.56×M1.35 (Fig. 4D).
Oxygen flux and oxygen consumption
We did not observe significant differences when diffusive oxygen flux was estimated using an assumed diffusion coefficient for water or tissue (Table 1). Therefore, for brevity, only the tissue model is described here.
Diffusive oxygen flux across the cuticular pores and oxygen consumption both increased with body size (Fig. 5, Table 1). The relationship between oxygen flux (Ja, µmol s−1), using the tissue model, and body size is Ja=−4.13×M1.01. The relationship between oxygen consumption (OC, µmol s−1) and body size is OC=−3.96×M0.80. Furthermore, the regression coefficient for slope and intercept did not vary between oxygen flux and oxygen consumption based on overlapping confidence intervals (Table 1).
DISCUSSION
Although we cannot formally disprove hypothesis 2, that gas exchange occurs across solid cuticle, our data support hypothesis 1, that sea spiders take up oxygen primarily via cuticular pores. Broadly speaking, there was a close match between the scaling of known rates of oxygen uptake (based on our measurements of metabolic rate; Lane et al., 2017) and the scaling of calculated rates of oxygen flux via pores. Those fluxes match closely over two orders of magnitude in body size. Nevertheless, our data also suggest some size dependence of the relative contribution of pore-based fluxes (H3, Fig. 1). In large-bodied species, estimated pore-based fluxes were higher than measured metabolic rates, whereas in small-bodied species they were lower (Fig. 4). This pattern suggests that large-bodied species rely more exclusively on pore-based fluxes of oxygen. The broad confidence intervals in our data (Table 1) preclude distinguishing hypotheses 1 and 3 more quantitatively.
The size dependence of oxygen uptake via pores emerges from the scaling of pore morphology. Larger species have thicker cuticle (as described by pore length), which decreases flux by increasing the distance that oxygen must move. Cuticle thickness and pore diameter scaled approximately as expected for geometric similarity (b=0.37 and b=0.30, respectively). Pore density decreased slightly with increasing body size (b=−0.23). Pore volume, however, scaled with a larger coefficient (b=1.35) than expected for geometric similarity (b=1.00; Schmidt-Nielsen, 1984). This means that to offset the decrease in flux associated with thicker cuticle, larger species have wider pores, which results in greater total pore volume.
Rather than possess high pore density, one of the species in our study – Pycnogonum gaini – maintains adequate diffusive oxygen flux with relatively few but large pores. For its body size, Pycnogonum gaini (Fig. 2E) has substantially fewer pores per square area than expected, which would convey relatively low oxygen flux. Nevertheless, it meets its required diffusive fluxes of oxygen by also having much wider pores than expected for its body size.
The boundary layer resistance above and below the pores conferred little resistance to oxygen movement (Table S6). Therefore, flow conditions across the outer cuticle or within the hemolymph likely have little effect on total oxygen flux. Conversely, in most species, the cuticular cap conferred the greatest resistance to oxygen diffusion. For example, in the three Colossendeis species, resistance across the cuticular cap accounted for over 80% of the total resistance. The thickness of this cap can play a large role in restricting oxygen flux. Colonizing organisms, such as bryozoans, could increase the functional thickness of the cuticle and greatly decrease oxygen flux. We are currently testing the effects of different colonizing organisms on sea spider gas exchange.
To calculate resistance at the top and bottom of each pore, we used Stefan's law. This is appropriate when the diffusing molecule enters or leaves the pore from a concentration gradient distributed hemispherically around the pore opening. This is possible only if the pore openings are spaced far enough apart – otherwise, the hemispherical concentration gradients interfere with one another, which has the effect of raising the total resistance (Brown and Escombe, 1900; Ting and Loomis, 1963). In general, Stefan's law is thought to hold if pore openings are spaced more than 10 diameters apart. In our study, pore openings on the external cuticle met this assumption (data not shown). Conversely, pore openings on the internal side of the cuticle generally were closer than 10 diameters from one another, thus violating the Stefan assumption. Theoretically, this raises the total resistance provided by the internal layers of hemolymph. We decided, however, to ignore this problem – both because the calculated internal resistances are of the order of 1% of the total resistance, and because agitation of the hemolymph by gut peristalsis (Woods et al., 2017) probably reduces this resistance anyway.
The presence of pores in the cuticle likely presents a functional trade-off between gas exchange and structural support: a greater total pore volume supports greater fluxes of oxygen but likely also weakens the cuticle. Alternatively, thicker cuticle provides greater strength, but it reduces the rate of diffusive oxygen flux by lengthening the pores. While many studies have discussed the relationship between shell thickness, shell material composition and structural support in eggshells (Ar et al., 1979; Board and Scott, 1980; Board, 1980), few have tested the relationship between structural support and porosity. Tyler (1955) discussed whether the distribution of pores in avian egg shells, ∼2 pores per square millimeter, helps reduce the number of weak areas in an egg shell as areas of greater pore density would be weaker and act as sites for crack propagation. The relationship between structural support and pore shape has also been studied in vertebrate bones and engineered materials. In vertebrate bones, increasing porosity lowers fracture strength, the ability of a material to withstand breaking, because pores reduce the load-bearing area of the bone (Yeni et al., 1997). In metallic glass, an amorphous metal used in electronics and medical devices, and ceramic microsieves, material used in microfiltration, the diameter of the pore affects material strength; wider pores yield weaker material strength because the edge of the pore is the weakest point, so pores with larger diameters will be weaker than those with smaller diameters (Gao et al., 2016; Kuiper et al., 2002).
The structure of sea spider cuticle may therefore present an evolutionary compromise to minimize strength reduction while maintaining sufficient oxygen flux, as we have hypothesized recently (Lane et al., 2017). In an absolute sense, large sea spiders have thicker cuticle, which provides greater strength but also long distances over which oxygen must diffuse. Large species, therefore, must have larger average diameter pores to offset the resistance to oxygen flux arising from these long distances, which may weaken the cuticle. The species of Colossendeis and Ammothea are the largest-bodied individuals in our analyses, and they have many conical pores, with the small aperture near the surface of the cuticle. This pore design may allow these species to grow to relatively large sizes by minimizing the structural weakness associated with pores, because conical pores concentrate chitinous material away from the central axis and therefore offer greater polar moments of area (Vogel, 2013) relative to the same pore areas distributed by cylinder pores. We are presently testing the structural integrity of sea spider cuticles with different pore shapes and densities.
In conclusion, sea spider cuticle is not solid but, rather, contains many pores (Fahrenbach, 1994; Davenport et al., 1987). The volume and density of pores both scale with body size to allow sufficient oxygen into the body to meet the sea spider's metabolic demands, especially for larger-bodied species. Future studies should examine sea spiders from different environments, such as those living in temperate or tropical locations or those living in the intertidal zone, to see whether pore structure changes with temperature or the likelihood of strong external forces. For instance, because higher temperatures stimulate metabolic rate more than they do rates of diffusive flux (Woods, 1999; Verberk et al., 2011), we predict that, for their small body sizes, tropical species will have higher conductance cuticles, which could be achieved by thinner or more porous cuticle. The trade-off discussed above may be more acute for warm-water species, as those living in the intertidal zone and other areas with higher current may be more at risk from external forces (e.g. tide cycles, current surges) and may need proportionately thicker cuticle with fewer pores to prevent structural damage.
Acknowledgements
We thank the directors and staff at McMurdo Station for field and technical support. Also, special thanks to Rob Robbins, Steve Rupp and Tim Dwyer for SCUBA support. We also thank Peter Marko, Michael Wallstrom, Floyd Reed, Sachie Etherington and the entire class of BIOL 375L from fall 2016 at the University of Hawai‘i at Mānoa for their contributions to the barcoding effort.
Footnotes
Author contributions
Conceptualization: S.J.L., A.L.M., B.W.T., H.A.W.; Methodology: S.J.L., A.L.M., H.A.W.; Software: S.J.L., H.A.W.; Validation: S.J.L., A.L.M., B.W.T., H.A.W.; Formal analysis: S.J.L., H.A.W.; Investigation: S.J.L., C.M.S., H.A.W.; Resources: S.J.L., A.L.M., C.M.S., B.W.T., H.A.W.; Writing - original draft: S.J.L., A.L.M., B.W.T., H.A.W.; Writing - review & editing: S.J.L., A.L.M., C.M.S., B.W.T., H.A.W.; Visualization: S.J.L., A.L.M.; Supervision: A.L.M., B.W.T., H.A.W.; Project administration: A.L.M., B.W.T., H.A.W.; Funding acquisition: A.L.M., B.W.T., H.A.W.
Funding
This work was funded by the US National Science Foundation Division of Polar Programs (PLR-1341485 to H.A.W. and B.W.T., PLR-1341476 to A.L.M.).
References
Competing interests
The authors declare no competing or financial interests.