The widespread distribution of Crustacea across every aquatic ecological niche on Earth is enabled due to their exoskeleton's versatile properties. Especially mineralization of the exoskeleton provides protection against diverse environmental threats. Thereby, the exoskeleton of some entomostracans is extremely phenotypically plastic, especially in response to predators. For instance, the freshwater zooplankton Daphnia forms conspicuous inducible morphological defenses, such as helmets, and can increase the stability of its exoskeleton, which renders them less vulnerable to predation. In this study, we reveal for the first time the chemical composition of the exoskeleton of Daphnia magna, using Raman spectroscopy, to be composed of α-chitin and proteins with embedded amorphous calcium carbonate (ACC). Furthermore, we reveal the exoskeleton's chemical changes associated with inducible defense mechanisms in the form of more substantial mineralization, which is probably correlated with enhanced carapace stability. We, therefore, highlight the importance of calcium-biominerals for inducible morphological defenses in Daphnia.
The mineralized exoskeleton, or cuticle of crustaceans, provides an effective defense against abiotic and biotic threats1,2. In malacostracans, the exoskeleton consists of an organic matrix with embedded biominerals. For instance, the exoskeletons of the American lobster (Homarus americanus) and the brown crab (Cancer pagurus) consist mainly of crystalline magnesium calcite and amorphous calcium phosphate (ACP) embedded in an organic matrix composed of α-chitin3. The current research focus is, in particular, aimed at studying the mechanisms associated with calcification of the exoskeleton, e.g. investigating the proteins involved in this process and associated regulatory mechanisms4,5,6. Moreover, the various structural properties and biomineralization of exoskeletons have been investigated in many crustacean species, like blue crabs (Callinectes sapidus)2,7, sheep crabs (Loxorhynchus grandis)8, grapsid crabs (Metopograpsus fontinalis)9 and freshwater crayfish (Cherax quadricarinatus)10. While this research focuses primarily on malacostracans, investigations of the cuticle of entomostracans are rare, and only a few studies provide information on its composition, while predominantly using macroscopic techniques11. In some entomostracans, like the subgroup of the Cladocera, the exoskeleton is divided into a so-called carapace, which is the part of the exoskeleton that’s encaging the main part of the body, and a helmet which is a head shield12.
Thereby, the carapace itself is well understood as a natural barrier or defense against abiotic or biotic stressors, such as predators. Since predation is a strong selective force, both constitutive and inducible antipredator defensive traits have evolved13. Inducible defenses, representing a form of phenotypic plasticity, are an appropriate mechanism to cope with the variable impact of a frequently changing predator spectrum. It allows a specific defense in a prey organism to manifest itself only if a reliable cue for a pending attack is given14. This means the prey organisms can reduce costs related to the formation or maintenance of defense mechanisms, while the predation risk is low15. Besides providing individual benefits for the prey, their ecological relevance can be seen in structuring food-web interactions as they dampen predator–prey oscillations and promote stability in multi-trophic communities16. Hence, phenotypic plasticity in defensive traits is found in a variety of taxa spanning from protists17 to vertebrates18. Among the most striking examples of inducible defenses are morphological defenses displayed by entomostracans of the genus Daphnia. In response to several invertebrate predators, they develop adaptive morphological changes of their exoskeleton, such as the generation of crests, helmets and spines19,20,21. Although these conspicuous induced traits have been proven to reduce predator caused mortality, the exact defensive mechanisms remain unresolved.
It has been previously described that daphnids are able to increase the stability of their exoskeleton in response to predation. For instance, D. cucullata and D. pulex show 300-fold increased stability when threatened by the phantom midge Chaoborus flavicans22. Similar to this study, Rabus et al.23 characterized the fortification of the carapace of D. magna as an inducible defense mechanism against Triops predation. The very distinct fortification of Daphnia's carapace, which involves its restructuring and reinforcing observed in these studies, implies that prominent chemical modifications may accompany these changes. However, there is still a lack of knowledge of these potential chemical modifications underlying the carapace's fortification.
Previous studies that focused on proteomic and transcriptomic investigations of inducible defenses in Daphnia indicate that calcium associated proteins are more upregulated when inducible defenses are expressed24,25. Therefore, we hypothesize that the composition and abundance of inorganic constituents such as calcium-based biominerals and organic constituents such as α-chitin within the carapace may play a vital role in fortifying the carapace. To address this, we used micro-Raman spectroscopy, a vibrational spectroscopy technique that has been demonstrated widely for the non-invasive monitoring of biomolecules in different native systems, ranging from a single cell to complex tissues, in the last two decades26,27,28,29. Micro-Raman spectroscopy allows the acquisition of a molecular fingerprint from biological samples at a high spatial resolution of ~ 1 µm consisting of signatures from biomolecules such as nucleic acids, carbohydrates, lipids, proteins and also inorganic constituents26. This gives the technique a huge advantage in investigating the chemistry of a sample with or without the influence of a physical or a physiological perturbation factor. Herein, we apply this approach to give a detailed description of the chemical composition of the carapace of D. magna for the first time. We further investigate the chemical changes occurring in the carapace of the Crustacean Daphnia concerning the expression of inducible morphological defenses triggered on exposure to the predator T. cancriformis.
Characterization of the chemistry of the components constituting the carapace of D. magna
The carapace of D. magna, in general, consists of two opposing layers called proximal (inner layer) and distal (outer layer) integument11,30 (Fig. 1a). The distal integument acts as the main barrier to the outer environment, and therefore, our analysis was focused on investigating the chemistry associated with the distal integument of the carapace. Micro-Raman spectroscopic analysis revealed that the distal integument of D. magna consists of key molecules, mainly α-chitin and proteins constituting the organic components and amorphous calcium carbonate (ACC) and phosphates making up the inorganic counterparts. The mean Raman spectrum acquired from the carapace samples can be interpreted as a combination of Raman bands arising from both the organic and inorganic components (Table 1, Fig. 1b). The Raman bands at 895, 950, 1003 and 1080 cm−1 are associated with symmetric stretching vibrations of the (C–N) bond (contribution from α-chitin and proteins), phosphates (PO43) (phosphorylated proteins and may be ACP), (C–C) ring breathing mode of phenylalanine (proteins) and carbonates from calcium-based biomineral (CaCO3), respectively30,32. The Raman bands at 1248, 1327 and 1447 cm−1 are associated with bending vibrations of (C–H) and (C–H2) bonds (contribution from α-chitin and proteins) whereas the Raman band at 1660 cm−1 is associated with stretching vibrations of amide (C=O) bonds (contribution from α-chitin and proteins mainly)29,31. The Raman bands at 2881, 2937, 3280, and 3444 cm−1 are associated with stretching vibrations of (C–H), (C–H2), (N–H) bonds (contribution from α-chitin and proteins) and (O–H) bonds (ACC and α-chitin), respectively29,31. The presence of specific above mentioned organic and inorganic components could be interpreted based on the comparison of the mean Raman spectrum of the carapace samples with the reference spectrum acquired from α-chitin, calcite (crystalline CaCO3) and hydroxyapatite (crystalline Ca5(PO4)3(OH)) respectively (Table 1, Fig. 1b). The presence of broad Raman bands with regards to calcium carbonate stretching vibration (1080 cm−1) coupled with the presence of (O–H) bonds representing water molecules (3280, 3444 cm−1) indicates that the biomineral phase in the carapace of D. magna is in the amorphous form (Fig. 1b (4)). This is confirmed by comparing the carapace samples Raman spectrum with the spectrum of calcite, which is a crystalline phase of the biomineral indicating sharp Raman bands and the absence of signatures corresponding to water molecules (Fig. 1b (2, 4)).
Arrangement of the components constituting the carapace of D. magna
The arrangement of organic and inorganic components within the distal integument of the carapace was then further investigated. Micro-Raman imaging visualized that the carapace of D. magna comprises of all the organic and inorganic components mentioned in the section above, which showed an intricate pattern of differential distribution across the surface (Fig. 2). In the Raman image, intensity-based differential distribution of these components can be observed throughout the carapace with the orange intensity scale indicative of spectral component 1 and the blue intensity scale of spectral component 2, respectively (Fig. 2a). The more intense color indicates a higher concentration of the respective chemical components and vice versa. The Raman bands in demixed spectral component 1 (Fig. 2b (1), Table 1) seen at 1003, 1248, 1327, 1447, 1660, 2881, 2937, and 3280 cm−1 can be exclusively assigned to the organic components (contribution from α-chitin and proteins)29. Whereas, the demixed spectral component 2 (Fig. 2b (2), Table 1)) comprised of less intense Raman bands which arise from the organic components mentioned above, as well as prominent bands at 950, 1080, 3280 and 3444 cm−1 which can be assigned to phosphates and ACC respectively 29,31.
Detection of key components of the carapace of D. magna in association with the expression of inducible morphological defenses
Analysis of morphological parameters
Firstly, the expression of Triops-induced morphological defenses was evaluated by analyzing the morphological parameters, which have been previously proven to function as successful defensive traits that increase the survival rate of D. magna13,32 (Fig. 3): In this context, our results showed a significant increase in relative body width (t-test; t(10) = − 4.575; P = 0.001) and tail spine length (t-test; t(10) = − 8.952; P < 0.001) in D. magna exposed to the predator which is in accordance with previous publications32,33, except for body length which was shorter compared to non-exposed ones (t-test; t(10) = 2.737, P = 0.021).
Detection of key chemical components influencing inducible morphological defences
The results of the micro-Raman analysis revealed that Triops-exposed D. magna contain a relatively higher concentration of ACC and phosphates in their carapace compared to the non-exposed D. magna (Fig. 4). This increase in the biomineral content constituting ACC and phosphates might be associated with contributing better mechanical properties to the distal integument34. The profiles of the Raman spectra obtained from both morphotypes summarized as mean spectrum coupled with ± 1 standard deviation (SD) indicate the presence of organic and inorganic component signatures, as described in the section above (Fig. 4b (1,2)). As can be seen from the difference Raman spectrum, the major differences between the carapace samples of non-exposed and Triops-exposed D. magna are observed in the Raman bands at 950, 1080, 1248, 1327, 1660 and 2900 cm−1 respectively (Fig. 4c). The Raman bands corresponding to phosphates (contribution from phosphorylated proteins and maybe ACP) and ACC (950 and 1080 cm−1 blue-colored regions)29 are significantly more intense in the spectrum of Triops-induced carapace samples in comparison to the control samples, which indicates a higher concentration of these components (Fig. 4c). In contrast, the Raman bands at 1248, 1327, 1660, and 2900 cm−1 (C–H, C–H2 stretching vibration-red colored regions)29 show a higher intensity in the carapace samples of non-exposed daphnids, highlighting the relatively higher concentration of organic components constituting mainly α-chitin and proteins (Fig. 4c). However, it has to be mentioned that a higher concentration of ACC may overlay the organic components within the carapace, which may be a reason for the relatively reduced intensities of the Raman bands corresponding to organic components observed in the spectrum of the Triops-exposed D. magna.
Furthermore, a classification model was developed using principal component analysis coupled with linear discriminant analysis (PCA-LDA) in an effort to distinguish between the carapace samples of D. magna from the control group and the D. magna from the Triops-exposed group. The PCA-LDA histogram plot and the score plots show the distribution of Raman data across the discriminant function values and indicate the possibility to separate the two groups of samples i.e. the carapace samples of the control group from the predator-exposed group with an accuracy of 76% (Fig. 5b,c). Although, there is a certain amount of overlap between the two groups as seen clearly in the PCA-LDA histogram plot, the data of the control group is mostly distributed towards the negative direction and the Triops-exposed group is distributed towards the positive direction of the discriminant function (Fig. 5b). Furthermore, in Fig. 5c, it is shown that the Raman spectra of the carapace samples of D. magna from the control group are largely distributed at the negative LD score values, whereas those of the individuals from the Triops-exposed group are mostly distributed at the positive LD score values. The respective LDA loading (Fig. 5a) visualizes the spectral differences used by the PCA-LDA model for distinguishing between the carapace samples of D. magna from the control and the Triops-exposed group. The correlation of LDA score values with the LDA loading (Fig. 5a) supports the presence of a relative high abundance of phosphates and ACC (950 and 1080 cm−1) in the carapace samples of the Triops-exposed D. magna (Fig. 5). In contrast, the carapace samples of the control group visualize a negative LD coefficient around 1327, 1660 and 2937 cm−1 which can be attributed to a higher abundance of organic components constituting mainly α-chitin and proteins. The level of abundance and distribution of all these organic and inorganic components can be further exemplarily visualized across the carapace via high-resolution large scale Raman imaging analysis of an exemplary carapace sample of the two groups.
Mapping the distribution of ACC and phosphates within the carapace of predator-exposed D. magna
The distribution and relative concentration of the components, ACC and phosphates, which were the main components influencing changes in the chemistry of the carapace of D. magna as a response to predation by T. cancriformis, was then further investigated using micro-Raman spectroscopic imaging analysis exemplarily on two replicates per treatment. The Raman images were acquired to provide support that the pattern of results obtained in single point to point measurements are observed in large areas spanning the respective carapaces. Firstly, bright-field images of the respective non-exposed and Triops-exposed D. magna carapace sample were visualized (Fig. 6a,d). Secondly, the data from the Raman images acquired were summarized as mean spectrum coupled with ± 1 standard deviation (SD) (Fig. 6b,e). The Raman images depict the differential distribution and relative concentration of ACC and phosphates within the carapace sample of the non-exposed (Fig. 6c) and Triops-exposed D. magna (Fig. 6f). Herein, ACC is mapped based on the standard deviation of integrated normalized Raman intensities corresponding to the Raman band at 1080 cm−1, and phosphates are mapped based on the intensities of the Raman band at 950 cm−1 (Fig. 6c,f). It is observed from the Raman images that the relative concentration of ACC and phosphates are significantly higher in the carapace sample of Triops-exposed D. magna (Fig. 6f). It becomes apparent that ACC and phosphates are distributed across the carapace's entire area in Triops-exposed daphnids, depicting regions that are highly concentrated with ACC and phosphates. In contrast, Raman images of the carapace samples of control animals depicted lower concentrations of ACC and phosphates (Fig. 6c). These results were obtained from a single biological replicate of samples, one individual for each of the control group and Triops-exposed group. The Raman imaging results from a second replicate of samples which followed same patterns have been included in the SI (Figure S1).
Nature and arrangement of the components constituting the carapace of D. magna
The arrangement of the components constituting the carapace of D. magna may be interpreted as a type in which the inorganic components (ACC and phosphates) are embedded into a matrix comprising the organic components (α-chitin and proteins). While calcium-biominerals such as ACC have been previously found in the exoskeleton of malacostracan crustaceans, e.g. lobsters3,35, crabs3 and crayfish36, it has not been shown to be present in entomostracan Cladocera. Therefore, our study is the first to reveal that the entomostracan, D. magna, utilize ACC as a biomineral in their carapace. An essential difference in the composition of the exoskeleton between Daphnia and malacostracans is the arrangement of calcium carbonate in an amorphous form instead of an additional crystalline form of calcium carbonate (calcite) that is observed in Malacostraca35,37,38. ACC is the hydrated polymorph of the calcium carbonate mineral and different levels of dehydration lead to its transformation into crystalline calcium carbonate (e.g. calcite), which can involve various processes such as nucleation39. Calcite possesses an ordered arrangement, whereas ACC has a disordered arrangement (Fig. 7)40. This somewhat unstable arrangement is thought to have the advantage to be much more flexible and therefore, might be easier fitted for specific functions41. For D. magna this could involve processes like storage, transportation, or mineralization of the carapace.
Even though no crystalline form of calcium carbonate biominerals could be found in the integument of D. magna in our study, there is evidence that this organism can also use calcium-based biominerals in a crystalline form. For instance, Kawasaki et al.42 detected the presence of the crystalline calcium phosphate (apatite) in the ephippia of D. magna. Herein, the ephippium, which encages two resting eggs of Daphnia, consists of a thick layer of calcium phosphate enclosing the embryos, which is then surrounded by a layer of chitin and pigments like melanin43. The results observed from our analysis showed the presence of phosphates but due to overlapping of Raman bands corresponding to phosphates from both organic and inorganic components. It was not possible to infer if they might be in sole coordination with calcium, which might then be assigned as amorphous calcium phosphates (ACP) or part of phosphorylated proteins representing the organic components of the carapace.
However, phosphates are known to play a vital role in the stabilization of ACC since proteins that have been described to stabilize ACC in malacostracan species are phosphorylated6,10. Interestingly, the moderately intense Raman band observed at 950 cm−1 representing stretching vibrations of phosphates in demixed spectral component 2 compared to demixed spectral component 1 may suggest the presence of ACP in addition to phosphorylated proteins. Furthermore, the differentiation between ACC and ACP is quite difficult due to the occurrence of a mixed ACC/ACP-phase (ACCP)44, in which phosphates are again said to be key for the stabilization of ACC 10,45. Nevertheless, the presence of these amorphous biomineral phases is known to provide a flexible tool for organisms that can be modified for specific functions41, like storage. It exists as a precursor phase of crystalline calcium carbonate and still provides enhanced stability45. Therefore, these biominerals may be significantly advantageous for the phenotypically plastic genus Daphnia and likely changes in parameters such as their concentration, phase transition, or pattern of embedding into the organic matrix may play an essential role in the expression of inducible morphological defenses. Our results are therefore in concordance with previous reports about, and add a detailed description to, the vital role of elemental calcium and phosphorous for Daphnias’ carapace formation 46.
An additional study that needs to be mentioned in this context is of Wærvågen et al.47. Here, the authors reported, that the calcium concentration influences the distribution of Daphnia species and is correlated with body size, allowing a reflection on their individual demand. The shown correlation of calcium concentration with body size 47 is exciting, given the fact that many Daphnia species are known to vary their body sizes as a results of phenotypic plastic responses to environmental stressors like predation 20,21. Therefore, it may be important to analyse parameters like calcium concentration of Daphnias’ carapace in response to varying biotic and abiotic stressors.
Key carapace components influencing the expression of inducible morphological defenses in D. magna
The verification of the expression of inducible defenses in D. magna is indicated by changes in the parameters body length, body width, and tail spine length which were proven to significantly reduce mortality when attacked by T. cancriformis 33. The only exception was body length, which tended to be smaller in defended animals compared to control animals. While these contrasting results may be explained by clonal or experimental procedure related variation, the observed change in morphology indicates that D. magna responded with the restructuring of its morphological features, i.e. body width and tail spine length, to the presence of T. cancriformis. These morphological changes in D. magna are coupled with a simultaneous increase in thickness and rigidity of the distal integument 23. Therefore, it may be envisioned that these morphological changes may be coupled with key changes in the carapace's chemistry.
The main chemical difference accompanying the morphological changes was the stronger mineralization of the carapace, in the form of increased ACC content in the carapace samples of Triops-exposed D. magna compared to the carapace samples of its unexposed counterpart. Nikolov et al.48 have shown that the stability of the cuticle of Lobsters, measured as Young’s modulus, improves with the increasing calcium content. Therefore, our results showing a higher ACC concentration may explain the predator-induced increase in the cuticle's rigidity, as shown in some Daphnia species22,23. For instance, the five-fold increase in cuticle rigidity in Triops-exposed D. magna23 may be influenced by a higher concentration of ACC incorporated into the cuticle. Furthermore, the Raman bands corresponding to phosphates, which also show increased intensities in the carapace samples of Triops-exposed D. magna, may be linked to biominerals such as ACP and phosphorylated proteins. This means that the phosphates (ACP and phosphorylated proteins together) are either involved in the stabilization of ACC, which ultimately influences the overall chemical composition of the exoskeleton in a direction that benefits the organism. Alternatively, the phosphates may be interacting with ACC as a means of a dual mineralization strategy (coexistence of ACC and ACP) for the better enforcement of the carapace. The latter would imply that the carapace consists of a mixed phase of ACC and ACP, which is discussed to play a role in stabilizing the biominerals in exoskeletons of crustaceans35. For representatives of the Malacostraca, it has also been previously reported that an increase in the ACP: ACC ratio can be associated with increased mechanical properties such as hardness and elastic modulus49.
Even though the degree and form of mineralization might be the major factor for carapace stability, it is essential to mention here that it is probably not the increase in mineralization alone that underlies the carapace's fortification and enforcement in D. magna. The carapace is a composite in which its mineral components are in specific coordination with α-chitin and proteins making up the organic matrix. The coordination of the components is crucial for the macroscopic appearance of the exoskeleton and enables crustaceans to organize their exoskeleton 50. Hence, it may contribute to the formation of a tough mechanically graded structure in which a strongly mineralized layer is mounted over a lesser mineralized organic matrix as a softer substrate, which will absorb mechanical stress and deflect potentially dangerous cracks on the exoskeleton 51.
Therefore, we provide a detailed chemical analysis of the changes related to inducible defenses to the previously described thickening of the distal integument30. In their studies, Kruppert et al.30,52, give a detailed analysis and background for structural changes within the distal integument of Daphnia, finding it more laminated and thicker, concluding that structural alterations are responsible for an increased carapace stiffness in predator-exposed individuals. To these findings, we add the knowledge, that processes of restructuring might coincide with a chemical rearrangement and boost of the chemical components involved in carapace formation in Daphnia, depicting ACC and phosphates to be key players involved.
Significance of ACC and phosphates in the fortification of the carapace of predator-exposed D. magna
The results from Raman images of the distal integument indicated a differential distribution and increase in the relative concentration of ACC and phosphates in the T. cancriformis-exposed D. magna carapace samples compared to the non-exposed carapace samples. These key chemical modifications constituting ACC and phosphates might occur in synchronization with the thickening of the distal integument30 as a defensive response against predators. This is in concordance to a previous study that showed an increase in thickness of the distal integument as an inducible defensive response in D. magna, which might contribute to the overall stability of the carapace23. Hence, it may be established from our results that the morphological alterations such as thickening of distal integument, which are of importance in inducible defense responses in D. magna, are coupled with significant alterations in the overall chemistry of the distal integument.
Our results highlight the importance of calcium biominerals for the freshwater crustacean D. magna. It may be deduced that an increase in calcium biomineral and phosphate concentration may be a crucial chemical change occurring in association with the fortification of the cuticle in D. magna. Other studies have previously focused on the role of Calcium for daphnids, concluding that a reduction of calcium impacts Daphnias’ population growth 53 and also leads to a disabled functionality of its inducible defenses 54. Riessen et al. 54 have already discussed, that the strengthening of the carapace of Daphnia might require the availability of calcium and the ongoing calcium decline in Daphnias’ freshwater habitats impacts the functionality of its inducible defenses. In addition, the works of Tan and Wang55, Wærvågen et al.47 and Hessen and Rukke46 describe and highlight the importance of both calcium and phosphates for the freshwater crustacean Daphnia. In detail, the authors initiate the discussion, that Daphnia has a limited control of its calcium influx and efflux 55 and that moulting pose a constant drain of calcium for these organisms 46. These findings hint at a potential and immense cost of inducible morphological defenses since a higher Ca-biomineral content within the carapace of Daphnia would also imply a higher loss of calcium with the process of moulting. We corroborate this discussion by specifically deducing the crucial role of calcium in the form of ACC and other inorganic components such as phosphates for the expression of inducible defenses in D. magna.
In conclusion, our study for the first time reveals a detailed description of the chemistry of the carapace of the crustacean D. magna and the chemical changes occurring in their carapace in association with the expression of inducible morphological defenses against T. cancriformis. The chemistry of the carapace of D. magna was characterized using micro-Raman spectroscopic analysis which visualized the presence of a combination of organic and inorganic components constituting mainly α-chitin, proteins and biominerals like amorphous calcium carbonate (ACC) and phosphates (may be inclusive of amorphous calcium phosphate (ACP)). While biominerals such as ACC have been previously found in the exoskeleton of malacostracan crustaceans, e.g. lobsters 3,4, crabs 3 and crayfish 6, it has previously not been shown to be present in entomostracans. Our study is therefore the first to reveal that also entomostracans, like D. magna, utilize ACC as a biomineral phase in their exoskeleton. Our results indicate that ACC and phosphates are the most significant chemical components in the carapace contributing to the inducible morphological defenses in D. magna which is in concordance with previous works on the essential role of calcium and phosphates for Daphnia46,47,55. The increased amount of ACC in the carapace of D. magna accompanying the expression of prominent morphological defenses might cause an increased rigidity and better resistance to fractures while also making the carapace less prone to being compressed or crushed by predators. We therefore add another dimension to the previously analyzed23,30,52 ultrastructural changes in inducible carapace defense formation of Daphnia. Exploring the chemical composition and the modifications of the exoskeleton of this ecologically and environmentally important model organism could be crucial to estimate the impact of environmental conditions, e.g. water chemistry, which may have an influence in predator prey interactions.
A laboratory cultured clone of D. magna (clone: K34J) originating from a fishpond in Munich was used. As predator, a laboratory cultured clonal line of T. cancriformis, originally provided by Erich Eder (University of Vienna), was used. The experiment was conducted in a climate chamber (20 °C + 1 °C) with a day-and-night-simulating photoperiod (15 h light; 9 h darkness). For the experiment, artificial M4 medium 56 was used. 2L- glass beakers filled with 2L medium were used as experimental vessels. The water surface of each beaker was powdered with a pinch of cetylalcohol (Tokyo Chemical Industry Co., Nihonbashihonchon, Japan) to reduce surface tension. The beakers were each equipped with a mesh-cage for the predator made of acrylic glass and gauze (mesh width: 180 µm). Before the start of the experiment a pre-induction was performed to ensure a stronger expression of the defense. A total of 10 age-synchronized, primiparous (mature) D. magna were placed in each beaker (10 per treatment), which either contained a meshed cage with Triops or without (Control). Predators were fed daily with 15 individuals of D. magna and daphnids were fed with 1 mg C/L−1 of the green alga Acutodesmus obliquus. The third clutch of the age-synchronized D. magna was used for the predator-induction experiment. When released, 15 randomly chosen neonate D. magna were placed in each 2L beaker. The two treatments referred to as “Control” and “Triops” were each replicated six times and the overall experiment was conducted analogous to the pre-induction procedure. The mesh-cages were cleaned every other day to remove biofilm from the gauze and to ensure the exchange of medium and therefore kairomones between the cage and the surrounding medium. Every four days the medium was completely renewed to ensure adequate water quality. When daphnids reached maturity, they were preserved in 80% ethanol. This preservative was chosen since preliminary tests confirmed, that it does not alter the chemical composition of the carapace. Subsequently, morphological parameters (body length, body width and tail spine length) were measured using a digital image-analysis-software (CellSens Dimension v.1.11, Olympus Deutschland GmbH, Hamburg, Germany). The following morphological parameters of all animals were measured, since these are altered in D. magna in response to T. cancriformis 33: the body length, defined as the distance from the compound eye to the base of the tail spine, body width, defined as the maximal length between the dorsal and ventral edge of the carapace and the tail spine length defined as the distance between the base and the tip of the tail spine (Fig. 3a).
Sample preparation for Raman-analysis
I. Micro-Raman spectroscopy measurements
For the Raman measurements eight preserved D. magna from each treatment were randomly selected and dissected. Before Daphnia-selection, the conserved samples of each replicate per treatment were pooled in an Eppendorf-rack and then the samples were randomly selected. The daphnids were dissected, wherein the helmet, intestines and eggs of the organism were removed using micro-dissecting tools. The empty carapace samples were rinsed in 90% ethanol and placed on a glass slide. The single carapace of each sample was then dehydrated in a desiccator for 24 h and transferred onto a quartz glass slide for the analysis. All Raman measurements were performed using 8 replicates (8 carapace samples of individual D. magna) per treatment unless otherwise stated.
II. Micro-Raman imaging
For the acquisition of Raman images, two randomly selected daphnids of each treatment (one control and one Triops-exposed D. magna) were dissected as described above and the carapace samples were cut next to the dorsal ridge. Then one half of each carapace (of one control and one Triops-exposed D. magna) was placed inside out on a quartz glass slide and cooled on a brass block with crushed ice. After 5 min the carapace was transferred on a warmer glass slide, that had been stored under room temperature, using heat transfer. A glass coverslip was then put over the respective carapace and this was placed in the desiccator for a time span of 24 h prior to Raman image acquisition. One half of each of the carapace per daphnid was used as a replicate for the acquisition of images i.e. one replicate constitutes one individual sample (n = 1). This measurement was repeated using a completely independent sample which is the second replicate to ensure reproducibility of the patterns observed in the Raman images, the results of which are included in the SI.
III. Reference spectra
Raman spectra were acquired from reference substances namely crystalline calcium carbonate (Calcite) obtained from Bio-Rad Laboratories GmbH (Munich, Germany), crystalline calcium phosphate (Hydroxyapatite) obtained from Gruessing GmbH (Filsum, Germany) and α-chitin provided by the chair of Biomaterials at the University of Bayreuth.
The Raman spectroscopic measurements of the carapace samples were performed on a quartz glass slide using a commercial micro-Raman instrument Witec Alpha RA-300 (Witec, Ulm, Germany). The measurements were performed in a single spectral acquisition mode for the generation of data from specific points across the carapace samples. A large area scanning mode was used for the generation of Raman images of the samples. A frequency doubled Nd-YAG laser with a wavelength of 532 nm was used as an excitation source. The exciting laser radiation was coupled to a Zeiss microscope through a wavelength specific single mode optical fiber. The laser beam was focused onto the sample by means of a 50 × Zeiss objective (NA = 0.7) providing a lateral resolution of ~ 0.5 µm. The focal length of the spectrometer is 800 mm and is equipped with a grating having a groove density of 600 lines per mm to give a spectral resolution of about ~ 3–4 cm−1. The laser power used was approximately 15–20 mW at the fiber, depending on the sensitivity of the sample to laser radiation. The Raman scattered light was detected by a Peltier cooled CMOS (complementary metal oxide semiconductor) based CCD detector with a resolution of 1600 × 200 pixels. The Witec Raman microscope has a true confocal design and allows to achieve a depth resolution of ~ 2 µm with the use of a 50 × objective and 532 nm wavelength laser. The instrument was operated by the Witec instrument integrated Control Five software version 5. All the spectra from the samples were acquired in the spectral range between 3600–500 cm−1. Additionally, Raman images were acquired by executing a large area scan based on point by point spectral mapping method with a step size between ~ 400–500 nm covering an approximate range of 100 × 100 µm in x and y directions. The Raman images required an acquisition time of ~ 16–18 h and comprised of a data set constituting a total of 150 × 150 spectra per acquired image.
Raman data analysis
All Raman spectra were pre-processed (baseline correction, vector normalization) and statistical analysis are carried out using GNU R version (2.15.3 and 3.5.1)57 and OriginLab software version 8.5 was used for plotting of data. All Raman spectra are an average of ~ 200 spectra acquired from 8 different replicates (8 carapace samples of D. magna) of the two treatments (Treatments: Control; Triops) unless otherwise stated. The Raman images were processed using the Witec integrated Project software (Witec Project version 5.1). The color codes in all the Raman images are based on the standard deviation of integrated normalized Raman intensities corresponding to specific spectral signatures. Furthermore, the Raman images were analyzed by true component analysis (TCA) coupled with spectral demixing using the Witec Project software (version 5.1) to visualize the spatial distribution of different components within the Raman image (example; organic and inorganic components). TCA creates intensity distribution images that show the distribution of different components and creates an average of each component and shows their respective percentages within the Raman image. Spectral Demixing is an algorithm that allows to subtract several single spectra from each other in order to create pure component spectra from mixed spectra.
In addition, a classification model was built by using linear discriminant analysis (LDA) for the classification of the preprocessed spectral data corresponding to control group and the Triops-exposed group. Firstly, a principal component analysis (PCA) is performed to reduce the dimension of the data and avoid overfitting of the model. PCA-LDA is a multivariate analysis method that uses a set of principal components (PCs) which best describe the variances present within a group of data 58,59. The LDA is then used to project the variances between different groups of data by finding projections that maximizes the variances between groups. The PCs that describe the largest variances within the data can be used as inputs for performing LDA which projects data into a vector space wherein classification information between groups can be efficiently extracted. In our study, the first 22 PC's which allowed for establishing ~ 76% of data variance for Raman spectra of control and Triops-exposed D. magna were used to build the LDA classification model. LDA classification model was built using a total of 400 spectra, 200 spectra from the control group and 200 spectra from the Triops-exposed group. Raman spectral data are acquired from 8 replicates (8 carapace samples of D. magna from the control and Triops-exposed treatment respectively) for each of the group (25 spectra per sample per replicate in each group).
Scanning electron microscopy (SEM)
To get an overview of the structure of the carapace of D. magna, scanning electron microscopy (SEM) was used. For analysis via SEM a total of four randomly picked D. magna of the control treatment were dissected as described above (Sample preparation for Raman-Analysis, I.) but not stored after dissection. They were further processed following a modified procedure described previously by Laforsch and Tollrian 60 with an dehydration procedure using ethanol and then treated with HMDS (1,1,1,3,3,3-Hexamethyldisilazane) and then dried in a desiccator for 24 h. The dried carapace were mounted on pin stubs (Agar Scientific Ltd., Stansted, Essex, Great Britain) with a conductive adhesion graphite-pad (PLANO GmbH, Wetzlar, Germany) and then fractured with micro dissecting tools. The samples were examined with a Zeiss Ultra plus (FE-SEM with Schottky-field-emission cathode; in-lens detector, SE2 detector, EsB, AsB, EDS UltraDry SDD Thermo Fisher Noran) using an accelerating voltage of 3 kV. The samples were vapor coated with carbon (using a Leica EM ACE600) prior to SEM imaging.
To verify the expression of inducible morphological defenses in the induction experiment, the recorded morphological parameters were compared between treatments. Before statistical analysis, relative values for body width and tail spine length were calculated to compensate for size dependent differences. This was done by dividing the respective trait length through body length. The relative values were then arc-sin-square root-transformed to accomplish the requirements for analysis using a t-test 61. Then the replicate-means for each trait were calculated. The means thereby obtained were tested for normality using the Shapiro–Wilk-test and for homogeneity of variances using Levene’s-test and were then compared using a t-test. All graphs and statistics were calculated and plotted with the software package IBM SPSS v.21 (IBM SPSS Statistics Version 21, 64-Bit Edition, IBM Deutschland GmbH, Ehningen, Germany) and R Studio respectively.
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We want to thank the Key Lab Polymer and Nanosciences (PNS) of the University of Bayreuth for providing access to the Micro-Raman-Spectroscope and the Scanning electron microscope (SEM). Further, we would like to thank Mechthild Kredler and Martina Heider for technical assistance in preparing the samples for SEM analysis and performance of SEM measurements. Further, the authors would like to thank all PhD students of the chair of Animal Ecology I of the University of Bayreuth for valuable comments on the manuscript.
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The authors declare no competing interests.
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Ritschar, S., Bangalore Narayana, V.K., Rabus, M. et al. Uncovering the chemistry behind inducible morphological defences in the crustacean Daphnia magna via micro-Raman spectroscopy. Sci Rep 10, 22408 (2020). https://doi.org/10.1038/s41598-020-79755-4
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